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K.S.R. COLLEGE OF ENGINEERING (Autonomous) CURRICULUM PG (Approved by AICTE, New Delhi & Affiliated to Anna University) K.S.R. Kalvi Nagar, Tiruchengode – 637 215 R - 2012 Department Computer Science and Engineering Programme M.Tech. Multimedia Technology SEMESTER - I Sl. Course Course Name Hours/ Week Credit No. Code L T P C THEORY 1. CS122101 Advanced Computer Architecture 3 0 0 3 (Common To CS, IT & MT) 2. CS122102 Data Structures and Algorithms 3 1 0 4 (Common To CS, IT & MT) 3. MT123103 Multimedia Systems 3 0 0 3 4. MA122104 Optimization Techniques 3 1 0 4 (Common To IT & MT) 5. MT123105 Principles of Multimedia 3 0 0 3 PRACTICAL 6. MT123110 Multimedia Tools Laboratory I 0 0 3 2 7. MT123111 Dynamic Web Creation Laboratory 0 0 3 2 8. MT123112 Technical Presentation I 0 2 0 1 Total Credits 22 SEMESTER - II Sl. Course Course Name Hours/ Week Credit No. Code L T P C THEORY 1. CS122241 Multimedia Communications 3 0 0 3 (Common To CS, IT & MT) 2. MT123202 Applied Cryptography 3 0 0 3 3. MT123203 Multimedia Databases 3 0 0 3 4. MT123204 Graphics Design and Multimedia Presentation 3 1 0 4 5. CS122245 Digital Image Processing 3 0 0 3 (Common To CS, IT & MT) 6. Elective I 3 0 0 3 PRACTICAL 7. MT123210 Multimedia Tools Laboratory II 0 0 3 2 8. MT123211 Game Development Laboratory 0 0 3 2 9. MT123212 Technical Presentation II 0 2 0 1 Total Credits 24 M.Tech. – Multimedia Technology 1 K.S.R.C.E. - Curriculum & Syllabi (R2012)
Transcript
Page 1: M.Tech. Multimedia Technologyksrce.ac.in/admin/file_manager/source/BE (CSE)/ME-MMT/R 2012 M.E.(ME Multimedia...UNIT – V PERT/CPM 12 Hrs. Network Construction, Critical path method,

K.S.R. COLLEGE OF ENGINEERING (Autonomous) CURRICULUM

PG

(Approved by AICTE, New Delhi & Affiliated to Anna University)

K.S.R. Kalvi Nagar, Tiruchengode – 637 215 R - 2012

Department Computer Science and Engineering

Programme M.Tech. – Multimedia Technology

SEMESTER - I

Sl. Course Course Name

Hours/ Week Credit

No. Code L T P C

THEORY

1.

CS122101

Advanced Computer Architecture 3

0

0

3

(Common To CS, IT & MT)

2.

CS122102

Data Structures and Algorithms 3

1

0

4

(Common To CS, IT & MT)

3. MT123103 Multimedia Systems 3 0 0 3

4.

MA122104

Optimization Techniques 3

1

0

4

(Common To IT & MT)

5. MT123105 Principles of Multimedia 3 0 0 3

PRACTICAL

6. MT123110 Multimedia Tools Laboratory – I 0 0 3 2

7. MT123111 Dynamic Web Creation Laboratory 0 0 3 2

8. MT123112 Technical Presentation – I 0 2 0 1

Total Credits 22

SEMESTER - II

Sl. Course Course Name Hours/ Week Credit

No. Code L T P C

THEORY

1.

CS122241

Multimedia Communications 3

0

0

3

(Common To CS, IT & MT)

2. MT123202 Applied Cryptography 3 0 0 3

3. MT123203 Multimedia Databases 3 0 0 3

4. MT123204 Graphics Design and Multimedia Presentation 3 1 0 4

5.

CS122245

Digital Image Processing 3

0

0

3

(Common To CS, IT & MT)

6. Elective – I 3 0 0 3

PRACTICAL

7. MT123210 Multimedia Tools Laboratory – II 0 0 3 2

8. MT123211 Game Development Laboratory 0 0 3 2

9. MT123212 Technical Presentation – II 0 2 0 1

Total Credits 24

M.Tech. – Multimedia Technology

1 K.S.R.C.E. - Curriculum & Syllabi (R2012)

Page 2: M.Tech. Multimedia Technologyksrce.ac.in/admin/file_manager/source/BE (CSE)/ME-MMT/R 2012 M.E.(ME Multimedia...UNIT – V PERT/CPM 12 Hrs. Network Construction, Critical path method,

K.S.R. COLLEGE OF ENGINEERING (Autonomous) CURRICULUM

PG

(Approved by AICTE, New Delhi & Affiliated to Anna University)

K.S.R. Kalvi Nagar, Tiruchengode – 637 215 R - 2012

Department Computer Science and Engineering

Programme M.Tech. – Multimedia Technology

SEMESTER - III

Sl. Course Course Name

Hours/ Week Credit

No. Code L T P C

THEORY

1. MT123301 3D Modeling and Rendering 3 0 0 3

2. Elective – II 3 0 0 3

3. Elective – III 3 0 0 3

PRACTICAL

4. MT123310 Project Work Phase – I 0 0 12 6

Total Credits 15

SEMESTER - IV

Sl. Course Course Name Hours/ Week Credit

No. Code L T P C

PRACTICAL

1. MT123410 Project Work Phase – II 0 0 24 12

Total Credits 12

M.Tech. – Multimedia Technology

K.S.R.C.E. - Curriculum & Syllabi (R2012) 2

Page 3: M.Tech. Multimedia Technologyksrce.ac.in/admin/file_manager/source/BE (CSE)/ME-MMT/R 2012 M.E.(ME Multimedia...UNIT – V PERT/CPM 12 Hrs. Network Construction, Critical path method,

K.S.R. COLLEGE OF ENGINEERING (Autonomous) CURRICULUM

PG

(Approved by AICTE, New Delhi & Affiliated to Anna University)

K.S.R. Kalvi Nagar, Tiruchengode – 637 215 R - 2012

Department Computer Science and Engineering

Programme M.Tech. – Multimedia Technology

ELECTIVE – I (SEMESTER – II)

Sl. Course Course Name

Hours/ Week Credit

No. Code L T P C

THEORY

1. MT124201 Multimedia Server Management 3 0 0 3

2. MT124202 Data Compression 3 0 0 3

3. MT124203 Web Programming and Applications 3 0 0 3

4. MT124204 User Interface Design 3 0 0 3

5. MT124205 Software Agents 3 0 0 3

ELECTIVE – II and III (SEMESTER – III) Sl. No.

Course Code Course Name

Hours/ Week Credit L T P C

THEORY

1. HS124301 Human Resource Management (Common to IT & MT)

3 0 0 3

2. MT124302 Wireless Sensor Networks 3 0 0 3

3. MT124303 Advanced Database Technology 3 0 0 3

4. CS124304 Performance Evaluation of Computer Systems (Common to CS & MT) 3 0 0 3

5. MT124305 Audio-Video Broadcasting Systems 3 0 0 3

6. MT124306 Language Technologies 3 0 0 3

7. MT124307 Managing Technological Innovation and Product

Development 3 0 0 3

8. MT124308 Web Design and Management 3 0 0 3

9. CS124309 Bio Informatics (Common to CS, IT & MT)

3 0 0 3

10. CS124310 Data Warehousing and Data Mining (Common To CS, IT & MT)

3 0 0 3

11 MT124311 Multimedia Compression Techniques 3 0 0 3

12 MT124312 Pattern Recognition 3 0 0 3

M.Tech. – Multimedia Technology

3 K.S.R.C.E. - Curriculum & Syllabi (R2012)

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – I CS122101 ADVANCED COMPUTER ARCHITECTURE (Common To CS, IT & MT)

Objective(s): To develop student’s knowledge in data level parallelism, instruction level parallelism,

Memory hierarchy design, multiprocessors and multicore architectures

UNIT – I FUNDAMENTALS OF COMPUTER DESIGN 09 Hrs Introduction-Classes of computers-defining computer architecture- Measuring and reporting

performance – Quantitative principles of computer design. Instruction set principles – Classifying

Instruction set architectures –memory addressing-addressing modes –type and size of operands

–pipelining concepts.

UNIT – II INSTRUCTION LEVEL PARALLELISM 09 Hrs

Concepts and challenges – overcoming data hazards with dynamic scheduling using Tomasulo’s

approach – dynamic scheduling examples and algorithms–hardware based speculation-Static

scheduling-high performance instruction delivery- Limitations of Instruction level parallelism

UNIT - III DATA LEVEL PARALLELISM 09 Hrs

Introduction-vector architecture –vector execution time-vector length registers –vector mask

registers and memory bank-SIMD instruction set extension for multimedia-Graphics processing

units-detecting and enhancing loop level parallelism.

UNIT - IV MEMORY HIERARCHY DESIGN 09 Hrs

Introduction-review of caches-Cache performance – Reducing cache miss penalty-reducing miss

rate –miss rate via parallelism - Reducing hit time – Main memory organization for improving

performance – Memory technology-. Types of storage devices –.virtual memory-protection and

examples of virtual memory.

UNIT – V MULTIPROCESSORS AND MULTICORE ARCHITECTURES 09 Hrs

Introduction-multiprocessor architecture –issues and approach-centralized shared memory

architecture-limitations in symmetric shared- memory multiprocessors-performance of symmetric

shared- memory multiprocessors-distributed shared-memory – synchronization - models of

memory consistency. Total hours: 45

References:

1. John L. Hennessey and David A. Patterson, “Computer Architecture – A quantitative approach”,

Morgan Kaufmann / Elsevier, 5th Edition, 2012.

