Projects

Ongoing Projects

  • CITRIS Internet of Things and Statistical Learning, Data Science: Water Resource Analytics and Hierarchical Banks and Clusters of Bayesan Kalman Filters
  • AOL: Integrated Machine Learning, Causal and Bayesian Statistics (A/B Testing, Real Time Randomized and Observational Studies), and Adaptive Contextual Muli-Armed Bandits), and Deep Learning  for Computational Advertising and Marketing Analytics (Technology)
  • HP Multi-modal and multi-source Data Science and Analytics in Sales and Marketing
  • CITRIS Healthcare Projct: Clinical informatics and Predictive Analytics for Infectious Diseases, using Structured and Unstructured Data
    https://akella.soe.ucsc.edu/node/22
  •  Machine Learning/AI in Healthcare with UCSF: Dynamic Bayesian Machine Learning and Deep Learnng for Multi-modal, Multi-source Multi-scale Analytics, including Numerical, Image, Text, and EMR (Electronic Medical Record) Mining and Data Analytics
  • Google Social Recommenders
  • FinTech: Data Science in Finacial Engineering and Technology for enhanced multi-modal (numerical, text) Risk Management
  • NIST: Multi-Modal Analytics and Bayesian Search, Informational Extraction
  • CITRIS Energy Real Time Analytics
  • Cisco; Text/Data mining for Diagnostics and Analytics in Service Centers.
  • AOL; Machine Learning and Bayesian Statistics in Display Advertising and Computational  Marketing Analytics.
  • SAP: Interactive Search and Topic Modeling.
  • IBM: Healthcare Analysis, Mining Electronic Medical Records (EMRs)and Predictive Analytics for Disease Stage Prediction and Intervention.
  • Crowdscience.com: Social Media and Online Marketing Analytics.
  • Serendio: Social Media Analytics.

Previous Projects

  • Microsoft: Data and Text Mining for Knowledge Analytics and Services.
  • UCSF/Intel; Clinical Informatics for Trauma Fatality Prediction using Text/Data Mining & Machine Learning.
  • UARC/NASA; Integrated System Health Monitoring for Aerospace using Text and Sequence Mining for Anomaly Detection.
  • HP
  • UC MICRO
  • STPI (Software Technology Parks of India)
  • Center on Global Enterprise Management (Campus-wide ORU- Organized Research Unit)
  • American Axle
  • Delphi Automotive
  • Lockheed Martin
  • General Motors
  • Altera
  • Applied Materials
  • LSI Logic
  • SRC
  • KLA: AMD, Hyundai, IBM, Intel, Mitsubishi, TI, plus dozen of semiconductor facilities world-wide
  • Sloan Foundation
  • IBM
  • RADC/DARPA
  • TI
  • POWEREX
  • US Steel
  • Robotics Institute
  • Digital Equipment Corporation

Consulting:

  • Peking University: Rae Wang, Director
  • TCIE and Rich Food Products Corporation: Jairus David, Director
  • Brattle Group, Cambridge, MA: Ken Wise, Principal
  • Delphi Automotive, Lockport, NY: Jim Frost, Director
  • Applied Materials, Santa Clara, CA: Haim Nulman, Vice President
  • KLA Instruments Inc., San Jose, CA: Rick Wallace, Vice President and General Manager
  • New Focus, San Jose, CA: Milton Chang, CEO
  • IBM Industrial Technology Center, Pittsburgh, PA: Mike Plymack, Director
  • Sematech, Austin, Texas: Steve Bayles
  • Hewlett-Packard, Palo Alto, CA: Shailendra Jain, Manager
  • AT&T Bell Labs, Holmdel, N.J.:  Hannan Luss, Manager
  • Carnegie Group Incorporated, Pittsburgh, PA: Ivan Johnson, Director
  • Case Hunter and American CIMFLEX, Pittsburgh, PA: Mike Meredith, Manager