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Michael Steinbach
Researcher, Computer Science, University of Minnesota - Twin Cities
Joined
July 2019
Names
Michael Steinbach
,
Michael S. Steinbach
Emails
****@cs.umn.edu
(Confirmed)
,
****@umn.edu
(Confirmed)
Personal Links
Homepage
Google Scholar
DBLP
ORCID
Career & Education History
Researcher
Computer Science ,
University of Minnesota - Twin Cities
(umn.edu)
1982
–
Present
Advisors, Relations & Conflicts
Coauthor
Rahul Ghosh
Present
Coauthor
Arvind Renganathan
Present
Coauthor
Xiaowei Jia
Present
Coauthor
Kelly Lindsay
2023
–
Present
Coauthor
Shaoming Xu
2020
–
Present
Coauthor
György J. Simon
2013
–
Present
Coauthor
Vipin Kumar
1998
–
Present
Coauthor
Somya Chatterjee
2023
–
2024
Coauthor
Jared D. Willard
2018
–
2023
Coauthor
Kshitij Tayal
2021
–
2021
Coauthor
Daniel Boley
2018
–
2020
Coauthor
Ansu Chatterjee
2013
–
2020
Coauthor
Arindam Banerjee
2013
–
2013
PhD Advisor
Vipin Kumar
1998
–
2005
Expertise
data mining
1998
–
Present
machine learning
1998
–
Present
clustering
1998
–
Present
association analysis
1998
–
Present
dimensionality reduction
1998
–
Present
classification
1998
–
Present
Publications
Integrating Scientific Knowledge with Machine Learning for Engineering and Environmental Systems
Jared Willard
,
Xiaowei Jia
,
Shaoming Xu
,
Michael S. Steinbach
,
Vipin Kumar
Published: 01 Jan 2023, Last Modified: 11 May 2023
ACM Comput. Surv. 2023
Readers:
Everyone
Mini-Batch Learning Strategies for modeling long term temporal dependencies: A study in environmental applications
Shaoming Xu
,
Ankush Khandelwal
,
Xiang Li
,
Xiaowei Jia
,
Licheng Liu
,
Jared Willard
,
Rahul Ghosh
,
Kelly Cutler
,
Michael S. Steinbach
,
Christopher J. Duffy
,
John Nieber
,
Vipin Kumar
2022 (modified: 24 Apr 2023)
CoRR 2022
Readers:
Everyone
Realization of Causal Representation Learning to Adjust Confounding Bias in Latent Space
Jia Li
,
Xiang Li
,
Xiaowei Jia
,
Michael S. Steinbach
,
Vipin Kumar
Published: 01 Jan 2022, Last Modified: 16 May 2023
CoRR 2022
Readers:
Everyone
Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles
Xiaowei Jia
,
Jared Willard
,
Anuj Karpatne
,
Jordan S. Read
,
Jacob A. Zwart
,
Michael S. Steinbach
,
Vipin Kumar
2021 (modified: 01 Feb 2023)
Trans. Data Sci. 2021
Readers:
Everyone
Artificial Intelligence for Modeling Complex Systems: Taming the Complexity of Expert Models to Improve Decision Making
Yolanda Gil
,
Daniel Garijo
,
Deborah Khider
,
Craig A. Knoblock
,
Varun Ratnakar
,
Maximiliano Osorio
,
Hernán Vargas
,
Minh Pham
,
Jay Pujara
,
Basel Shbita
,
Binh Vu
,
Yao-Yi Chiang
,
Dan Feldman
,
Yijun Lin
,
Hayley Song
,
Vipin Kumar
,
Ankush Khandelwal
,
Michael S. Steinbach
,
Kshitij Tayal
,
Shaoming Xu
et al. (15 additional authors not shown)
2021 (modified: 05 Feb 2023)
ACM Trans. Interact. Intell. Syst. 2021
Readers:
Everyone
Physics-Guided Recurrent Graph Model for Predicting Flow and Temperature in River Networks
Xiaowei Jia
,
Jacob Zwart
,
Jeffrey M. Sadler
,
Alison P. Appling
,
Samantha Oliver
,
Steven Markstrom
,
Jared Willard
,
Shaoming Xu
,
Michael S. Steinbach
,
Jordan S. Read
,
Vipin Kumar
Published: 01 Jan 2021, Last Modified: 11 May 2023
SDM 2021
Readers:
Everyone
A Computational Method for Learning Disease Trajectories From Partially Observable EHR Data
Wonsuk Oh
,
Michael S. Steinbach
,
M. Regina Castro
,
Kevin A. Peterson
,
Vipin Kumar
,
Pedro J. Caraballo
,
György J. Simon
Published: 01 Jan 2021, Last Modified: 16 May 2023
IEEE J. Biomed. Health Informatics 2021
Readers:
Everyone
Strategies for building robust prediction models using data unavailable at prediction time
Haoyu Yang
,
Roshan Tourani
,
Ying Zhu
,
Vipin Kumar
,
Genevieve B. Melton
,
Michael S. Steinbach
,
György J. Simon
Published: 01 Jan 2021, Last Modified: 16 May 2023
J. Am. Medical Informatics Assoc. 2021
Readers:
Everyone
Integrating Physics-Based Modeling with Machine Learning: A Survey
Jared Willard
,
Xiaowei Jia
,
Shaoming Xu
,
Michael S. Steinbach
,
Vipin Kumar
2020 (modified: 05 Feb 2025)
CoRR 2020
Readers:
Everyone
Physics-Guided Machine Learning for Scientific Discovery: An Application in Simulating Lake Temperature Profiles
Xiaowei Jia
,
Jared Willard
,
Anuj Karpatne
,
Jordan S. Read
,
Jacob A. Zwart
,
Michael S. Steinbach
,
Vipin Kumar
2020 (modified: 05 Feb 2025)
CoRR 2020
Readers:
Everyone
View all 93 publications
Co-Authors
Abeer Madbouly
Albert Cho
Alexander Hoff
Alison P. Appling
Andrew Hangsleben
Angus F. M. Ng
Angus W. MacDonald III
Anh The Dang
Ankush Khandelwal
Anuj Karpatne
Arifin Ruslim
Arindam Banerjee
Arjun Kumar
Armen R. Kemanian
Ashish Garg
Auroop R. Ganguly
Basel Shbita
Benjamin Oatley
Bing Liu
Binh Vu
Blayne Field
Bonnie L. Westra
Brian Van Ness
Caitlin Race
Chad L. Myers
View all 158 co-authors