2. William Stallings, “Computer Organization and Architecture – Designing for Performance”,

Pearson Education, 8th Edition, 2010.

3. Behrooz Parhami, “Computer Architecture”, Oxford University Press, 2009.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – I

CS122102 DATA STRUCTURES AND ALGORITHMS (Common To CS, IT & MT)

Objective(s): To develop student’s knowledge in heap structures advanced data structures, graph

algorithms, and algorithm design techniques

UNIT – I BASIC DATA STRUCTURES 12 Hrs Abstract Data Types – List (Singly, Doubly and Circular) Implementation – Stacks and Queues –

ADT, Implementation and Applications – Trees – General, Binary, Binary Search, AVL Tree,

Splay Tree.

UNIT – II HEAP STRUCTURES 12 Hrs Min-max heaps – Deaps – Leftist heaps –Binomial heaps – Fibonacci heaps – Skew heaps -

Lazy-binomial heaps.

UNIT - III ADVANCED DATA STRUCTURES 12 Hrs Top Down Splay Trees – Red-black trees – Deterministic skip Lists – AA Trees – Treaps – k-d

Tress – Pairing Heaps.

UNIT – IV GRAPH ALGORITHMS 12 Hrs Definitions – Topological sort – Shortest-path algorithms – Network flow problems – Minimum

spanning tree – Applications of Depth-First Search – Introduction to NP – Completeness.

UNIT – V ALGORITHM DESIGN TECHNIQUES 12 Hrs Greedy algorithms – Divide and conquer algorithm – Dynamic programming – Randomized

algorithms – Back-tracking algorithms.

References:

1. Thomas H. Corman, Charles E. Leiserson, Ronald L. Rivest, Clifford Stein, “Introduction to

Algorithms”, MIT Press, 2009.

2. Mark Allen Weiss, “Data Structures and Algorithm Analysis in C++”, 3rd edition, Pearson

Education, 2011.

3. Levitin, “Introduction to The Design and Analysis of Algorithms “, 2nd edition, Addison Wesley.

4. Adam Drozdex, Data Structures and algorithms in C++, Second Edition, Thomson learning – vikas

publishing house, 2001

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – I

MT123103 MULTIMEDIA SYSTEMS

Objective(s): To develop student’s knowledge in multimedia operating systems and server, networks, communication and group communication, and synchronization

UNIT - I QUALITY OF SERVICE 09 Hrs Require and Constraint – Quality of Service Concept – Resources – Establishment Phase –

Runtime Phase of Multimedia Call – QoS Management Architectures.

UNIT – II MULTIMEDIA OPERATING SYSTEMS AND SERVER 09 Hrs Process Management – Interprocess Communication and Synchronization – Memory

Management – Device Management – System Architecture – Architecture – Storage Device –

Disk Controller – Storage Management – File System – Memory Management.

UNIT – III NETWORKS 09 Hrs Service, Protocols, Layers: Requirements and Layers – Networks: Ethernet, Gigabit Ethernet,

Token Ring, 100VG Any LAN, Fiber Distributed Data Interface, ATM Networks – Metropolitan

Area Networks (MANs): Distributed Queue Dual Bus, Orwell, MAN Connection to ATM Networks

– Wide Area Networks (WANs): Traditional WANs, B-ISDN over ATM.

UNIT – IV COMMUNICATION AND GROUP COMMUNICATION 09 Hrs Communication: Transport Subsystem Requirements and Constraints – Traditional Network

Protocols and their Support for Multimedia – Traditional Transport Protocols and their Support of

Multimedia – New Protocols for Support of Network Quality of Service – New Protocols for

Transport of Multimedia – Group Communication: Computer Supported Cooperative Work

(CSCW) – Architecture – Joint Use of Applications – Session Management – Internet Protocols

and their use in MBone.

UNIT – V SYNCHRONIZATION 09 Hrs Defining Synchronization – Particulars of Synchronization in Multimedia Systems – Requirement

to the Presentation – Reference Elements of Synchronization – Synchronization Types – System

Components Involved in Synchronization – A Reference Model for Multimedia Synchronization –

Synchronization Specification – Specification Methods for Multimedia Synchronization – Case

Studies

Total hours: 45 Reference:

1. Ralf Steinmetz, Klara Nahrstedt, “Multimedia Systems”, Springer International Edition, 2007.

2. Ze-Nian Li and Mark S. Drew, “Fundamentals of Multimedia”, Pearson, 2004.

3. Ralf Steinmetz, Klara Nahrstedt, “Media Coding and Content Processing”, Prentice hall, 2002.

4. Vaughan T, “Multimedia”, Tata McGraw Hill, 1999.

5. K. R. Rao, Zoran S. Bojkovic, Dragorad A. Milovacovic, D. A. Milovacovic, “Multimedia

Communication Systems: Techniques, Standards, and Networks”, Prentice Hall, 1st Edition, 2002

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – I

MA122104 OPTIMIZATION TECHNIQUES (Common To IT & MT)

Objective(s): To know about the mathematical concepts of Lpp, IPP, dynamic programming and PERT/ CPM.

UNIT – I LINEAR PROGRAMMING 12 Hrs

Linear programming: Graphical methods, Simplex method, Revised simplex method, Dual

Simplex method, Sensitivity Analysis, Transportation and assignment problems with its

application.

UNIT – II NON LINEAR PROGRAMMING 12 Hrs

Non linear programming: Unconstrained optimization techniques, Direct search methods,

Descent methods and constrained optimization.

UNIT – III INTEGER PROGRAMMING 12 Hrs

Integer programming problems, Gomory’s cutting plane methods, Branch and Bound

Techniques.

UNIT – IV DYNAMIC PROGRAMMING 12 Hrs

Characteristics of Dynamic Programming, Bellman’s principles of optimality, Concepts of

dynamic programming, Tabular method of solution, Calculus method of solution

UNIT – V PERT/CPM 12 Hrs

Network Construction, Critical path method, Computations of earliest start time, latest start time,

latest finish time, total, free and independent float – PERT Analysis, Computation of expected

time and standard deviation, Crashing, Resource analysis in network scheduling.

References:

1. Taha, H.A , “Operation Research : An Introduction”, Pearson Education , New Delhi,2002

2. S. S. Rao “Engineering Optimization: Thoery and Practice” New Age International, New Delhi 2000

3. Trivedi K.S., “Probability and statistics with reliability, Queuing and computer applications”,Prentice

Hall, New delhi, 2003

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – I

MT123105 PRINCIPLES OF MULTIMEDIA

Objective(s): To develop student’s knowledge in basic elements of multimedia, multimedia systems,

Multimedia architecture and multimedia application development.

UNIT - I INTRODUCTION 09 Hrs Multimedia An Overview: Characteristics, Multiple Media, Utilities, Requirements, Uses,

Promotion Of Multimedia Based Content, Steps - Digital Representation: Analog And Digital

Representation, Needs, Waves, Analog To Digital And Digital To Analog Conversion, Relation

Between Sampling Rate And Bit Depth, Quantization Error, Fourier Representation, Pulse

Modulation, Importance And Drawbacks Of Digital Representation – Multimedia Documents:

Document And Its Architecture, Designing A Multimedia Interchange Format, Markup, SGML,

ODA, MHEG, HyTime, OMF, Digital Copyrights.

UNIT – II BASIC ELEMENTS OF MULTIMEDIA 09 Hrs Text : Types, Font, Unicode Standard, Text Compression, File Formats – Image: Alpha channel

Types, Basic Steps for Image Processing, Specification, CMS, Device Independent Color

models, Gamma Correction, Alpha File Formats – Video :Video Signal Transmission, Signal

Formats, Broadcasting Standards, Digital Video Standard, PC Video, Video File Formats –

Audio: Acoustics, Characteristics Of Sound, Elements Of Audio System, Microphone, Amplifier,

Loudspeaker, Audio Mixer, Digital Audio, MIDI – Graphics: Components Of Graphics System,

Co-Ordinate System, Plotter, 2D & 3D Graphics and modeling -Surface Characteristics And

Texture, Lights – Animation :Key Frames & Tweening, Techniques, Principles Of Animation, 3d

Animation, File Formats.

UNIT – III MULTIMEDIA SYSTEMS 09 Hrs Visual Display Systems: CRT, Video Adapter Card, Video Adapter Cable, LCD, PDP - CD

Technology: CD and its Formats, Magneto-optical Discs, CD Interface, LD, Error Handling, DVD

and its Formats – Compression: Codec, Types Of Compression And Redundancies GIF Coding

Standards – Lossy And Lossless – JPEG - MPEG-1 Audio And Video- MPEG-2 Audio And Video

– MPEG 4, MPEG 7 – Fractals – Blue Ray – Data Tape – Authoring Tools.

UNIT – IV MULTIMEDIA ARCHITECTURE 09 Hrs Introduction-User Interface-Windows Multimedia Support, Hardware Support-Distributed

Multimedia Application-Real Time Protocols, Play Back Architecture-Streaming Technologies-

Temporal Relationships-Synchronization-MMDBS-Feature Extraction Of Image, Audio and

Video.

UNIT – V MULTIMEDIA APPLICATION DEVELOPMENT 09 Hrs Internet Its Service And Connection-Multimedia Application Development: Software Life Cycle,

Addie Model, Conceptualization, Content Collection And Processing, Story, Flow line, Script,

Storyboard, Implementation, Authoring Metaphors, Testing And Feedback, Final Delivery, Report

Writing, Documentation, Case Study: Computer Games - virtual Reality: Forms, Applications,

Software Requirements, Peripheral Devices, VRML.

