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Computer Science Computer Science Research in MexicoResearch in MexicoComputer Science Computer Science Research in MexicoResearch in Mexico
July 2006July 2006
David Garza-SalazarDavid [email protected]@itesm.mxDivision of Electronic and Information TechnologiesDivision of Electronic and Information TechnologiesTec de Monterrey, Campus MonterreyTec de Monterrey, Campus Monterrey
2
ContentsContents
Science and Technology in MexicoScience and Technology in Mexico
Computer Science Research in MexicoComputer Science Research in Mexico
Tec de MonterreyTec de Monterrey
Research and Innovation in Electronic and Research and Innovation in Electronic and Information Technologies at Tec de MonterreyInformation Technologies at Tec de Monterrey
3
Economic ActivityEconomic Activity
Mexico’s competitiveness is no longer in labor-Mexico’s competitiveness is no longer in labor-intensive jobs intensive jobs
There is a movement towards brain-intensive-jobsThere is a movement towards brain-intensive-jobs
From “maquila” to design and innovationFrom “maquila” to design and innovation
4
Publications by mexican Publications by mexican scientistsscientists1996 - 20041996 - 2004
3,2823,587
4,0574,531 4,633
4,999 5,2135,783 6,041
0
1,000
2,000
3,000
4,000
5,000
6,000
7,000
1996 1997 1998 1999 2000 2001 2002 2003 2004
To
tal a
rtic
les
5
Ph.D degrees grantedPh.D degrees granted
519734
893714
9111035 1085
14461683
1940
2248
0
500
1000
1500
2000
2500
1995 1996 1997 1998 1999 2000 2001 2002 2003 2004 2005
Ph
. D d
eg
ree
s
6
Earned doctoral degrees by field per million Earned doctoral degrees by field per million of inhabitants 1995 - 2004of inhabitants 1995 - 2004
4.45.5
7.58.7 8.5
11 10.6
12.2
13.9
16.3
0
2
4
6
8
10
12
14
16
18
1995 1996 1997 1998 1999 2000 2001 2002 2003 2004
Gra
du
ate
d p
er
mil
lio
n i
nh
ab
ita
nts
7
Members of the National System Members of the National System of Researchers –S N I - (1995- of Researchers –S N I - (1995- 2004)2004)
5,868 5,969 6,278 6,742 7,252 7,4668,018
9,20010,189
10,855
0
2,000
4,000
6,000
8,000
10,000
12,000
1995 1996 1997 1998 1999 2000 2001 2002 2003 2004
Num
ber
9
Budget administered by Conacyt Budget administered by Conacyt 1995 – 20041995 – 2004
387345
374397
366 352381
471 487454
0
100
200
300
400
500
600
1995 1996 1997 1998 1999 2000 2001 2002 2003 2004
Mill
ion
s o
f d
olla
rs
10
Telephony users in Mexico (per 1000 hab.)
0
50
100
150
200
250
300
350
2000 2001 2002 2003
Fixed
Mobile
Internet and Telephony users in Internet and Telephony users in MexicoMexico
Fuente: INEGI
Fuente: INEGI y AMIPCI
Internet Users in México (per 1000 hab.)
