Day#206 - AI for Social Cause

Few more ideas based on Recent Reads / Patterns

• Segment / Predict crime network based on telephone signals, vehicle movements, face recognition, card transaction, crime activity
• Auto-detect vehicle details from Video for violating Traffic Patterns
• Predict child leanings issues with AI attention, focus, writing, reading, interpretation and micro skills
• Spot early depression signs based on activity patterns
• Predict drought based on patterns
• Map missing children with Face similar Search global database, Predict child trafficking
• AI for post medication follow-up and drop out prediction
• AI for course study, drop out prediction and follow up
• Early Intervention to detect / prevent obesity /Diabetics

AI for Social Cause, AI for better humanity - Found this talk interesting 
Key Lessons

• Direct Advances for Society Benefit
• Health, Safety and Wildlife Conservation
• Optimize resources
• Wildlife - Past poaching incident to predict
• Health - Homeless shelters, Influence Maximzation, Awareness of HIV, TB, Obesity, Health Challenges

Safety and Security
Case #1 - Schedule Checkpoints and Patrols in Airport

• Game Theory for Security Resource Optimization
• Stackelberg Security Games Model
• Randomness / Deterministic
• Defender commits to randomized strategy
• Probability at different points at time
• These samples are used to generate schedule
• Randomized checkpoints, detections

Case #2 - Assign Air Marshals to Flights

• Assigning marshals to flights
• Support Size set is small
• Solve the Game Matrix
• Incremental Strategy generation
• Randomization of Scheduling

Case #3 - Patrols using Graphs

• Different ways of patrol boat movements
• Optimize and Schedule for patrol

Conservation / Wildlife

• Snairs and Traps to kill animals
• Divide into Grid Squares
• Mixed Integer to generate patrols
• Multiple bounded rational poachers
• Learn response based on past poaching data
•  Finding a missing item in a grid cell
• Ensemble of classifiers to predict 
• Classify into high risk / low risk areas based on historical data
• Strategically Signalling
• Optimal Deceptive Signalling

Health

• Awareness to reduce rates of HIV
• Peer Leader Campaign

• Peer Leaders
• Homeless Shelters

Prevent TB in India

• Low resource community
• Non-adherence of TB treatment
• Digital Adherence tracking technology
• Calling and reminding
• From Calling pattern predict adherence
• Everwell 
• Predict High-Risk using SVM / RF Algo

• Mixed Strategy (Randomization with multiple predictors)
• Decision Focused Learning

Prevent Suicides

• Choose K gate keepers
• Solving this game

Next Talk - Challenges of Human-Aware AI Systems

More Reads - http://teamcore.usc.edu/lecture.htm


IAAI Robert S. Engelmore Award Lecture: Milind Tambe (USC) | AI and Multiagent Systems for Social Good from AAAI Livestreaming on Vimeo.

Happy Mastering DL!!!