Sotabase

Career

· Founder Professor, University of Illinois Urbana-Champaign2021–
· Associate Professor, University of Minnesota2021–

Publications (289)

Anomaly detection: A survey
CSUR · 2009
11,893
cited
Clustering with Bregman Divergences
Journal of machine learning research · 2005
1,884
cited
TRY plant trait database - enhanced coverage and open access.
Global Change Biology · 2019
1,615
cited
Convex Analysis and Optimization
2006
1,555
cited
Theory-Guided Data Science: A New Paradigm for Scientific Discovery from Data
IEEE Transactions on Knowledge and Data Engineering · 2016
1,165
cited
Clustering on the Unit Hypersphere using von Mises-Fisher Distributions
Journal of machine learning research · 2005
1,029
cited
Semi-supervised Clustering by Seeding
International Conference on Machine Learning · 2002
1,004
cited
Active Semi-Supervision for Pairwise Constrained Clustering
SDM · 2004
689
cited
Anomaly Detection for Discrete Sequences: A Survey
IEEE Transactions on Knowledge and Data Engineering · 2012
622
cited
A generalized maximum entropy approach to bregman co-clustering and matrix approximation
Journal of machine learning research · 2004
478
cited
On the optimality of conditional expectation as a Bregman predictor
IEEE Transactions on Information Theory · 2005
295
cited
Clickstream clustering using weighted longest common subsequences
2001
250
cited
Model-based overlapping clustering
Knowledge Discovery and Data Mining · 2005
231
cited
Mapping local and global variability in plant trait distributions
Proceedings of the National Academy of Sciences of the United States of America · 2017
222
cited
Bregman Alternating Direction Method of Multipliers
Neural Information Processing Systems · 2013
217
cited
BHPMF – a hierarchical Bayesian approach to gap-filling and trait prediction for macroecology and functional biogeography
2015
188
cited
The number of tree species on Earth
Proceedings of the National Academy of Sciences of the United States of America · 2022
184
cited
Kernelized Probabilistic Matrix Factorization: Exploiting Graphs and Side Information
SDM · 2012
181
cited
Jensen-Bregman LogDet Divergence with Application to Efficient Similarity Search for Covariance Matrices
IEEE Transactions on Pattern Analysis and Machine Intelligence · 2013
180
cited
Generalized Probabilistic Matrix Factorizations for Collaborative Filtering
2010 IEEE International Conference on Data Mining · 2010
176
cited
Sotabase