OpenReview
.net
OpenReview
.net
Login
OpenReview
.net
Login
Thomas Dietterich
Emeritus, School of EECS, Oregon State University
Joined
January 2018
Names
Thomas Dietterich
(Preferred)
,
Thomas G Dietterich
,
Tom Dietterich
,
Thomas G. Dietterich
,
Thomas Glen Dietterich
,
Thomas Glenn Dietterich
Emails
****@cs.orst.edu
(Confirmed)
,
****@oregonstate.edu
(Confirmed)
Personal Links
Homepage
Google Scholar
DBLP
ORCID
Wikipedia
Semantic Scholar
Career & Education History
Emeritus
School of EECS,
Oregon State University
(oregonstate.edu)
2016
–
Present
Full Professor
School of EECS,
Oregon State University
(oregonstate.edu)
1985
–
2016
Advisors, Relations & Conflicts
PhD Advisor
Bruce Buchanan
Present
Coauthor
Jesse Hostetler
2021
–
2023
Coauthor
Alexander Guyer
2019
–
2022
PhD Advisee
Si Liu
2016
–
2020
Coauthor
Debashis Mondal
2016
–
2020
Coauthor
Risheek Garrepalli
2017
–
2019
Advisee
Michael Lam
2012
–
2017
PhD Advisee
Sean McGregor
2010
–
2017
PhD Advisee
Jesse Hostetler
2010
–
2017
PhD Advisee
Liping Liu
2010
–
2016
Postdoc Advisee
Rebecca Hutchinson
2010
–
2015
Postdoc Advisee
Mark Crowley
2012
–
2014
Postdoc Advisee
Selina Chu
2011
–
2013
Postdoc Advisee
Michael Shindler
2011
–
2012
Postdoc Advisee
Daniel Sheldon
2010
–
2012
Coauthor
Linda Shapiro
2008
–
2012
Postdoc Advisee
Gonzalo Martinez
2007
–
2012
Postdoc Advisee
Soumya Ray
2006
–
2008
Postdoc Advisee
Simone Stumpf
2004
–
2007
PhD Advisee
Dragos Margineantu
1995
–
2001
Expertise
uncertainty quantification in classification
,
calibration
,
prediction intervals
,
conformal prediction
2018
–
2023
reinforcement learning with exogenous state variables
2017
–
2023
robust ai
2017
–
2023
anomaly detection
,
out of distribution detection
2010
–
2023
machine learning for biological conservation
,
machine learning for ecosystem management
,
computational sustainability
2008
–
2023
data quality control for sensor networks
2007
–
2023
philosophical foundations of machine learning
1986
–
2023
machine learning for intelligent user interfaces
2003
–
2012
fine-grained object recognition in computer vision
2004
–
2010
hierarchical reinforcement learning
1998
–
2002
reinforcement learning applications
1995
–
2002
ensemble methods in machine learning
1996
–
2001
error-correcting output codes
1995
–
2000
multiple-instance learning
1991
–
1998
Publications
Reinforcement Learning with Exogenous States and Rewards
George Trimponias
,
Thomas G. Dietterich
2023 (modified: 17 Apr 2023)
CoRR 2023
Readers:
Everyone
Hidden Heterogeneity: When to Choose Similarity-Based Calibration
Kiri L. Wagstaff
,
Thomas G. Dietterich
Published: 01 Jan 2023, Last Modified: 02 Nov 2023
Trans. Mach. Learn. Res. 2023
Readers:
Everyone
Hidden Heterogeneity: When to Choose Similarity-Based Calibration
Kiri L. Wagstaff
,
Thomas G Dietterich
Accepted by TMLR
Readers:
Everyone
Connecting Conservation Research and Implementation: Building a Wildfire Assistant
Sean McGregor
,
Rachel Houtman
,
Ronald Metoyer
,
Thomas G Dietterich
05 Oct 2022
OpenReview Archive Direct Upload
Readers:
Everyone
Oracle Analysis of Representations for Deep Open Set Detection
Risheek Garrepalli
,
Alan Fern
,
Thomas G. Dietterich
2022 (modified: 16 Nov 2022)
CoRR 2022
Readers:
Everyone
PAC Guarantees and Effective Algorithms for Detecting Novel Categories
Si Liu
,
Risheek Garrepalli
,
Dan Hendrycks
,
Alan Fern
,
Debashis Mondal
,
Thomas G. Dietterich
2022 (modified: 16 Nov 2022)
J. Mach. Learn. Res. 2022
Readers:
Everyone
ANDEA: Anomaly and Novelty Detection, Explanation, and Accommodation
Guansong Pang
,
Jundong Li
,
Anton van den Hengel
,
Longbing Cao
,
Thomas G. Dietterich
2022 (modified: 29 Jan 2023)
KDD 2022
Readers:
Everyone
The familiarity hypothesis: Explaining the behavior of deep open set methods
Thomas G. Dietterich
,
Alexander Guyer
Published: 01 Jan 2022, Last Modified: 02 Nov 2023
Pattern Recognit. 2022
Readers:
Everyone
Hidden Heterogeneity: When to Choose Similarity-Based Calibration
Kiri L. Wagstaff
,
Thomas G. Dietterich
Published: 01 Jan 2022, Last Modified: 02 Nov 2023
CoRR 2022
Readers:
Everyone
Conformal Prediction Intervals for Markov Decision Process Trajectories
Thomas G. Dietterich
,
Jesse Hostetler
Published: 01 Jan 2022, Last Modified: 02 Nov 2023
CoRR 2022
Readers:
Everyone
View all 236 publications
Co-Authors
Abdul-Aziz Yakubu
Abigail Reft
Adam Ashenfelter
Ajay Divakaran
Ajay N. Jain
Akshat Kumar
Akshat Surve
Alan Fern
Alan Paul Fern
Alec Theriault
Alex Memory
Alexander Flecker
Alexander Guyer
Alfred Kobsa
Amanda Gentzel
Amulya Yadav
Andrea L. Cirranello
Andrew Emmott
Andrew Farnsworth
Andrew Moldenke
Andrew W. Moore
Angela Fuller
Angelo C. Restificar
Anh Tran
Anita Zakrzewska
View all 362 co-authors