Total hours: 45 References:

1. Parekh R “Principles of Multimedia” Tata Mcgraw-Hill, 2010.

2. Tay Vaughan, “Multimedia: Making It Work”, 8th Edition, Tata Mcgraw-Hill Professional, 2011.

3. Deitel and Deitel, “Internet & World Wide Web How to Program”, 4th Edition –Prentice Hall, 2008.

4. Ralf Steinmetz, Klara Nahrstedt, “Multimedia: Computing, Communications and Applications”

Prentice Hall, 1995.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – I

MT123110 MULTIMEDIA TOOLS LABORATORY – I

LIST OF EXPERIMENTS

1. Video editing

2. Audio editing

3. Image editing

4. 2D animation

5. 3D animation

6. HTML/FrontPage/Dreamweaver

Total hours: 45

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – I

MT123111 DYNAMIC WEB CREATION LABORATORY

LIST OF EXPERIMENTS

1. Application Creation

2. Application Programming Interface

3. Feedback Form Creation

4. Login Page Management

Total hours: 45

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K.S.R. COLLEGE OF ENGINEERING (Autonomous) SEMESTER – II

CS122241 MULTIMEDIA COMMUNICATIONS (Common To CS, IT & MT)

Objective(s): To develop student’s knowledge in multimedia operating system and file system, network and communication system, hypertext, mheg and synchronization, applications and software tools

UNIT - I DATA COMPRESSION, VIDEO AND ANIMATIONS 09 Hrs Basic concepts – computer based animation – data compression: JPEG, MPEG 2, 4, 7 – CD-

ROM Extended Architecture – communications Architecture – Basic sound concepts (music,

speech, images and graphics).

UNIT – II MULTIMEDIA OPERATING SYSTEM AND FILE SYSTEM 09 Hrs Network Essentials: Terminology, Network Types And Components, TCP/IP Overview And

Protocols, IP Routing, DHCP, Host Name Resolution, Access Methods, Real time – Process

Scheduling – Interprocess Communication – Server Architecture – Disk Management – File

system: Multimedia File system – synchronization.

UNIT – III NETWORK AND COMMUNICATION SYSTEM 09 Hrs Speech code for Multimedia Telecommunication transmitting – Control Protocol for Multimedia

Communication – Multiplexing Protocol for Low–bit–rate – Multimedia Communication Protocol

Support for QoS – Transport of Multimedia – Session Management – MBone Applications.

UNIT – IV HYPERTEXT, MHEG AND SYNCHRONIZATION 09 Hrs Hypertext and Hypermedia – Multimedia and Hypermedia Information coding Expert Group –

General Design Issues – Video, Audio User Interface – Reference Model for Multimedia

Synchronization – Case Studies: Synchronization in MHEG, Hytime, Firefly system, Multimedia

objects in distributed environment

. UNIT – V APPLICATIONS AND SOFTWARE TOOLS 09 Hrs Media: Preparation, Composition – Media Integration – Media Communication – Consumption –

Entertainment – Hardware: Memory And Storage Devices, Input Devices , Output Devices –

Software: Text Editing And Word Processing, Painting And Drawing Tools, 3d Modeling And

Animation Tools, Image Editing Tools, Sound Editing Tools, Animation, Video And Digital Movie

Tools – Case Studies: Graphics and Image Editing – Adobe Photoshop, Macromedia Fireworks,

Maya, 3DS MAX.

Total hours: 45 References:

1. Ralf Steinmetz, Klara Nahrstedt, “Multimedia Computing, Communications and Applications”,

Pearson Education, 2011.

2. Atul Puri, Tsuhan Chen, “Multimedia Systems, Standards and Networks”, Marcel Dekker Inc,

2005.

3. Ralf Steinmetz, Klara Nahrstedt, “Multimedia Systems”, Springer, First Edition, 2007

4. T. Vaughan, “Multimedia”, Tata McGraw Hill, Eight Editions, 2011.

5. Ze-Nian Li and Mark S. Drew, Fundamentals of Multimedia, Pearson, 2009.

6. Ralf Steinmetz, Klara Nahrstedt, “Media Coding and Content Processing”, Prentice Hall, 2010.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – II MT123202 APPLIED CRYPTOGRAPHY Objective(s): To develop student’s knowledge in symmetric techniques, asymmetric techniques, and

public key cryptography, and key sharing schemes

UNIT - I ENCRYPTION – CIPHERS 09 Hrs Classical Cryptography – The Shift Cipher, The Substitution Cipher, The Affine Cipher

Cryptanalysis – Cryptanalysis of the Affine Cipher, Cryptanalysis of the Substitution Cipher,

Cryptanalysis of the Vigenere Cipher, Shannon’s Theory.

UNIT – II SYYMETRIC TECHNIQUES 09 Hrs Block Cipher and the Advanced Encryption Standard – Substitution – Permutation Networks,

Linear Cryptanalysis, Differential Cryptanalysis, The Data Encryption Standard, The Advanced

Encryption Standard, Modes of Operation ,Cryptography Hash Function – Hash Function and

Data Integrity, Security of Hash Function ,Iterated Hash Functions, Message Authentication

Codes

UNIT – III ASYYMETRIC TECHNIQUES 09 Hrs The RSA Cryptosystem and Factoring Integer – Introduction to Public – key Cryptography, Number theory, The RSA Cryptosystem, Other Attacks on RSA, The EL Gamal Cryptosystem, Shanks’ Algorithm, Finit Fields, Elliptic Curves over the Reals, Elliptical Curves Modulo a Prime, Signature Scheme – Digital Signature Algorithm. UNIT – IV PUBLIC KEY CRYPTOGRAPHY 09 Hrs Identification Scheme and Entity Attenuation-Challenge – and – Response in the Secret – key Setting, Challenge – and – Response in the Public key Setting, The Schnorr Identification Scheme, Key distribution – Diffie – Hellman Key, Predistribution, Unconditionally Secure key Predistribution, Key Agreement Scheme – Diffie-Hellman Key agreement, Public key infrastructure – PKI, Certificates, Trust Models. UNIT – V KEY SHARING SCHEMS 09 Hrs Secret Sharing Schemes – The Shamir Threshold Scheme, Access Structure and General Secret key sharing, Information Rate and Construction of Efficient Schemes, Multicast Security and Copyright production – Multicast Security, Broadcast Encryption, Multicast Re-keying, Copyright Protection ,Tracing Illegally Redistribution keys.

Total hours: 45 References:

1. Douglas R. Stinson, “Cryptography Theory and Practice”, 3rd Edition, Chapman and Hall/CRC,

2006.

2. Menges A. J, Oorschot P, Vanstone S.A,“Handbollk of Appliled Cryptography” CRC Press,1997.

3. William Stallings, “Cryptography and Network Security: Principles and Practices”, 3rd Edition,

Pearson Education, 2006.

4. Wenbo Mao, “Modern Cryptography – Theory and Practice”, Pearson Education, 1st Edition, 2006.

5. Charles B. Pfleeger, Shari Lawrence Pfleeger, “Security in Computing”, 4th Edition, Pearson

Education, 2007.

6. Wade Trappe and Lawrence C. Washington, “Intrduction to Cryptography with Coding Theory” 2nd

Edition, Pearson Education, 2007.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous) SEMESTER – II

MT123203 MULTIMEDIA DATABASES

Objective(s): To develop in student’s Multimedia Database skill for communication of concepts, ideas

and design of engineering products and expose them to existing national standards

related to technical aspects.

UNIT – I OVERVIEW 09 Hrs Introduction to multimedia Database– Applications – Relational Database – Relational algebra – Relational calculus – Object oriented Database – Object values – Types – classes –Method – Object definition & Query Languages – Object relational systems. UNIT – II ORGANIZING MULTIMEDIA CONTENT 09 Hrs Multidimensional Data Structures: k-d Trees - Point Quad trees - The MX-Quad tree – R Trees – Comparison of Different Data Structures. UNIT – III IMAGE AND TEXT/DOCUMENT DATABASES 09 Hrs Image Databases - Raw Images - Compressed Image Representations - Similarity-Based Retrieval - Alternative Image DB Paradigms - Representing Image DBs with Relations - Representing Image DBs with R-Trees - Retrieving Images By Spatial Layout- Implementations. Text/Document Databases - Precision and Recall - Stop Lists - Word Stems and Frequency Tables - Latent Semantic Indexing - TV-Trees - Other Retrieval Techniques. UNIT – IV STREAM DATABASES 09 Hrs Video Databases - Organizing Content of a Single Video - Querying Content of Video Libraries - Video Segmentation Audio Databases - A General Model of Audio Data - Capturing Audio Content through Discrete Transformation - Indexing Audio Data. UNIT – V STRUCTURAL DESIGN 09 Hrs Design and Architecture of a Multimedia Database - Organizing Multimedia Data Based on The Principle of Uniformity - Media Abstractions - Query Languages for Retrieving Multimedia Data-indexing SMDS with enhanced inverted indices query relaxation/Expansion

Total hours: 45

References:

1. V. S. Subramanian, “Principles of Multimedia Database Systems”, Elsevier Publishers, 2010.

2. K. C. J. Date, “An Introduction to Database Systems”, Seventh Edition, Pearson Education, 2012.

3. Prabhakaran, “Multimedia Database Management Systems”, Springer, 1st Edition, 1996.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – II

MT123204 GRAPHICS DESIGN AND MULTIMEDIA PRESENTATION

Objective(s): To develop student’s knowledge in two dimensional transformation, three dimensional

transformation, overview of multimedia, multimedia storage and application design

UNIT - I INTRODUCTION 12 Hrs Graphics overview - Attributes of output primitives– DDA and Bresenham’s line algorithm – Ellipse and Circle drawing algorithms – Filled area primitives - Interactive input methods.

