Aaron D'Souza

13 papers A* 4A 1Journal 7Unranked 1
YearRankTypeTitle / Venue / Authors
2026 J jnl
Active Learning Strategies for Efficient Machine-Learned Interatomic Potentials Across Diverse Material Systems.
CoRR
Mohammed Azeez Khan, Aaron D'Souza, Vijay Choyal
2026 J jnl
An Integrative Genome-Scale Metabolic Modeling and Machine Learning Framework for Predicting and Optimizing Biofuel-Relevant Biomass Production in Saccharomyces cerevisiae.
CoRR
Neha K. Nair, Aaron D'Souza
2011 J jnl
Bayesian robot system identification with input and output noise.
Neural Networks
Jo-Anne Ting, Aaron D'Souza, Stefan Schaal
2010 J jnl
Efficient Learning and Feature Selection in High-Dimensional Regression.
Neural Comput.
Jo-Anne Ting, Aaron D'Souza, Sethu Vijayakumar, Stefan Schaal
2008 A* conf
A Bayesian approach to empirical local linearization for robotics.
ICRA
Jo-Anne Ting, Aaron D'Souza, Sethu Vijayakumar, Stefan Schaal
2008 J jnl
Variational Bayesian least squares: An application to brain-machine interface data.
Neural Networks
Jo-Anne Ting, Aaron D'Souza, Kenji Yamamoto, Toshinori Yoshioka, Donna L. Hoffman, Shinji Kakei, Lauren Sergio, John Kalaska, Mitsuo Kawato, Peter Strick, Stefan Schaal
2007 A* conf
Automatic Outlier Detection: A Bayesian Approach.
ICRA
Jo-Anne Ting, Aaron D'Souza, Stefan Schaal
2006 A* conf
Bayesian regression with input noise for high dimensional data.
ICML
Jo-Anne Ting, Aaron D'Souza, Stefan Schaal
2005 J jnl
Incremental Online Learning in High Dimensions.
Neural Comput.
Sethu Vijayakumar, Aaron D'Souza, Stefan Schaal
2005 — conf
Predicting EMG Data from M1 Neurons with Variational Bayesian Least Squares.
NIPS
Jo-Anne Ting, Aaron D'Souza, Kenji Yamamoto, Toshinori Yoshioka, Donna L. Hoffman, Lauren Sergio, Shinji Kakei, John Kalaska, Mitsuo Kawato, Peter Strick, Stefan Schaal
2004 A* conf
The Bayesian backfitting relevance vector machine.
ICML
Aaron D'Souza, Sethu Vijayakumar, Stefan Schaal
2002 J jnl
Statistical Learning for Humanoid Robots.
Auton. Robots
Sethu Vijayakumar, Aaron D'Souza, Tomohiro Shibata, Jörg Conradt, Stefan Schaal
2001 A conf
Learning inverse kinematics.
IROS
Aaron D'Souza, Sethu Vijayakumar, Stefan Schaal