Data-Driven Modeling

Research

University of Texas at Austin

2008-05-01
2001-09-01
Conducted original research in machine learning, automated reasoning, multiagent systems and robotics. Implemented and evaluated autonomous learning agents embodied in complex environments.

Research

University of Texas at Austin

2008-05-01
2002-09-01
Conducted original research in optimization, algorithm design, probabilistic analysis, and game-theoretic analysis. Gained expertise in integer/linear programming and complexity analysis.

Hyper-Parallel Dataflow

Pervasive Software

2008-05-01
2006-11-01
Conducted original research in concurrent programming using a framework for dataflow applications in Java. Benchmarked a variety of novel dataflow implementations of algorithms including decision tree training, rule-based name standardization, and k-means clustering.

Database Optimization

Scott & White Hospital

2007-07-13
2006-10-01
Developed, modified, and maintained library of stored procedures, views, and Crystal Reports in pathology department's PowerPath system. Collaborated with physicians to generate reports for auditing, administration, and research.

Secure Distributed Applications

Texas A&M University

2006-11-01
2005-06-01
Designed and implemented distributed applications spanning authentication, identity management, web apps, provisioning, and bulk mail. Coordinated subsystem deployment, testing, interface features, and notification content.

Quantitative Analysis

D. E. Shaw & Co.

2006-09-01
2006-05-01
Performed statistical analysis and risk modeling of financial instruments. Applied efficient numerical and algorithmic techniques to create and evaluate models used in hedging against market moves.

Automated Record Linkage

Amazon.com

2005-09-01
2005-05-01
Applied recent machine learning research to the problem of record linkage. Used natural language processing to automate duplicate removal from a large database. Along with a team, helped design a new information retrieval system.

Research

University of Texas at Austin

2004-12-01
2003-09-01
Conducted original research in data mining and optimization focusing on constrained k-means clustering. Solved optimization problems in C++ using MOSEK, while addressing noisy constraints.

Automated Scheduling

Jet Propulsion Laboratory

2003-08-01
2003-05-01
Developed an automated goal-generation system using clustering of geological survey data. Collaborated with NASA scientists on scheduler for MISUS, an autonomous Mars rover.

Satellite Tracking

MIT Lincoln Laboratory

2002-08-01
2002-06-01
Upgraded real-time ionospheric monitoring system from FORTRAN and C to object-oriented C++. Measured and corrected for ionospheric activity's effect on satellite tracking, using GPS signal bias.

Collaborative Filtering

University of California, Los Angeles

2001-08-01
2000-09-01
Implemented and evalutated collaborative filtering algorithms including Bayesian networks and instance-based methods. Compared performance in recommender systems.

Web and Application Development

Computer Consulting Group

1999-09-01
1998-07-01
Designed and maintained client web sites built with ASP, IIS and Microsoft SQL server. Developed custom accounting applications in Microsoft Visual FoxPro.