UNIT – II 2 DIMENSIONAL TRANSFORMATION 12 Hrs 2Dimensional Geometric Transformations – Window to View Port Mapping – Line and Polygon Clipping Algorithms- Splines – Bezier curves.

UNIT - III 3 DIMENSIONAL TRANSFORMATION 12 Hrs 3 Dimensional Concepts – 3 Dimensional Transformations - 3 Dimensional Viewing – Projections - Hidden Surface Removal - Surface Rendering Methods - Color Models.

UNIT – IV OVERVIEW OF MULTIMEDIA 12 Hrs An Introduction – Multimedia applications – Multimedia System Architecture – Evolving technologies for Multimedia – Defining objects for Multimedia systems – Multimedia Data interface standards – Multimedia Databases- Compression & Decompression – Data & File Format standards - Digital voice and audio – Video image and animation.

UNIT – V MULTIMEDIA STORAGE AND APPLICATION DESIGN 12 Hrs Principles of isometric projection – isometric scale – isometric projections of simple solids, truncated prisms, pyramids, cylinders and cones.

References:

1. Donald Hearn, M. Pauline Baker, “Computer Graphics – C Version”, 2nd Edition, Pearson

Education, 2011.

2. Prabat K Andleigh and Kiran Thakrar, “Multimedia Systems and Design”, PHI, 2010.

3. J. D. Foley, A. VanDam, S. K. Feiner, J. F. Hughes, “Computer Graphics Principles and Practice”,

Addison and Wesley Publications, 2011.

4. Ralf Steinmetz, Klara Steinmetz, “Multimedia Computing, Communications and Applications”

Pearson Education, 2011.

5. Ze-Nian Li, Mark S. Drew, “Fundamentals of Multimedia”, PHI, 2009.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – II

CS122245 DIGITAL IMAGE PROCESSING (Common To CS, IT & MT)

Objective(s): To develop student’s knowledge in image enhancement, image segmentation and feature analysis, multi resolution analysis and compressions, and applications of image processing.

UNIT - I FUNDAMENTALS OF IMAGE PROCESSING 09 Hrs

Introduction – Steps in Image Processing Systems – Image Acquisition – Sampling and

Quantization – Pixel Relationships – Color Fundamentals and Models, File Formats, Image

operations – Arithmetic, Geometric and Morphological.

UNIT – II IMAGE ENHANCEMENT 09 Hrs

Spatial Domain Gray level Transformations Histogram Processing Spatial Filtering–Smoothing

and Sharpening. Frequency Domain: Filtering in Frequency Domain – DFT (Discrete Fourier

Transform), FFT (Fast Fourier Transform), DCT (Discrete Cosine Transform) – Smoothing and

Sharpening filters – Homomorphism Filtering.

UNIT – III IMAGE SEGMENTATION AND FEATURE ANALYSIS 09 Hrs

Detection of Discontinuities – Edge Operators – Edge Linking and Boundary Detection –

Thresholding – Region Based Segmentation – Morphological Watersheds – Motion

Segmentation, Feature Analysis and Extraction.

UNIT – IV MULTI RESOLUTION ANALYSIS AND COMPRESSIONS 09 Hrs

Multi Resolution Analysis: Image Pyramids – Multi resolution expansion – Wavelet Transforms-

Image Compression: Fundamentals – Models – Elements of Information Theory – Error Free

Compression – Lossy Compression – Compression Standards.

UNIT – V APPLICATIONS OF IMAGE PROCESSING 09 Hrs

Image Classification – Image Recognition – Image Understanding – Video Motion Analysis –

Image Fusion – Steganography – Digital Compositing – Mosaics – Color Image Processing.

Total hours: 45 References:

1. Rafael C.Gonzalez and Richard E. Woods, “Digital Image Processing” 4th Edition, Pearson

Education, 2011.

2. Milan Sonka, Vaclav Hlavac and Roger Boyle, “Image Processing, Analysis and Machine Vision”,

Second Edition, Thomson Learning, 2007.

3. Anil K. Jain, “Fundamentals of Digital Image Processing”, Pearson Education, 2011.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – II

MT123210 MUTIMEDIA TOOLS LABORATORY – II

LIST OF EXPERIMENTS

1. Line drawing algorithm, Circle drawing algorithms, Ellipse drawing algorithm.

2. 2D transformations.

3. Clipping algorithms.

4. 3D Graphics using OpenGL, 3D viewing, 3D transformations

5. Developing interactive multimedia applications-Authoring a 2D presentation:

6. (Storyboard, design layout, collects the content, Presentation)

7. Mini project using any of the popular authoring tools (say, flash, director, 8. Dream weaver)

9. Creating simple 3D animations and visualizations.

Total hours: 45

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – II

MT123211 GAME DEVELOPMENT LABORATORY

LIST OF EXPERIMENTS

1. Game Development Using Flash

2. Game Development Using PHP

Total hours: 45

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K.S.R. COLLEGE OF ENGINEERING (Autonomous) SEMESTER – II

MT124201 MULTIMEDIA SERVER MANAGEMENT Objective(s): To know about the Multimedia Server and Management in the area of applications and

environments, client scheduling, storage sub system, cache management

UNIT – I MULTIMEDIA SERVER APPLICATIONS AND ENVIRONMENTS 09 Hrs Introduction – multimedia applications- multimedia server environment – requirements – client

environment –network environment - ATM model - multimedia server architecture and

components –hardware – software – server topology.

UNIT – II CLIENT SCHEDULING 09 Hrs Client Session Scheduling – QoS specification – capacity estimation – logical channel setup –

lient request Scheduling – client scheduling issues – VCR control operations –batching policies

– time-varying workloads - scheduling in system components.

UNIT – III THE STORAGE SUB SYSTEM 09 Hrs Storage management overview – storage system architecture – placement of multimedia data in

storage devices – retrieval – issues in I/O scheduling - single disk issue – multiple disk

organization – NAS architecture – management – SAN architecture – management – issues -

storage hierarchy.

UNIT – IV CACHE MANAGEMENT 09 Hrs Caching overview – objectives – data prefetching - relationships to buffering and caching –

cache management policies - memory cache – caching policies - caching among disks -

distributed disk caching - storage networks - management of storage networks

UNIT - V RELATED ISSUES 09 Hrs Performance evaluation of the GIS policy - affinity routing - load balancing – network backup

services –back up clients - performance gains as a result of network backups –deadline driven

scheduling & unconstrained data placement - fault tolerance issues in media servers.

Total hours: 45 References:

1. Dinker Sitaram, Asit Dan, “Multimedia Servers - Applications, Environments and Design”, Morgan

Kaufmann Publishers, 2000.

2. Ali Dashti, Seon Ho Kim, Cyrus Shahabi, and Roger Zimmermann “Streaming Media Server

Design”, IMSC Press Multimedia Series, 2003.

3. Ulf Troppens, Rainer Erkens, Wolfgang Müller, and Rachael Waddington, “Storage Networks

Explained: Basics and Application of Fibre Channel SAN, NAS iSCSI and InfiniBand”, John Wiley

and sons, 2004.

4. W.Curtis Preston, “Using SANs and NAS”, O'Reilly Media, Inc., 2002.

5. S.Ghandeharizadeh, S. Kim, C. Shahabi and R. Zimnorman, “Multimedia Information Storage

Management”, Kluwer Academic Press, 1996.

6. C. K. Wong, “Algorithmic Studies in mass Storage Systems”, Computer Science Press, New York,

1983.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – II

MT124202 DATA COMPRESSION

Objective(s): To Know About Information Theoretic Foundation, Coding Techniques, Lossless Lossy Image Compression, Scalar and Vector Quantization

UNIT - I INFORMATION THEORETIC FOUNDATION 09 Hrs

Lossy and Lossless compression – Modeling and Coding – Entropy, conditional entropy,

information, channels – Data models: static and adaptive Coding: Fano, Huffman, Golomb,

Rice, Tunstall – Applications of Huffman Coding.

UNIT – II CODING TECHNIQUES 09 Hrs Histogram processing – Fundamentals of Spatial Filtering – Histogram Processing – Smoothing

and Sharpening Spatial Filters – Filtering in Frequency Domain: Image Smoothing and

Sharpening using Frequency Domain Filters – Noise Models – Inverse Filtering – Geometric

Spatial transformation – Image rest ration technique.

UNIT – III LOSSLESS LOSSY IMAGE COMPRESSION 09 Hrs Multi resolution – CCITT Group 3 and 4 – JBIG, JBIG2 – Lossy coding – Distortion – Rate

distortion – Linear system models – Image Compression Standards: JGEG, JPEG 2000 and

MPEG.

UNIT – IV SCALAR AND VECTOR QUANTIZATION 09 Hrs Uniform and Nonuniform quantizers – Adaptive quantization: Forward Adaptive Quantization –

Backward Adaptive Quantization – Entropy coded quantiztion: Lloyd-Max quantizer – Vector

Quantization: LBG quantizer – Tree Structured quantizer – Trellis coded quantization

UNIT – V DIFFERENTIAL AND TRANSFORM ENCODING 09 Hrs Predictive DPCM – Adaptive DPCM – Delta modulation – Transform coding – Basis – inner

products – orthogonality and orthonormality – Karhunen – Loeve Transform – DCT – Walsh and

Hadamard Transform.