0
20
40
60
80
100
120
140
160
180
2000 2001 2002 2003 2004 2005
11
ResearchResearch
CONACYT’s (National Council of Science and CONACYT’s (National Council of Science and Technology in Mexico) Special Program in Technology in Mexico) Special Program in Science and Technology identified 5 priority Science and Technology identified 5 priority areas for the development of Mexico: areas for the development of Mexico: Information and Communication TechnologiesInformation and Communication Technologies BiotechnologyBiotechnology MaterialsMaterials Manufacturing design and processesManufacturing design and processes Urban and rural infrastructureUrban and rural infrastructure
12
IT Education and Curricula in IT Education and Curricula in MexicoMexico More than 250 different More than 250 different
schools offer majors in schools offer majors in computer science and computer science and related fieldsrelated fields
Over 80 schools offer Over 80 schools offer graduate programsgraduate programs
An estimated 400 Ph.D. An estimated 400 Ph.D. faculty/resarchersfaculty/resarchersin Mexicoin Mexico
YearYear Undergraduate Undergraduate student enrollmentstudent enrollment
19911991 68,85168,85119961996 112,263112,26320012001 168,706168,706
20032003 196,088196,088
13
Research in Computer Research in Computer ScienceScience
Public universities and centersPublic universities and centers
UNAM UNAM IIMASIIMAS
IPN IPN CINVESTAVCINVESTAV CICCIC
CICESECICESE CIMATCIMAT CINVESTAV CINVESTAV INAOEINAOE UAMUAM
Private universitiesPrivate universities
Tec de MonterreyTec de Monterrey Universidad de las AmericasUniversidad de las Americas LANIALANIA ITAMITAM
14
Research in Computer Research in Computer ScienceScience AI Mexican Society – 1986AI Mexican Society – 1986
MICAI 2006, Nov. 13-17MICAI 2006, Nov. 13-17
Computer Science Mexican Society – 1993Computer Science Mexican Society – 1993
ENC 2006ENC 2006San Luis Potosi, Sept. 18-22San Luis Potosi, Sept. 18-22
15
Main CS research areas in Main CS research areas in MexicoMexico Artificial IntelligenceArtificial Intelligence
RoboticsRobotics
Distributed and Parallel SystemsDistributed and Parallel Systems
Software EngineeringSoftware Engineering
Graphics, Digital Image ProcessingGraphics, Digital Image Processing
16
CUDI: Internet-2 CUDI: Internet-2
Academic & R&D Institutions:Academic & R&D Institutions: 9898Students:Students:
1’400,0001’400,000Teachers:Teachers:
100,000100,000Networked computers:Networked computers: 150,000150,000
Data from: Development of Internet-2 in Mexico presentation by Carlos Casasus Data from: Development of Internet-2 in Mexico presentation by Carlos Casasus
CENICCENIC
Red CLARARed CLARA
CancúnCancún
TijuanaTijuanaCd. JuárezCd. Juárez
MéxicoMéxico
GuadalajaraGuadalajara
MonterreyMonterrey
Abilene (Internet2)Abilene (Internet2)
45 MB45 MB155 MB155 MB1MB1MB
18
Tec de Monterrey todayTec de Monterrey today
8,1788,178 facultyfaculty
88,28788,287 studentsstudents
38% with scholarships 38% with scholarships
or loans or loans
33 campuses33 campuses
Virtual UniversityVirtual UniversityTecMilenioTecMilenio
870870 facultyfaculty12,52412,524 studentsstudents
5,8045,804 Graduate studentsGraduate students 30,85930,859 Corporate continuing Corporate continuing educationeducation59,51259,512 Social programsSocial programs
22 campuses22 campuses
Slide from office of the Tec de Monterrey President for Innovation and DevelopmentSlide from office of the Tec de Monterrey President for Innovation and Development
1.1. Graduate Graduate
5,8045,804
2.2. Corporate continuing Corporate continuing educationeducation
30,85930,859
3.3. Social programsSocial programs
59,51259,512 Teacher training coursesTeacher training courses Public officialsPublic officials Journalists and NGO´sJournalists and NGO´s Community Learning CenterCommunity Learning Center
TexasTexas FloridaFlorida South South
CarolinaCarolina ArizonaArizona
MexicoMexico GuatemalaGuatemala El SalvadorEl Salvador NicaraguaNicaragua Costa RicaCosta Rica PanamaPanama HondurasHonduras
ColombiaColombia VenezuelaVenezuela PeruPeru EcuadorEcuador ChileChile BoliviaBolivia
ProgramsPrograms
Virtual Virtual UniversityUniversity
20042004StudentsStudents
Slide from office of the Tec de Monterrey President for Innovation and DevelopmentSlide from office of the Tec de Monterrey President for Innovation and Development
20
Mexico’s main challenges Mexico’s main challenges which Tec de Monterrey which Tec de Monterrey might help to meetmight help to meet
Competitiveness based on the Competitiveness based on the knowledge economyknowledge economy
Job creationJob creation Strengthening of public administration Strengthening of public administration
and public policyand public policy Reduction of the educational gapReduction of the educational gap
Slide from office of the Tec de Monterrey President for Innovation and Development
21
Competitiveness based Competitiveness based on the knowledge economyon the knowledge economy
Areas:Areas:1.1. BiotechnologyBiotechnology2.2. Health sciencesHealth sciences3.3. MechatronicsMechatronics4.4. Telecommunications and Information Telecommunications and Information
TechnologiesTechnologies5.5. Development of innovative, technology Development of innovative, technology
based education systemsbased education systems
Slide from office of the Tec de Monterrey President for Innovation and Development
22
Tec de MonterreyTec de Monterrey
1,188 faculty members hold Ph.D. degrees1,188 faculty members hold Ph.D. degrees
