Sotabase

Career

· Associate Professor, University of Southern California2020–
· Postdoctoral Researcher, Cornell University2011–2013
· PhD in Computer Science, Cornell University2005–2012
· Bachelor's degree, Simon Fraser University1999–2004

Publications (189)

Learning Combinatorial Optimization Algorithms over Graphs
Neural Information Processing Systems · 2017
1,634
cited
Machine learning approaches for estimating commercial building energy consumption
2017
409
cited
Learning to Branch in Mixed Integer Programming
AAAI Conference on Artificial Intelligence · 2016
407
cited
Melding the Data-Decisions Pipeline: Decision-Focused Learning for Combinatorial Optimization
AAAI Conference on Artificial Intelligence · 2018
352
cited
MIPaaL: Mixed Integer Program as a Layer
AAAI Conference on Artificial Intelligence · 2019
167
cited
Learning to Run Heuristics in Tree Search
International Joint Conference on Artificial Intelligence · 2017
152
cited
Scalable diffusion-aware optimization of network topology
Knowledge Discovery and Data Mining · 2014
147
cited
Solving Connected Subgraph Problems in Wildlife Conservation
Integration of AI and OR Techniques in Constraint Programming · 2010
128
cited
Supplementary Information-Large Scale High-Resolution Land Cover Mapping with Multi-Resolution Data
2019
121
cited
End to end learning and optimization on graphs
Neural Information Processing Systems · 2019
119
cited
A Machine Learning Approach to Modeling Human Migration
The Compass · 2017
101
cited
Maximizing the Spread of Cascades Using Network Design
Conference on Uncertainty in Artificial Intelligence · 2010
96
cited
A Deep Learning Approach for Population Estimation from Satellite Imagery
GeoHumanities@SIGSPATIAL · 2017
94
cited
A General Large Neighborhood Search Framework for Solving Integer Linear Programs
Neural Information Processing Systems · 2020
79
cited
Trade‐offs and efficiencies in optimal budget‐constrained multispecies corridor networks
Conservation Biology · 2017
76
cited
Controllable Guarantees for Fair Outcomes via Contrastive Information Estimation
AAAI Conference on Artificial Intelligence · 2021
74
cited
AirSim-W: A Simulation Environment for Wildlife Conservation with UAVs
The Compass · 2018
73
cited
Firebird: Predicting Fire Risk and Prioritizing Fire Inspections in Atlanta
Knowledge Discovery and Data Mining · 2016
63
cited
Learning to Prescribe Interventions for Tuberculosis Patients Using Digital Adherence Data
Knowledge Discovery and Data Mining · 2019
60
cited
Modeling migration patterns in the USA under sea level rise
PLoS ONE · 2020
58
cited
Sotabase
Bistra Dilkina | Researcher Profile | Sotabase | Sotabase