Total hours: 45 References:

1. Sayood, Khalid, “Introduction to Data Compression “, 3rd Edition, Morgan Kaufmann Publishers,

2006.

2. K. Anderson, J.B. and Mohan, S., “Source and Channel Coding”, Kluwer, 2000.

3. Gersho, A. and Gray, R.M., “Vector Quantization and Signal Compression “, Kluwer, 2002.

4. Williams.R.N.,” Adaptive Data Compression “, Kluwer, 2001.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – II

MT124203 WEB PROGRAMMING AND APPLICATIONS

Objective(s): To know about the style sheets and scripting language, common gateway interface Programming, XML, rich internet applications client technologies

UNIT - I STYLE SHEETS AND SCRIPTING LANGUAGE 09 Hrs Basics of internet - Web browser - HTML forms – Cascading Style Sheet – Style sheets – Positioning Elements – Box model – Text flow – Scripting language: java script – Basics – Control Statements – Function – Array – Objects. UNIT – II COMMON GATEWAY INTERFACE PROGRAMMING 09 Hrs CGI Concepts – HTML tags Emulation – E-mail generation – CGI Client side Applets – CGI Server Side Applets – Authorization and Security – CGI programs using Perl. UNIT - III XML 09 Hrs Creating Markup with XML – Namespace - Document Type Definition – Schemas – Document Object Model – Simple API for XML – XML Vocabularies - Extensible Style sheet languages – Xpath – XLink and XPointer. r UNIT - IV RICH INTERNET APPLICATIONS CLIENT TECHNOLOGIES 09 Hrs Adobe Flash CS3 – Flash Movie Development – Hands-on examples – Publishing Flash Movie –Special Effects – Website Splash Screen – Building An Interactive Game – Adobe FlexTM 2 and Applications – Flex platform – Overview – Simple User Interface – Access XML data – Interactive Server Side Applications- Creating Charts And Graphics- Adobe Integrated Runtime(AIR) UNIT - V RICH INTERNET APPLICATIONS SERVER TECHNOLOGIES 09 Hrs Web servers (IIS & Apache) – database – MySQL- basic Queries – installing MySQL – Setting up MySQL user account – Creating a database – ADO.NET object model – ASP.NET2.0 - Simple Web Form Examples - Web Controls – Session Tracking – Case Studies.

Total hours: 45

References:

1. Deitel and Deitel, “Internet & World Wide Web How to Program”, Pearson Education 4th Edition,

2011.

2. Jeffy Dwight, Michael Erwin and Robert Niles, “Using CGI”, prentice Hall of India – QUE, 2001.

3. Heather Williamson, “the complete reference XML” , Tata Mc-graw Hill,2009

4. Deitel and Deitel, Nieto, Sadhu, “XML How to Program”, Pearson Education Publishers, 2001.

5. Eric Ladd, Jim O’ Donnel, “Using HTML 4, XML and Java”, Prentice Hall of India – QUE, 1999.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – II

MT124204 USER INTERFACE DESIGN

Objective(s): To know about the Human Computer Interaction, Windows, Multimedia, Evaluation and

Testing

UNIT - I INTRODUCTION 09 Hrs Human–Computer Interface – Characteristics of Graphics Interface –Direct Manipulation Graphical System – Web User Interface –Popularity –Characteristic & Principles.

UNIT – II HUMAN COMPUTER INTERACTION 09 Hrs User Interface Design Process – Obstacles –Usability –Human Characteristics In Design– Human Interaction Speed –Business Functions –Requirement Analysis – Direct –Indirect Methods – Basic Business Functions – Design Standards – General Design Principles – Conceptual Model Design – Conceptual Model Mock-Ups

UNIT – III WINDOWS 09 Hrs Characteristics– Components– Presentation Styles– Types– Managements – Organizations– Operations – Web Systems– System Timings - Device– Based Controls Characteristics– Screen – Based Controls –– Human Consideration In Screen Design –Structures Of Menus – Functions Of Menus – Contents Of Menu– Formatting – Phrasing The Menu – Selecting Menu Choice– Navigating Menus – Graphical Menus. Operate Control – Text Boxes– Selection Control– Combination Control – Custom Control – Presentation Control.

UNIT – IV MULTIMEDIA 09 Hrs Text For Web Pages – Effective Feedback– Guidance & Assistance – Internationalization– Accessibility– Icons– Image– Multimedia – Coloring.

UNIT – V EVALUATION AND TESTING 09 Hrs Conceptual Model Evaluation – Design Standards Evaluation – Detailed User Interface Design Evaluation– The Purpose of Usability Testing– The Importance of Usability Testing– Scope of Testing– Prototypes– Kinds of Tests– Developing and Conducting the Test– Analyze, Modify and Retest.

Total hours: 45 References:

1. Wilbert. O. Galitz, “The Essential Guide to User Interface Design”, John Wiley& Sons, 2007.

2. Ben Shneiderman, “Design the User Interface”, Pearson Education, 2007.

3. Alan Cooper, “The Essential of User Interface Design”, Wiley – Dream Tech Ltd., 2002.

4. Sharp, Rogers, Preece, ‘Interaction Design’, Wiley India Edition, 2009

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K.S.R. COLLEGE OF ENGINEERING (Autonomous) SEMESTER – II

MT124205 SOFTWARE AGENTS

Objective(s): To know about the agents, agents designing, agent communication and collaboration,

intelligent software agents, agents and security

UNIT – I AGENTS OVERVIEW 09Hrs

Agent Definition – Agent Programming Paradigms – Agent Vs Object – Aglet – Mobile Agents –

Agent Frameworks – Agent Reasoning.

UNIT – II AGENTS DESIGNING 09Hrs

Designing Agent – The Agent Conceptual Model – Direct Manipulation versus Agents – Agent

Information Sharing and Coordination – Kidsim: Programming Agents without Programming

Languages.

UNIT – III AGENT COMMUNICATION AND COLLABORATION 09 Hrs Overview of Agent Oriented Programming (AOP) – A Generic Agent Interpreter – Agent Based

Framework – Agent Information Gathering – KaoS: Toward an Industrial Strength Open Agent

Architecture.

UNIT – IV INTELLIGENT SOFTWARE AGENTS 09 Hrs Interface Agents – Agent Communication Languages – Agent Knowledge Representation –

Agent Adaptability – Belief Desire Intension – Mobile Agent Applications.

UNIT – IV AGENTS AND SECURITY 09 Hrs Agent Security Issues – Mobile Agents Security – Protecting Agents against Malicious Hosts – Untrusted Agent – Black Box Security – Authentication for agents – Security issues for Aglets.

Total hours: 45 References:

1. Bradshaw, “Software Agents”, MIT Press, 2000.

2. Bigus & Bigus, “Constructing Intelligent agents with Java”, Wiley, 1997.

3. Russel, Norvig, “Artificial Intelligence: A Modern Approach”, Second Edition, Pearson Education,

2003.

4. Richard Murch, Tony Johnson, “Intelligent Software Agents”, Prentice Hall, 2000.

5. Gerhard Weiss, “Multi Agent Systems – A Modern Approach to Distributed Artificial Intelligence”,

MIT Press, 2000.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III

MT123301 3D MODELING AND RENDERING

Objective(s): To learn about 3D concepts, surface generation, detection, illumination models, surface rendering, modeling techniques and 3D animation using maya. UNIT – I 3D CONCEPTS AND TECHNIQUES 09 Hrs Introduction – 3D Transformation – Rotation and Reflection about an Axis – 3D Modeling

Schemes – Types of Projections: Orthographic Projection – Isometric Projection – Oblique

Projection – Perspective Projection – One, Two and Three Point Perspective – Viewing

Parameters – 3D Clipping – View Volume.

UNIT – II SURFACE GENERATION AND DETECTION 09 Hrs 3D Surfaces Generation: Parametric Representation – Quadric Surfaces – Bezier Surface –

Bezier Surfaces Patch – B-Spline Surfaces – Rational B-Spline Surfaces – Visible Surface

Detection: Hidden Surface Removal Algorithms – Back Face Detection Method – Depth Buffer

Method – Painter’s Algorithm – Binary Space Partitioning Tree Method – Hidden Line Removal

Method.

UNIT – III ILLUMINATION MODELS AND SURFACE RENDERING 09 Hrs Illumination Model and Light Sources – Specular Reflection – Intensity Attenuation – Shadow –

Radiosity Lighting Model – Texturing: Surface Texture – Bump Mapping – Environment Mapping

– Shading Methods: Flat Shading Models – Z-Flat Shading - Lambert Flat - Smooth Shading

Models – Gouraud Shading – Phong Shading.

UNIT – IV MODELLING TECHNIQUES AND ANIMATION 09 Hrs Structures and Hierarchical Modelling – Hierarchical Modelling With Structures – Advanced

Modelling Techniques – Procedural Models – Fractals – Grammar Based Models – Physical

Based Modelling – Animation : Devices For Producing Animation – Computer-Assisted

Animation – Video Formats – Frame By Frame and Real Time Animation Techniques.

UNIT – V 3D ANIMATION USING MAYA 09 Hrs Introduction to MAYA – Preproduction – Modelling – Character Setup – Animation – Shading

and Texturing –Lighting and Rendering – Postproduction.