234 faculty members belong to the National 234 faculty members belong to the National System of ResearchersSystem of Researchers
24 M USD annual research expenditure24 M USD annual research expenditure
Data from office of the Tec de Monterrey Vicepresident for Research and Development
23
Graduate Students- Tec de Graduate Students- Tec de MonterreyMonterrey
Data from office of the Tec de Monterrey Vicepresident for Research and Development
24
Evolution of research and Evolution of research and technology transfer at Tec de technology transfer at Tec de Monterrey Monterrey
CampusCampusMulti-Multi-
CampusCampusResearch Research CentersCenters
Research Research
ChairsChairs
Technology Technology Transfer Transfer CentersCenters
80’s80’s 20022002 20062006
OutreachOutreach
Outreach & Outreach & graduate graduate programsprograms
Outreach & Outreach & graduate graduate
programs & programs & individual individual researchresearch
Outreach & Outreach & graduate graduate
programs & programs & collaborative collaborative
researchresearch
Outreach & Outreach & graduate graduate
programs & programs & collaborative collaborative research & research & knowledge knowledge
and and technology technology
transfertransfer
Data from office of the Tec de Monterrey Vicepresident for Research and Development (adapted)Data from office of the Tec de Monterrey Vicepresident for Research and Development (adapted)
25
Technology Park Technology Park (EDO. N.L., UANL, ITESM, CONACYT)(EDO. N.L., UANL, ITESM, CONACYT)
Slide from office of the Tec de Monterrey President for Innovation and Development
26
Software Development Park Software Development Park Tec Milenio Las TorresTec Milenio Las Torres
University Campus
Call CenterMerkafon
Commercial areaand Softwarecompanies incubator(in process)
Residential zone, two towers of 16 floors (in process)
Reserved areafor newSoftware companies(future)
Present Future
Center for Incubation and Certification of Software Companies (future)
Slide from office of the Tec de Monterrey President for Innovation and Development
27
Center for Innovation and Center for Innovation and Technology TransferTechnology Transfer
13 High-Tec companies13 High-Tec companiesin operationin operation Seeking seed andSeeking seed and
investment fundsinvestment funds Developing projects with Tec de Developing projects with Tec de
Monterrey Research CentersMonterrey Research Centers Commercializing innovative Commercializing innovative
products and servicesproducts and services
Data from office of the Tec de Monterrey Vicepresident for Research and Development
28
Resident CompaniesResident Companies
Technology Showroom CompaniesTechnology Showroom Companies: Technology-based : Technology-based companies from research centers and the incubator’s companies from research centers and the incubator’s networknetwork
MechatroniMechatronicscs
ITC ITC SoftwareSoftware
Resource Resource SustainabiliSustainabili
tyty
IndustriIndustrial al
DesignDesign
Data from office of the Tec de Monterrey Vicepresident for Research and DevelopmentData from office of the Tec de Monterrey Vicepresident for Research and Development
29
CommuniCommunity ty
Learning Learning Centers Centers
Slide from office of the Tec de Monterrey President for Innovation and Development
30
In Mexico:In Mexico: 1,2581,258
Houston, TxHouston, Tx
Dr. Arroyo, N. L. Dr. Arroyo, N. L. Dr. Arroyo, N. L. Dr. Arroyo, N. L.
In USAIn USA: : 130130
In the initial opening stageIn the initial opening stage
In Honduras: In Honduras: 7070
In Ecuador: In Ecuador: 11
Remote Remote and and dispersed dispersed communitiescommunities
High-speedHigh-speed Internet Internet Monterrey Tech Monterrey Tech
students students as tutorsas tutors
1,4591,459 Community Learning Community Learning CentersCenters
59,347 59,347 enrolled enrolled students (2005)students (2005)
Slide from office of the Tec de Monterrey President for Innovation and DevelopmentSlide from office of the Tec de Monterrey President for Innovation and Development
31
Electronic and Electronic and Information Information
Technologies at Technologies at Tec de MonterreyTec de Monterrey
Electronic and Electronic and Information Information
Technologies at Technologies at Tec de MonterreyTec de Monterrey
32
MilestonesMilestones
1970 20001980 1990 2006
CS undergraduate degree
Use of computers in engineeringprograms
Internet
Virtual Education
Educational Model
Nortel Research Chair
The Profession
Research Chairs
1963
Interactive systems
Minicomputers
PC and networks
Research Centers
33
Electronics and Information Electronics and Information TechnologiesTechnologies
120 faculty members hold Ph.D. degrees120 faculty members hold Ph.D. degrees
Annual research expenditure ~2.4 M USDAnnual research expenditure ~2.4 M USD
7 research centers7 research centers
34
Mexicans Join High Tech Mexicans Join High Tech JobsJobs
““A rapidly growing contingent of Mexican A rapidly growing contingent of Mexican immigrants is immigrants is writing software at writing software at MicrosoftMicrosoft, opening a new chapter in the , opening a new chapter in the story of Hispanic immigration to the story of Hispanic immigration to the Northwest”Northwest”
““These tech professionals, who have These tech professionals, who have come to the Puget Sound region from top-come to the Puget Sound region from top-ranked Mexican institutes, ranked Mexican institutes, are are increasinglyincreasingly making their mark on the making their mark on the Redmond software giantRedmond software giant..””
