Members | Meetings | Robots
The Robot Learning Laboratory

Research | Publications | Resources

Current Research Overview


Localization and Mapping

Collaborative Multi-Robot Localization ... postscript version   (496k)  
-- Dieter Fox, Wolfram Burgard, Hannes Kruppa, John Langford, and Sebastian Thrun -- 4/00
Localization and Mapping using Bearings Only Sensors ... postscript version   (959k)
-- Matthew Deans and Martial Hebert -- 4/00
Safe MultiRobot Localization ... postscript version   (22k)  
-- John Langford -- 4/00


Partially Observable Markov Decision Processes

Approximating POMDPs using Belief State Compression ... postscript version   (448k)
-- Nicholas Roy and Sebastian Thrun -- 4/00
Hierarchical POMDP Decomposition ... postscript version   (23k)
-- Joelle Pineau -- 4/00
Grounding State Representations in Sensory Experience ... postscript version   (28k)
-- Daniel Nikovski and Illah Nourbakhsh -- 5/00


Computer Vision and Image Processing

Bayesian Color Constancy ... postscript version   (887k)
-- Charles Rosenberg -- 4/00
Structure from Motion without Correspondence ... postscript version   (154k)
-- Frank Dellaert, Steve Seitz, Chuck Thorpe, and Sebastian Thrun -- 4/00
Self-Adaptive Perception Systems for Varying Environments ... postscript version   (20k)
-- David Hershberger -- 4/00
Distributed Visual Servoing ... postscript version   (33k)
-- David Hershberger, Reid Simmons, Sanjiv Singh, and David Kortenkamp -- 4/00

Robot Architectures and Programming Languages

Model Based Monitoring and Diagnosis for Mobile Robots ... postscript version   (9k)
-- Reid Simmons, Joaquin Fernandez, Keith Golden, Leo Joskowicz, Martha Pollack -- 2/99
Formal Verification of Robotic Systems ... postscript version   (9k)  
-- Reid Simmons, Edmund Clarke, Michael Lowry, Bwolen Yang -- 4/00
Programming Languages for Embedded Systems ... postscript version   (2200k)  
-- Sebastian Thrun, Frank Pfenning, Sungwoo Park, Jonathan Moody -- 4/00


Robot Systems

Towards Personal Service Robots for the Elderly ... postscript version   (1732k)  
-- Nicholas Roy, Gregory Baltus, Dieter Fox, Francine Gemperle, Jennifer Goetz, Tad Hirsch -- 4/00
Interaction with Mobile Robots ... postscript version   (138k)
-- Jamieson Schulte, Chuck Rosenberg, Sebastian Thrun - 11/98
Application of Machine Learning to Building Control ... postscript version   (20k)
-- Jamieson Schulte, Sebastian Thrun - 11/98
CMU's 3D Multi-Robot Modeling Project ... postscript version   (3305k)  
-- Sebastian Thrun, Reid Simmons, and various other members of the Lab -- 4/00
Autonomous Planetary Exploration ... postscript version   (108k)  
-- Reid Simmons, Sanjiv Singh, Tony Stentz, Vandi Verma, Alex Yahja - 2/99


Learning Algorithms

Boosted Estimation of Probability Functions ... postscript version   (18k)  
-- Eric Bauer -- 4/00
Improved PAC Bounds ... postscript version   (24k)  
-- John Langford -- 4/00
Fast Algorithms for All-Point-Pairs Learning Problems ... postscript version (22k)
-- Alex Gray -- 1/01
Learning the Causal Structure of Hybrid Belief Nets ... postscript version (285k)
-- Dimitris Margaritis -- 1/01
Transfer of Learned Knowledge in Lifelong Learning Agents ... postscript version   (55k)
-- Joseph O'Sullivan - 4/98


Previous Research Summaries

See also The Skinnerbots Project


Notes


Members
Meetings
Robots
Home Research
Publications
Resources

Web page contact: danieln@cs.cmu.edu -- First Edition: 6/18/2000 -- Last Update: 1/23/2001