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Ieg201205 bharatheesh simha abiba mobile social network analytics

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Mobile SOcial Network Analysis
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Harvesting Information Excellence Information Excellence 2012 MAY Session
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Page 1: Ieg201205 bharatheesh simha abiba mobile social network analytics

Harvesting Information Excellence

Information Excellence

2012 MAY Session

Page 2: Ieg201205 bharatheesh simha abiba mobile social network analytics

Mobile Social Network Analytics A deployment use case

Dr. Jay Bharatheesh SimhaCTOAbiba Technologies

Social Media measurement and ROI: marrying big social-media-data with

Business contextIn house use case

Dr. Shesha Shah, Social Media Marketing and Intelligence team DELL India DGA Team

Thank You

for hosting us today

Today’s Speakers

Page 3: Ieg201205 bharatheesh simha abiba mobile social network analytics

Dr. Jay B.Simha is Chief Technology Officer, ABIBA Systems, a Telecom BI & Analytics company based out of Bangalore.

He has over 15 years of experience in R&D, Business Intelligence and Analytics consulting. He has implemented large scale systems for telecom, BFSI and manufacturing industries in Business Intelligence and analytics.

Prior to this he worked on medical data analysis with Siemens, working on algorithm design and data analysis.

He holds a post graduate in Mechanical Engineering and Computer Science. He holds a Doctoral degree in Data Mining and Decision Support and Post Doctoral from Louisiana State University ,USA.

He is active in research and has interests in business visualization, predictive analytics and decision support. . He has so far published about 40 papers in international journals and conferences in the areas of business intelligence and analytics.

He has won numerous best paper awards in prestigious conferences, confirming the quality of work.

Dr. Jay Bharatheesh Simha

Page 4: Ieg201205 bharatheesh simha abiba mobile social network analytics

Mobile Social Network Analytics marrying Big data with social data for profitability

Jay B. Simha

Page 5: Ieg201205 bharatheesh simha abiba mobile social network analytics

Information trinity

Page 6: Ieg201205 bharatheesh simha abiba mobile social network analytics

What to make out of this data?

ACQUIRE

WALLET SHARE RETENTION

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Analytics approaches

DOMAIN EXPERTS

SOCIAL NETWORKS

HYBRID ENSEMBLES

BEHAVIORAL MODELING

Page 8: Ieg201205 bharatheesh simha abiba mobile social network analytics

Domain Experts

RULE BASED

VERIFICATION DRIVEN

RULE COMBINATION

DIFFICULT

Page 9: Ieg201205 bharatheesh simha abiba mobile social network analytics

What Behavioral Analytics do?

ACQUIRE

WALLET SHARE RETENTION

Page 10: Ieg201205 bharatheesh simha abiba mobile social network analytics

What Behavioral Analytics do?

Page 11: Ieg201205 bharatheesh simha abiba mobile social network analytics

What customers do?

Page 12: Ieg201205 bharatheesh simha abiba mobile social network analytics

Social Networks

Who has more Power?

1

2

3

4

5

Pat

1

23

4

5

Chris

Page 13: Ieg201205 bharatheesh simha abiba mobile social network analytics

Social Networks

Page 14: Ieg201205 bharatheesh simha abiba mobile social network analytics

Social Networks – power metrics

Page 15: Ieg201205 bharatheesh simha abiba mobile social network analytics

Social Networks – Reachability metrics

Page 16: Ieg201205 bharatheesh simha abiba mobile social network analytics

Social Networks – Reachability metrics

Number of paths and distances

Page 17: Ieg201205 bharatheesh simha abiba mobile social network analytics

Social Networks – Message/effect transferability

Page 18: Ieg201205 bharatheesh simha abiba mobile social network analytics

Mobile Social Network Analytics

• A special case of SNA• Deals with observable relations• Contains potential information

of distinct social groups• Real BIG DATA, which needs

crunching at massive scales• RDBMS have limitations on

these scales ( 1TB+)

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Mobile Social Network Analytics -Centrality

First order centrality

Second order centrality

Page 20: Ieg201205 bharatheesh simha abiba mobile social network analytics

MSNA – Typical Data Extraction

Page 21: Ieg201205 bharatheesh simha abiba mobile social network analytics

Mobile Social Network Analytics - Process

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Domain based Statistical/Behavioural MSNA

Data size Medium Medium Large

Number of variables Small Large medium

Data types Mostly Demographic Mostly behavioural Mostly relations

Data granularity Quasi aggregate Aggregate Detailed

Segment profile Homogeneous Homogeneous Heterogeneous

Techniques Profiles RFM

k-means Decision trees Neural networks

Neighbours Ego networks Subgroups

Segment profile Homogeneous Homogeneous Heterogeneous

Information Individual with group Individual with group Group and Individual within group

Effectiveness Medium High High

Comparing approaches to analytics

Page 23: Ieg201205 bharatheesh simha abiba mobile social network analytics

Mobile Social Network Analytics

Page 24: Ieg201205 bharatheesh simha abiba mobile social network analytics

How Hybrid Modeling is used?

Page 25: Ieg201205 bharatheesh simha abiba mobile social network analytics

MSNA – A sample visualization

Page 26: Ieg201205 bharatheesh simha abiba mobile social network analytics

MSNA – Full sub base

Page 27: Ieg201205 bharatheesh simha abiba mobile social network analytics

MSNA – Acquisition

Page 28: Ieg201205 bharatheesh simha abiba mobile social network analytics

MSNA – Retention

Page 29: Ieg201205 bharatheesh simha abiba mobile social network analytics

MSNA – Retention (HVC)

Page 30: Ieg201205 bharatheesh simha abiba mobile social network analytics

MSNA – Wallet share

Page 31: Ieg201205 bharatheesh simha abiba mobile social network analytics

MSNA – Demo

Page 32: Ieg201205 bharatheesh simha abiba mobile social network analytics

THANK YOU

Page 33: Ieg201205 bharatheesh simha abiba mobile social network analytics

About Information Excellence Group

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Thank You for hosting US today


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