“… “… almost all Mexican recruits currently almost all Mexican recruits currently come from the come from the Monterrey Institute of Monterrey Institute of TechnologyTechnology…”…”
April 7, 2006
http://www.bizjournals.com/seattle/stories/2006/04/10/story2.html?page=1
35
Educating human capital in Educating human capital in electronic and information electronic and information technologiestechnologiesUndergraduate programs Undergraduate programs at Monterrey Techat Monterrey Tech
degrees degrees grantedgranted
95-0595-05
Current Current enrollmentenrollment
Estimated Estimated graduatesgraduates
05-1505-15
Electronic Technologies EngineeringElectronic Technologies Engineering 2,6532,653 1,0781,078 3,2343,234
Computer Technologies EngineeringComputer Technologies Engineering 4,5464,546 2,4972,497 7,4917,491
Management of Information Management of Information TechnologiesTechnologies 2,1222,122 690690 2,0702,070
Information and Communication Information and Communication Technologies EngineeringTechnologies Engineering 3,0173,017 1,1001,100 3,3003,300
28,433 in 20 years28,433 in 20 years 12,33812,338 5,3655,365 16,09516,095
Slide from office of the Tec de Monterrey President for Innovation and Development (adapted)
36
Graduate programsGraduate programsat Monterrey Techat Monterrey Tech
Degrees Degrees grantedgranted
95-0595-05
Current Current enrollmentenrollment
Estimated Estimated graduates graduates
05-1505-15
M. Computer Science related fields.M. Computer Science related fields. 710710 213213 779779
M. Electronic CommerceM. Electronic Commerce 400400 186186 560560
M. Sc. Electronic EngineeringM. Sc. Electronic Engineering 306306 6969 428428
M. Management of Information M. Management of Information TechnologiesTechnologies 1,5941,594 681681 2,2322,232
M. Telecommunications ManagementM. Telecommunications Management 310310 7272 434434
Ph.D. Computer Science RelatedPh.D. Computer Science Related 6666 4444 100100
8,114 in 20 years8,114 in 20 years 3,3663,366 1,2651,265 4,7484,748
Slide from office of the Tec de Monterrey President for Innovation and Development (adapted)Slide from office of the Tec de Monterrey President for Innovation and Development (adapted)
37
International standardsInternational standards
Accreditations Accreditations ABETABET SACS SACS
Curricula compliant with Curricula compliant with international society’s international society’s recommendationsrecommendations
ACMACM IEEE- Computer Society IEEE- Computer Society AISAIS
39
Research Initiative
4 researchers(Ph.D.)