Total Hours: 45 References:

1. Amarendra N. Sinha, Arun D Udai, “Computer Graphics”, Tata McGraw Hill, 2010. 2. Tom Meade, Shinsaku Arima , “ Maya 8 – The Complete Reference”, Tata McGraw Hill, 2007. 3. Donald Hearn, M. Pauline Baker, “Computer Graphics - C Version”, Pearson Education/PHI

Learning, 2011. 4. James D. Foley, Andries van Dam, K. Feiner, John F. Hughes, “Computer Graphics-principles

and practice in C”, Pearson Education, 2nd

Edition, 2011. 5. Rick Parent, “Computer Animation Algorithms and Techniques”, Morgan Kaufmann Publishers,

2nd

Edition, 2009. 6. Jeffrey J. McConnell, “Computer Graphics Theory into Practice”, CBS Publishers, 2007. 7. Dariush Derakhshani,” Introducing Autodesk MAYA 2013 “, Wiley India, 2012.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III HS124301 HUMAN RESOURCE MANAGEMENT (Common to IT & MT)

Objective(s): To learn about 3D concepts, surface generation, detection, illumination models, surface

rendering, modeling techniques and 3D animation using maya.

UNIT – I IHRM 09 Hrs Meaning of IHRM, Difference between domestic and International HRM, Issues and barriers to

effective global HRM, Role of HR in International firms. Multi Culture in Organizations

UNIT – II INTERNATIONAL RECRUITMENT AND STAFFING 09 Hrs International Staffing, Approaches, Recruitment and Selection, Role of expatriates and non-

expatriates

UNIT – III TRAINING AND PERFORMANCE MANAGEMENT 09 Hrs Training and development-Need, Cross cultural training, Expatriate training Basis, Issues and

approaches in International performance management

UNIT – IV COMPENSATION AND BENEFITS 09 Hrs Components, Approaches to International compensation, Variables influencing compensation,

Issues in International compensation.

UNIT – V INDUSTRIAL RELATIONS,AND PEOPLE MANAGEMENT PRACTICES 09 Hrs Industrial relations, Key issues in International Industrial Relations, Trade unions and

International Industrial relations, Asian, Japanese, American perspectives in managing HR

Total Hours: 45 References:

1. PeterJ. Dowling, Denice E. Welch, “International Human Resource Management, Managing

people in a Multinational context,” Cengage, 2009.

2. Aswathappa, Sadhna Dash, “International Human Resource Management,” Text and Cases, Tata

McGraw Hill, 2009.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III MT124302 WIRELESS SENSOR NETWORKS

Objective(s): To gain knowledge about wireless sensor networks application and motivation of sensor networks, energy management in wireless sensor networks and about routing protocols in wireless sensor networks. UNIT – I BASICS OF WIRELESS SENSOR NETWORKS 09 Hrs Challenges for wireless sensor networks, Comparison of sensor network with ad hoc network,

Single node architecture – Hardware components, energy consumption of sensor nodes,

Network architecture – Sensor network scenarios, types of sources and sinks, single hop versus

multi-hop networks, multiple sinks and sources, design principles, Development of wireless

sensor networks – WINS, μAMPS Underwater Acoustic and Deep space networks.

UNIT – II PHYSICAL LAYER 09 Hrs Introduction – wireless channel and communication fundamentals – frequency allocation,

modulation and demodulation, wave propagation effects and noise, channels models, spread

spectrum communication , packet transmission and synchronization, quality of wireless

channels and measures for improvement, physical layer and transceiver design consideration in

wireless sensor networks, Energy usage profile, choice of modulation, Power Management.

UNIT – III DATA LINK LAYER 09 Hrs MAC protocols –fundamentals of wireless MAC protocols, low duty cycle protocols and wakeup

concepts, contention-based protocols, Schedule-based protocols, Link Layer protocols –

fundamentals task and requirements, error control, framing, link management.

UNIT – IV NETWORK LAYER 09 Hrs Gossiping and agent-based unicast forwarding, Energy-efficient unicast, Broadcast and

multicast, geographic routing, mobile nodes, Data centric and content-based networking – Data

centric routing, Data aggregation, Data-centric storage, Higher layer design issues.

UNIT – V APPLICATIONS AND IMPLEMENTATIONS 09 Hrs Target detection tracking, Habitat monitoring, Environmental disaster monitoring – Practical

implementation issues, IEEE 802.15.4 low rate WPAN, Sensor Network Platforms and tools –

Sensor node hardware, Node-level software platforms, Node-level simulators.

Total Hours: 45 References:

1. Holger Karl, Andreas willig, “Protocol and Architecture for Wireless Sensor Networks”, John wiley publication, 2006.

2. Feng Zhao, Leonidas Guibas, “Wireless Sensor Networks: an information processing approach”, Elsivier publication, 2012.

3. C.S.Raghavendra Krishna, M.Sivalingam and Taribznati, “Wireless Sensor Networks”, Springer publication, 2010.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III

MT124303 ADVANCED DATABASE TECHNOLOGY

Objective(s): To understand methodologies to conceptualize and design database systems, to identify the key issues and applications in developing database systems, and to equip students with a practical and theoretical knowledge of database systems and technologies. UNIT – I DATABASE SYSTEM DESIGN 09 Hrs File and Storage Structures – Algorithms for Query Processing and Optimization – Physical

Database Design and Tuning – Transaction Processing Concepts – Concurrency Control

Techniques – Database Recovery Techniques – Security and Integrity.

UNIT – II DISTRIBUTED DATABASES 09 Hrs Centralized versus Distributed Databases – Distributed Database Concepts – Advantages of

Distributed Databases – Additional Functions of Distributed Databases – Fragmentation and

Replication Techniques – Types of Distributed Databases – Distributed Database Architecture –

Concurrency Control and Recovery Techniques in Distributed Databases – Client/Server

Architecture – Parallel Databases.

UNIT – III OBJECT ORIENTED AND RELATIONAL DATABASES 09 Hrs Introduction to Object Oriented Concepts – Overview of the Object Model of Object Data

Management Group – Object Definition Language – Object Query Language – Object Database

Conceptual Design – Nested Relational Model – Functional Dependencies and Normalization

for Relational Databases – Relational Database Design Algorithms.

UNIT – IV ADVANCED APPLICATIONS 09 Hrs Enhanced Data Models – Web Databases – Design of Temporal Databases – Incorporating

Time in Relational Databases – Incorporating Time in Object Oriented Databases – Temporal

Querying Constructs – Time Series Data – Spatial Databases – Overview of Data Mining

Techniques.

UNIT – V CURRENT ISSUES IN DATABASES 09 Hrs Active Database Concepts – Introduction to Deductive Databases – Clausal Form and Horn

Clauses – Interpretations of Rules – Use of Relational Operations – Multimedia Databases –

The Nature of Multimedia Data and Applications – Text Database – Web Databases –

Geographic Information Systems(GIS), Mobile Database.

Total Hours: 45 References:

1. Henry F Korth, Abraham Silberschatz, S. Sudharshan, “Database System Concepts”, 8th

Edition, Mcgraw Hill, 2011.

2. R. Elmasri, S.B. Navathe, “Fundamentals of Database Systems”, Pearson Education, 5th Edition,

2011. 3. Raghu Ramakrishnan, Johannes Gehrke, “Database Management Systems”, Mcgraw Hill, Third

Edition 2012. 4. C.S.R Prabhu, “Object-Oriented Database Systems”, Prentice Hall Of India, 2011.

5. N.Tamer Ozsu, Patrick Valduriez, “Principles of Distributed Database Systems”, 3rd

Edition springer, 2011.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III

CS124304 PERFORMANCE EVALUATION OF COMPUTER SYSTEMS (Common to CS & MT)

Objective(s): To understand the fundamental concepts of computer system performance evaluation gives introduction about mathematical modeling techniques, discrete event simulation modeling, experiment design, workload characterization, measurement of performance metrics and presentation of results. UNIT – I FUNDAMENTALS 09 Hrs Need for performance evaluation – Role of performance evaluation – performance evaluation

Methods – Performance Metrics and Evaluation Criteria – CPU and I/O Architectures –

Distributed and Network Architectures– Secondary Storage – Topologies – Computer

Architecture - Fundamental Concepts and Performance Measures.

UNIT – II PROBABILITY AND STOCHASTIC PROCESSES 09 Hrs Scheduling Algorithms – Workloads – Random Variables – Probability Distributions – Densities

– Expectation – Stochastic Processes – Poisson Process – Birth-Death Process – Markov

Process.

UNIT – III QUEUING THEORY 09 Hrs Queuing Systems – Networks of Queues - Estimating Parameters and Distributions –

Computational Methods – Simulation Process – Time Control – Systems and Modeling.

UNIT – IV PETRI NETS AND SYSTEM PERFORMANCE 09 Hrs Petri Nets – Classical Petri Nets – Timed Petri Nets – Priority-based Petri Nets – Colored Petri

Nets – Generalized Petri Nets – Tool Selection – Validation of Results – Performance Metrics –

Evaluation – Multiple Server Computer System Analysis

UNIT – V ANALYSIS 09 Hrs OS Components – System Architecture – Workloads – Design – Simulation – Analysis -

Database System Performance – Computer Networks Components – Simulation Modelling of

LAN.

Total Hours: 45 References:

1. Paul J. Fortier, Howard E. Michael, “Computer Systems Performance Evaluation and Prediction”, Elsvier Science, 2009.

2. Thomas G. Robertazzi, “Computer Networks and Systems: Queing theory and Performance Evaluation”, 3

rd Edition, Springer, 2009.

