Sotabase

Career

· Deputy Director ICS (OSU), Cornell University Institute for Computational Sustainability2024–
· University Distinguished Professor, Oregon State University2013–2016
· Director of Intelligent Systems Research, Oregon State University2005–2016
· Senior Research Scientist, Arris Pharmaceutical Corporation1991–1993
· Distinguished Professor Emeritus, Oregon State University1985–2016
· PhD in Computer Science, Stanford University1984–
· MS in Computer Science, University of Illinois, Urbana-Champaign1979–
· A.B. in Mathematics, Oberlin College1977–
· Co-founder and Chief Scientist, BigML
· Co-founder and Chief Scientist, Smart Desktop
· Co-founder and Chief Scientist, Strands, Inc.

Publications (359)

Multiple Classifier Systems
Lecture Notes in Computer Science · 2000
6,097
cited
Benchmarking Neural Network Robustness to Common Corruptions and Perturbations
International Conference on Learning Representations · 2019
4,018
cited
Approximate Statistical Tests for Comparing Supervised Classification Learning Algorithms
Neural Computation · 1998
3,845
cited
An Experimental Comparison of Three Methods for Constructing Ensembles of Decision Trees: Bagging, Boosting, and Randomization
Machine-mediated learning · 2000
3,112
cited
Solving Multiclass Learning Problems via Error-Correcting Output Codes
Journal of Artificial Intelligence Research · 1994
3,076
cited
Solving the Multiple Instance Problem with Axis-Parallel Rectangles
Artificial Intelligence · 1997
2,951
cited
Ensemble Methods in Machine Learning
2007
2,250
cited
Hierarchical Reinforcement Learning with the MAXQ Value Function Decomposition
Journal of Artificial Intelligence Research · 1999
1,812
cited
Deep Anomaly Detection with Outlier Exposure
International Conference on Learning Representations · 2018
1,663
cited
Machine-Learning Research Four Current Directions
1997
1,017
cited
Adaptive computation and machine learning
1998
949
cited
A Unifying Review of Deep and Shallow Anomaly Detection
Proceedings of the IEEE · 2020
946
cited
The eBird enterprise: An integrated approach to development and application of citizen science
2014
942
cited
Learning with Many Irrelevant Features
AAAI Conference on Artificial Intelligence · 1991
782
cited
Machine Learning for Sequential Data: A Review
SSPR/SPR · 2002
760
cited
Overfitting and undercomputing in machine learning
CSUR · 1995
724
cited
Pruning Adaptive Boosting
International Conference on Machine Learning · 1997
682
cited
Learning Boolean Concepts in the Presence of Many Irrelevant Features
Artificial Intelligence · 1994
613
cited
To transfer or not to transfer
Neural Information Processing Systems · 2005
552
cited
In Advances in Neural Information Processing Systems 12
Neural Information Processing Systems · 1991
482
cited
Sotabase
Thomas Dietterich | Researcher Profile | Sotabase | Sotabase