3 Ph.D. students
4 Master students
4 undergraduate students
INFRASTRUCTUREINFRASTRUCTURE
Research chair modelResearch chair model
40
+ Generation of Knowledge+ Generation of KnowledgeHuman ResourcesHuman Resources
IndustryIndustry
GovernmentGovernment
UniversityUniversity
+ Science and Technology+ Science and TechnologyPolicies and directions Policies and directions
IncentivesIncentives ResourcesResources
AlliancesAlliances+ Competitiveness+ Competitiveness
InnovationCell
Research and Developmentfocused to satisfy industry needs
Development of Human Resources
Innovation CellInnovation Cell
41
Started in August 2005Started in August 2005
Three year R&D agreement Three year R&D agreement between CEMEX and Tec de between CEMEX and Tec de MonterreyMonterrey
$300K/yr. $300K/yr. ($150K- CEMEX, ($150K- CEMEX, $150K- Tec)$150K- Tec)
Started in August 2004Started in August 2004
Three year R&D agreement Three year R&D agreement between NIC-México and Tec between NIC-México and Tec de Monterreyde Monterrey
$250K/yr NIC Mexico$250K/yr NIC Mexico
Started in January 2005Started in January 2005
Existing innovation cellsExisting innovation cells
42
Research and innovation strengthsResearch and innovation strengths
• CybersecurityCybersecurity
• BiometricsBiometrics• Secure Internet ProtocolSecure Internet Protocol
• Enterprise Computing TechnologiesEnterprise Computing Technologies
• Intelligent SystemsIntelligent Systems• Digital LibrariesDigital Libraries
• Pervasive TechnologiesPervasive Technologies Wireless technologiesWireless technologies Microelectromechanical systems (BioMEMS)Microelectromechanical systems (BioMEMS)
• Software EngineeringSoftware Engineering
• Software Quality ImprovementSoftware Quality Improvement
43
CybersecurityCybersecurity BiometricsBiometrics
• User authentication based onUser authentication based oncorporal characteristicscorporal characteristics
• Main resultsMain results• High precision algorithms for face and speech High precision algorithms for face and speech
based recognitionbased recognition• Patent submission: Automatic speaker verification Patent submission: Automatic speaker verification
in cell phonesin cell phones• Patent submission: Secure evaluation system for Patent submission: Secure evaluation system for
distance learning environmentsdistance learning environments
44
CybersecurityCybersecurity
Secure Internet ProtocolsSecure Internet Protocols• Specification, design and implementation of Internet Protocols for Specification, design and implementation of Internet Protocols for
routing in mobile environments, Domain Name Services (DNSSec), routing in mobile environments, Domain Name Services (DNSSec), Cross Registry (CRISP) and Host Identity (HIP).Cross Registry (CRISP) and Host Identity (HIP).
• Main resultsMain results
Specification finished for all protocols, currently working Specification finished for all protocols, currently working on the design and implementationon the design and implementation
Starting collaboration with Internet Engineering Task Starting collaboration with Internet Engineering Task Force for worldwide adoptionForce for worldwide adoption
Project Sponsored by NIC-MexicoProject Sponsored by NIC-Mexico
45
Nature inspired optimization techniques and intelligentNature inspired optimization techniques and intelligentsoftware agentssoftware agents
Examples of applications to industry problemsExamples of applications to industry problems
ATM cash estimation – BancomerATM cash estimation – Bancomer TV Rating prediction – TV AztecaTV Rating prediction – TV Azteca Production Planning – HylsaProduction Planning – Hylsa
Intelligent SystemsIntelligent Systems
46
User controllerUser controller (guest): (guest): Task definition, Task definition, planning and planning and monitoringmonitoring
RF
Vehicle controllerVehicle controller (host): (host):Autonomous task executionAutonomous task execution
Evolution in Evolution in open spaceopen space
Trajectory and Trajectory and task planning task planning
Visual tracking Visual tracking of the trajectoryof the trajectory
Visual tracking Visual tracking of multiples of multiples objects: the AV objects: the AV and the mobile and the mobile obstaclesobstacles
Autonomous VehiclesAutonomous Vehicles
47
Autonomous VehiclesAutonomous Vehicles General models for the automation of General models for the automation of
vehiclesvehicles
Real time Internet interaction with Real time Internet interaction with autonomous robotsautonomous robots
Main ResultsMain Results
Autonomous vehicle for the drying Autonomous vehicle for the drying process of residual mud.process of residual mud.
Vehicle equipped with different Vehicle equipped with different sensors (sonar, compass, etc) sensors (sonar, compass, etc) capable of self navigationcapable of self navigation..
Project for real application for the Project for real application for the Nuevo Leon Institute for Water Nuevo Leon Institute for Water (IANL).(IANL).
Ready to operate in real Ready to operate in real environmentenvironment
Virtual laboratories ( work with Virtual laboratories ( work with Stanford University )Stanford University )
48
Phronesis Digital Library ProjectPhronesis Digital Library Project
• A practical an efficient open sourceA practical an efficient open sourcesoftware for the creation of distributedsoftware for the creation of distributeddigital repositoriesdigital repositories
• Main resultsMain results..