3. Nader f. Mir “Computer and Communication Networks”, Pearson Education, 2007.

4. James D. McCABE “Networks Analysis Architecture and Design”, 3rd

Edition, Morgan Kaufmann Publisher, 2008.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III

MT124305 AUDIO VIDEO BROADCASTING SYSTEM

Objective(s): To learn about basic concepts of sound, hearing aspects, stereos, audio signal processing, podcasting, blogging basics and digital video broadcasting. UNIT – I BASIC CONCEPTS OF SOUND 09 Hrs Sound Waves – Velocity of Sound Waves – Wave Length – Behavior of Sound Waves –

Reflection and Diffraction – The Inverse Square Law – Decibels and Measuring Sound

pressure.

UNIT – II MICROPHONES, LOUD SPEAKER AND BASIC STEREO 09 Hrs Transducer – Movie – Coil Microphone – Ribbon Microphone – Electro Static Microphone –

Radiating Surface – Transducer – Multiple Unit Loud Speakers – Specialized Loud Speakers –

Phases of Stereo Signals – Production of Stereo Signals.

UNIT – III MONITORING THE AUDIO SIGNAL PROCESSING 09 Hrs Processing the Audio Signals – Equalization – Compressor Limiters – Voice States – Monitoring

the Audio Signal – Dynamic Range of Audio Signals – Zero Level – Volume Unit Meter (VU) –

The Peak Programmer Meter (PPM) – Stereo PPMs.

UNIT – IV PODCASTING AND BLOGGING BASICS 09 Hrs Anatomy of the Blog – History of the Blogs – Rich Media Blogging – Main Stream Media Uses –

Corporate – Tuning in to Multimedia Blogs – Aggregators – Local Clients –Mobile Clients.

UNIT – V DIGITAL VIDEO BROADCASTING 09 Hrs Basics of Data Broadcasting – Data Piping – Data Streaming – Asynchronous Data Streaming –

synchronous Data Streaming – synchronized Data Streaming – Data/Object carousel –

Multiprotocol Encapsulation – IP over DVB – System Software Update.

Total Hours: 45 References:

1. Michel Talbot – smith, “Broadcast Sound Technologies”, Focas publishers, 2nd Edition 2005. 2. U. Reimers, “DVB: The Family of International Standards for Digital Video Broadcasting (Signals

and Communication Technology)”, Springer, 2012. 3. Linol Felix and Damien Stolare, “Handson Guide to Video Blogging and Podcasting”, Focas

Publishers, 2006.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III

MT124306 LANGUAGE TECHNOLOGIES

Objective(s): To learn about the fundamentals Natural of Language Processing. To gain knowledge about the syntactic and semantic analysis, language generation, information retrieval, applications and Lexical Resources. UNIT – I FUNDAMENTALS 09 Hrs Natural Language Processing(NLP) – Origins of NLP, Language and Knowledge – The

Challenges of NLP – Language and Grammar – Processing Indian Languages – NLP

Applications – Some Successful Early NLP Systems – Information Retrieval, Language

Modeling: Introduction – Various Grammar based Language Models – Statistical Language

Model – Word Level Analysis: Introduction – Regular Expression – Finite-State Automata –

Morphological Parsing – Spelling Error Detection and Correction – Words and Word Classes –

Part-of-Speech Tagging

UNIT – II SYNTACTIC AND SEMANTIC ANALYSIS 09 Hrs Syntactic Analysis: Introduction – Context – Free Grammar – Parsing – Probabilistic Parsing –

Indian Languages , Semantic Analysis: Introduction – Meaning representation – Lexical

Semantics – Ambiguity – Word Sense Disambiguation

UNIT – III DISCOURSE PROCESSING AND NATURAL LANGUAGE GENERATION 09 Hrs Discourse Processing: Introduction – Cohesion – Reference Resolution – Discourse Coherence

and Structure – Natural Language Generation: Introduction – Architectures of NLG Systems –

Generation Tasks and Representations, Applications of NLG: Machine Translations –

Introduction – Problems in Machine Translation – Characteristics of Indian Languages –

Machine Translation Approaches – Direct Machine Translation – Rule-based Machine

Translation – Corpus-based Machine Translation – Semantic or Knowledge-based MT Systems

Translation Involving Indian Languages

UNIT – IV INFORMATION RETRIEVAL 09 Hrs Information Retrieval: Design Features of Information Retrieval System – Information Retrieval

Models – Classical Information Retrieval Models – Non-Classical Models of IR – Alternative

Models of IR – Evaluation of IR System – Natural Language Processing in IR – Relation

Matching – Knowledge based Approaches – Conceptual Graphs in IR – Cross-lingual

Information Retrieval

UNIT – V APPLICATIONS AND LEXICAL RESOURCES 09 Hrs Applications: Introduction – Information Extraction – Automatic Text Summarization – Question

Answering System. Lexical Resources: Introduction – WordNet – FrameNet Stemmers – Part -

of- Speech Tagger – Research Corpora – Journals and Conferences in the Area

Total Hours: 45

References: 1. Tanveer Siddiqui, U.S.Tiwary, “Natural Language Processing and Information Retrieval”, Oxford

University Press, (Oxford Higher Education), 2008. 2. Daniel Jurafsky and James H. Martin, "Speech and Language Processing", Pearson Education

2008. 3. Miechael W. Berry, "Survey of Text Mining: Clustering, Classification and Retrieval Systems",

Springer Verlag, 2011.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III

MT124307 MANAGING TECHNOLOGICAL INNOVATION AND PRODUCT DEVELOPMENT

Objective(s): To gain knowledge about innovation in research, new product development, technology strategy and innovative practice. UNIT – I FUNDAMENTALS 09 Hrs The Process of Technological Innovation – Innovation and Economy – Measuring the Economic

Impact of Technological Innovation in an Economy – Innovation and National Systems –

Performance of National Innovation Systems.

UNIT – II INNOVATION RESEARCH 09 Hrs Logic of Research for Innovation – Innovation and Corporate Research and Development –

Innovation and Markets.

UNIT – III PRODUCT DEVELOPMENT 09 Hrs Innovation and Product Development – Market Pull / Technology – Push Innovation –

Innovation and Strategy – Product Quality.

UNIT – IV TECHNOLOGY STRATEGY 09 Hrs Integrating Technology and Business Strategy – Inventing Technology – Technology Systems –

Product Systems – Service Systems – Biotechnology Systems – Ethics and Technology.

UNIT – V INNOVATIVE PRACTICE 09 Hrs Manage Innovation Process – Product Development – High-tech Marketing – Service Innovation

– Biotechnology Innovation.

Total Hours: 45

References: 1. Frederick Betz, “Managing Technological Innovation – Competitive Advantage from Change”, 3

rd

Edition, John Wiley and Sons, 2011. 2. Kenneth B. Kahn, “Product Planning Essentials”, 2

nd Edition, M.E. Sharpe Publishers, 2011.

3. Mark Dodgson, David Gann, Anmon Salter, “The Management of Technological Innovation”, Oxford University Press, 2008.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III

MT124308 WEB DESIGN AND MANAGEMENT

Objective(s): To gain knowledge about web page designing using HTML pages with the help of

frames, scripting languages and evolving technology like DHTML. To understand

webpage site planning, management and maintenance of websites.

UNIT – I SITE ORGANIZATION AND NAVIGATION 09 Hrs User centered design: Usability, GUI conventions, Web conventions, Accessibility, Building a

usable site – Web medium Web design process – Evaluating web sites – Site types and

architecture – Site organization and Navigation.

UNIT – II ELEMENTS OF PAGE DESIGN 09 Hrs Pages and Layout – Templates – Text – Color: Color basics, Web color basics, Web color,

Browser safe color, Trouble color reproduction issues, using color – Images: Image formats,

HTML and Images, Images and CSS, Image usage – GUI widgets and forms.

UNIT – III SCRIPTING LANGUAGES 09 Hrs Client side scripting language: XHTML, DHTML, Java script, XML – Server side scripting: PHP,

ASP/JSP, ASP.Net, designing a simple web application.

UNIT – IV PRE–PRODUCTION MANAGEMENT 09 Hrs Principles of project management – Web project method – Project road map – Project

clarification – Solution definition – Project specification – Content: Content formats, Content

delivery, Asset tracking and Management, Managing copy rights.

UNIT – V DESIGN AND CONSTRUCTION 09 Hrs Forward planning – Setting up the server Meeting – Briefing your team – Working environment –

Management and reporting structures. Team management – Work in progress – Sign off –

Change control. Documentation – Prototyping.

Total Hours: 45 References:

1. Thomas A. Powell, “The Complete Reference– Web Design”, Tata McGraw Hill, Second Edition, 2009.

2. H. M. Deitel, P. J. Deitel, “Internet and World Wide Web–How to Program”, Fourth Edition, Pearson Education, 2011.

3. Ashley Friedlein, “Web Project Management”, Morgan Kaufmann Publishers, 2009. 4. Joel Sklar, “Principles of Web Design”, Thomson Learning, 2007.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III

CS124309 BIO INFORMATICS (Common to CS, IT & MT)

Objective(s): To learn relationship of molecular biology and bio informatics. To understand methods of generating 2D and 3D renderings techniques. To identify the key issues and applications in bioinformatics UNIT – I INTRODUCTORY CONCEPTS 09 Hrs The Central Dogma – The Killer Application – Parallel Universes – Watson’s Definition – Top

Down Versus Bottom up – Information Flow – Convergence – Databases – Data Management

– Data Life Cycle – Database Technology – Interfaces – Implementation – Networks –

Geographical Scope – Communication Models – Transmissions Technology – Protocols –

Bandwidth – Topology – Hardware – Contents – Security – Ownership – Implementation –

Management.