Used by institutions and organizations in 7 different Used by institutions and organizations in 7 different countriescountries
Cited byCited by Computing Research Association, DLib Computing Research Association, DLib Magazine, DCMI – Dublin Core Metadata Initiative, Magazine, DCMI – Dublin Core Metadata Initiative, Networked University Digital Library, and ACM Networked University Digital Library, and ACM proceedingsproceedings
Digital LibrariesDigital Libraries
49
• Focuses on networking and computing issues Focuses on networking and computing issues relevant to mobile environments relevant to mobile environments
Wireless NetworkingWireless Networking• modeling, performance analysis, position modeling, performance analysis, position
location techniques, self-configurable networks, location techniques, self-configurable networks, networking support for 4G servicesnetworking support for 4G services
Mobile ComputingMobile Computing• Information access in mobile environments: Information access in mobile environments:
mobile data management, middleware mobile data management, middleware services, application adaptationservices, application adaptation
Wireless TechnologiesWireless Technologies
50
Focus areas: Ad-Hoc, Sensor Networks andFocus areas: Ad-Hoc, Sensor Networks andWireless Mesh NetworksWireless Mesh Networks
• New models that can explain and describe network traffic in New models that can explain and describe network traffic in complex systemscomplex systems
• Position location with limited fixed land referencesPosition location with limited fixed land references• Smart antennas : applicability in differentSmart antennas : applicability in different
Mesh Network ScenariosMesh Network Scenarios• Adaptive routing ensuring high reachability and availabilityAdaptive routing ensuring high reachability and availability• Interference constraints in dense WI-FI environmentsInterference constraints in dense WI-FI environments• All IP services in WI-MAX backbonesAll IP services in WI-MAX backbones• Data Management and architectures for mobile usersData Management and architectures for mobile users
Main resultsMain results
• 1 USA patent1 USA patent• 1 Patent submission1 Patent submission• 4 Technology Developments for Nortel Networks4 Technology Developments for Nortel Networks• Some thesis results used for Nortel products and servicesSome thesis results used for Nortel products and services• Since 1993 funding from Nortel NetworksSince 1993 funding from Nortel Networks
Wireless TechnologiesWireless Technologies
51
• Intra-medullar Microsystem to detect leukemia relapse after quimotherapy treatmentSponsor: CONACYT
• Neural signal measuring electrode Sponsor: CONACYT and UJF
• Business Intelligence System for MEMS Sponsor: FUMEC & Ministry of Economy
• BioMEMS Technological Prospective for the state of Nuevo León, MéxicoSponsor: COCYTENL
• Closed loop insulin infusion in diabetic patients• Ambulatory system to measure EEG signals• Orthopedic cushion to prevent ulcers in
handicapped persons
• Road Map for BioMEMS• Four Workshops in BioMEMS & Two MEMS
Symposiums• Prototype of a Micro machined electrode and a
CMOS signal conditioning and RFtransmission circuit
• Courses: Microsystems, Microelectronics CMOS, Introduction to CoventorWare
• Partnerships with UT Austin, ASU and UC Irvine
SPONSORED PROJECTSSPONSORED PROJECTS
RESULTSRESULTS
OTHER CURRENT OTHER CURRENT RESEARCH RESEARCH
PROJECTSPROJECTS
IN CAMPUSMEMS Design Lab
MEMS Testing Lab
OUTSIDE CAMPUSIC & MEMS Foundries
• Albany Nanotech, Albany, NY
• Nanofab Research and Teaching facility, Arlington, TX
• Microelectronics Clean Room, Charlotte, NC
• Minatec, Grenoble, France
Towards a MEMS Design Center at ITESMTowards a MEMS Design Center at ITESM
BioMEMSBioMEMS
52
Partnership between CMU and Tec de MonterreyPartnership between CMU and Tec de Monterrey
International positioning of the Mexican software industry
In collaboration with theSoftware Engineering Institute
Certification of small and medium companies
Collaboration in research
International positioning of the Mexican software industry
In collaboration with theSoftware Engineering Institute
Certification of small and medium companies
Collaboration in research
© 2006 Microsoft Corporation. All rights reserved.Microsoft, Windows, Windows Vista and other product names are or may be registered trademarks and/or trademarks in the U.S. and/or other countries.The information herein is for informational purposes only and represents the current view of Microsoft Corporation as of the date of this presentation.Because Microsoft must respond to changing market conditions, it should not be interpreted to be a commitment on the part of Microsoft,and Microsoft cannot guarantee the accuracy of any information provided after the date of this presentation.MICROSOFT MAKES NO WARRANTIES, EXPRESS, IMPLIED OR STATUTORY, AS TO THE INFORMATION IN THIS PRESENTATION.