UNIT – II SEARCH ENGINES AND DATA VISUALIZATION 09 Hrs The search process – Search Engine Technology – Searching and Information Theory –

Computational methods – Search Engines and Knowledge Management – Data Visualization –

sequence visualization – structure visualization – user Interface – Animation Versus simulation

– General Purpose Technologies.

UNIT – III STATISTICS AND DATA 09 Hrs Statistical concepts – Microarrays – Imperfect Data – Randomness – Variability – Approximation

– Interface Noise – Assumptions – Sampling and Distributions – Hypothesis Testing –

Quantifying Randomness – Data Analysis – Tool selection statistics of Alignment – Clustering

and Classification – Data Mining – Methods – Selection and Sampling – Preprocessing and

Cleaning – Transformation and Reduction – Data Mining Methods – Evaluation – Visualization –

Designing new queries – Pattern Recognition and Discovery – Machine Learning – Text Mining

– Tools.

UNIT – IV PATTERN MATCHING 09 Hrs Pairwise sequence alignment – Local versus global alignment – Multiple sequence alignment –

Computational methods – Dot Matrix analysis – Substitution matrices – Dynamic Programming

– Word methods – Bayesian methods – Multiple sequence alignment – Dynamic Programming

– Progressive strategies – Iterative strategies – Tools – Nucleotide Pattern Matching –

Polypeptide pattern matching – Utilities – Sequence Databases.

UNIT – V MODELING AND SIMULATION 09 Hrs Drug Discovery – components – process – Perspectives – Numeric considerations – Algorithms

– Hardware – Issues – Protein structure – AbInitio Methods – Heuristic methods – Systems

Biology – Tools – Collaboration and Communications – standards - Issues – Security –

Intellectual property.

Total Hours: 45 References:

1. Bryan Bergeron, “Bio Informatics Computing”, 2nd

Edition, Pearson Education, 2007. 2. T.K.Attwood and D.J. Perry Smith, “Introduction to Bio Informatics”, Pearson Education, 2006.

3. Arthur Lesk, “Introduction to Bio Informatics”, Oxford, 2008

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III

CS124310 DATA WAREHOUSING AND DATA MINING (Common to CS, IT & MT)

Objective(s): To conceptualize the architecture of a Data Warehouse and the need for pre-

processing. To utilize various levels and types of summarization of data to support

management decision making. To enable students to understand and implement

classical algorithms in data mining

UNIT – I DATA WAREHOUSING 09 Hrs Introduction to Data Warehousing – Data warehousing Components – Datawarehouse

Architecture – Data Warehouse Schemas – Online Analytical Processing (OLAP) – OLAP and

Multidimensional Data Analysis – Data Warehousing to Data Mining

UNIT – II DATA PRE-PROCESSING & ASSOCIATION RULE MINING 09 Hrs Data Mining – Data Mining Functionalities – Data Preprocessing – Data Cleaning – Data

Integration and Transformation – Data Reduction – Data Discretization and Concept Hierarchy

Generation – Association Rule Mining – Efficient and Scalable Frequent Item Set Mining

Methods – Mining Various Kinds of Association Rules – Association Mining to Correlation

Analysis – Constraint- Based Association Mining.

UNIT – III CLASSIFICATION AND PREDICTIVE MODELING 09 Hrs Classification and Prediction – Issues Regarding Classification and Prediction – Classification

by Decision Tree Introduction – Bayesian Classification – Rule Based Classification –

Classification by Back propagation – Support Vector Machines – Associative Classification –

Lazy Learners – Other Classification Methods – Prediction – Accuracy and Error Measures –

Evaluating the Accuracy of a Classifier or Predictor – Ensemble Methods – Model Section.

UNIT – IV CLUSTERING TECHNIQUES 09 Hrs Cluster Analysis – Types of Data in Cluster Analysis – A Categorization of Major Clustering

Methods – Partitioning Methods – Hierarchical methods – Density-Based Methods – Grid-Based

Methods – Model-Based Clustering Methods – Clustering High-Dimensional Data – Constraint-

Based Cluster Analysis – Outlier Analysis.

UNIT – V RECENT TRENDS, TOOLS AND APPLICATIONS 09 Hrs Mining Object, Spatial, Multimedia, Text and Web Data: Multidimensional Analysis and

Descriptive Mining of Complex Data Objects – Spatial Data Mining – Multimedia Data Mining –

Text Mining – Mining the World Wide Web- Data mining tools- DB Miner-WEKA.

Total Hours: 45

References:

1. Jiawei Han and Micheline Kamber “Data Mining Concepts and Techniques” 3rd

Edition, Elsevier,

Reprinted 2011. 2. Alex Berson and Stephen J. Smith “Data Warehousing, Data Mining & OLAP”, Tata McGraw –

Hill Edition, 13th Reprint 2010.

3. K.P. Soman, Shyam Diwakar and V. Ajay “Insight into Data Mining Theory and Practice”, Easter

Economy Edition, Prentice Hall of India, 2006.

4. G. K. Gupta “Introduction to Data Mining with Case Studies”, Easter Economy Edition, Prentice

Hall of India, 2009.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III

MT124311 MULTIMEDIA COMPRESSION TECHNIQUES

Objective(s): To gain knowledge about web page designing using HTML pages with the help of frames, scripting languages and evolving technology like DHTML. To understand webpage site planning, management and maintenance of websites. UNIT – I BASICS MULTIMEDIA COMPRESSION TECHNIQUES 09 Hrs Special features of Multimedia – Graphics and Image Data Representations – Fundamental

Concepts in Text, Images, Graphics, Video and Digital Audio – Storage requirements for

multimedia applications -Need for Compression – Lossy & Lossless compression techniques –

Overview of source coding, Information theory & source models- Kraft McMillan Inequality –

scalar quantization-Uniform and non-uniform quantization - vector quantization –LBZ algorithm

– Evaluation techniques

UNIT – II TEXT COMPRESSION 09 Hrs Compression techniques – Huffmann coding – Adaptive Huffmann Coding – Arithmetic coding –

Shannon- Fano coding – Dictionary techniques –LZ77, LZ78, LZW family algorithms.

UNIT – III AUDIO COMPRESSION 09 Hrs Audio compression techniques - μ- Law and A- Law companding. Frequency domain and

filtering – Basic sub-band coding – ADPCM-LPC-CELP -Application to speech coding – G.722 –

Application to audio coding – MPEG audio, progressive encoding for audio – Silence

compression, speech compression techniques

UNIT – IV IMAGE COMPRESSION 09 Hrs Predictive techniques – DM, PCM, DPCM: Optimal Predictors and Optimal Quantization –

Contour based compression – Transform Coding – JPEG Standard – Sub-band coding

algorithms: Design of Filter banks – Wavelet based compression: Implementation using filters –

EZW, SPIHT coders – JPEG 2000 standards - JBIG, JBIG2 standards- Run length coding.

UNIT – V VIDEO COMPRESSION 09 Hrs Video compression techniques and standards – MPEG Video Coding I: MPEG – 1 and 2 –

MPEG Video Coding II: MPEG – 4 and 7 – Motion estimation and compensation techniques –

H.261 Standard – DVI technology – DVI real time compression – Packet Video.

Total Hours: 45 References:

1. Khalid Sayood : “Introduction to Data Compression”, Morgan Kauffman Harcourt India, 4th Edition, 2012.

2. David Salomon : “Data Compression – The Complete Reference”, Springer Verlag New York Inc., 4th Edition, 2007.

3. Yun Q.Shi, Huifang Sun : “Image and Video Compression for Multimedia Engineering -Fundamentals, Algorithms & Standards, CRC press, 2008.

4. Peter Symes : “ Digital Video Compression”, McGraw Hill Pub., 2006.

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K.S.R. COLLEGE OF ENGINEERING (Autonomous)

SEMESTER – III

MT124312 PATTERN RECOGNITION

Objective(s): To study different components of artificial intelligence and basic problem solving methods, to learn the different techniques of pattern recognition and training, To learn various rules available in decision making and Study the different approaches of pattern classification and application in clinical diagnosis. UNIT – I BASICS OF PATTERN RECOGNITION 09 Hrs Definition of AI, Intelligent agents, perception and language processing, problem solving,

searching, heuristic searching, game playing, logics, logical reasoning.

UNIT – II BASIC PROBLEMS SOLVING METHODS 09 Hrs Forward Vs background, knowledge representation, frame problems, heuristic functions,

weak methods of matching.

UNIT – III PRINCIPLES OF PATTERN RECOGNITION 09 Hrs Patterns and features, training and learning in pattern recognition approach, different

types of pattern recognition.

UNIT – IV DECISION MAKING 09 Hrs Baye’s theorem, multiple features, decision boundaries, estimation of error rates,

histogram, kernels, window estimaters, nearest neighbour classification, maximum

distance pattern clssifiers, adaptive decision boundaries.

UNIT – V CLUSTER ANALYSIS AND FEATURE EXTRACTION 09 Hrs Unsupervised learning, heirarchial clustering, graph theories approach to pattern

clustering, fuzzy pattern classifiers, application of pattern recognition in medicine.–

Total Hours: 45 References:

1. Robert J. Schalkoff, “Pattern Recognition: Statistical, Structural and Neural Approaches,” John

Wiley & Sons, 2007

2. Robert J. Schalkoff, “Artificial Neural Networks,” Tata McGraw-Hill, 2011

3. Stuart Jonathan Russell, Peter Norvig, “Artificial Intelligence,” Pearson, 2011

4. Dan W. Patterson, “Introduction to Artificial Intelligence and Expert Systems,”

Prentice Hall of India, Delhi, Edition-2012.

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