Brubach, Brian
- It's COMPASlicated: The Messy Relationship between RAI Datasets and Algorithmic Fairness Benchmarks
2021/06/10 by Michelle Bao, Angela Zhou, Bao, Michelle +13 · 12 citations
Computer Science · Social Sciences · #Adversarial Robustness in Machine Learning #Computers and Society (cs.CY) #Ethics and Social Impacts of AI #Explainable Artificial Intelligence (XAI) #FOS: Computer and information sciences
- Fair Clustering Under a Bounded Cost
2021/06/14 by Seyed A. Esmaeili, Esmaeili, Seyed A., Brian Brubach +5 · 5 citations
Business, Management and Accounting · Economics, Econometrics and Finance · #Data Structures and Algorithms (cs.DS) #Economic and Environmental Valuation #FOS: Computer and information sciences #Facility Location and Emergency Management #Game Theory and Voting Systems #Machine Learning (cs.LG)
- Probabilistic Fair Clustering
2020/06/19 by Seyed A. Esmaeili, Brian Brubach, Esmaeili, Seyed A. +5 · 4 citations
Business, Management and Accounting · #Artificial Intelligence (cs.AI) #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Facility Location and Emergency Management #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Online Stochastic Matching: New Algorithms and Bounds
2016/06/21 by Brian Brubach, Brubach, Brian, Karthik Abinav Sankararaman +5 · 1 citation
Computer Science · Mathematics · #Combinatorics (math.CO) #Computer Science and Game Theory (cs.GT) #Data Structures and Algorithms (cs.DS) #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences #FOS: Mathematics #Probability (math.PR) #cs.DM #cs.DS #cs.GT #math.CO #math.PR
- Stochastic Optimization and Learning for Two-Stage Supplier Problems
2020/08/07 by Brian Brubach, Nathaniel Grammel, Brubach, Brian +9 · 1 citation
Business, Management and Accounting · Decision Sciences · #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Facility Location and Emergency Management #Multi-Criteria Decision Making #Supply Chain and Inventory Management
- Improved Approximation Algorithms for Stochastic-Matching Problems
2020/10/14 by Marek Adamczyk, Brian Brubach, Adamczyk, Marek +10 · 1 citation
Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #Caching and Content Delivery #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Optimization and Search Problems #cs.DS
- Fairness, Semi-Supervised Learning, and More: A General Framework for Clustering with Stochastic Pairwise Constraints
2021/03/02 by Brian Brubach, Brubach, Brian, Darshan Chakrabarti +7 · 1 citation
Computer Science · #Advanced Clustering Algorithms Research #Data Management and Algorithms #Data Structures and Algorithms (cs.DS) #FOS: Computer and information sciences #Machine Learning (cs.LG) #cs.DS #cs.LG
- Improved Guarantees for Offline Stochastic Matching via new Ordered Contention Resolution Schemes
2021/06/13 by Brubach, Brian, Grammel, Nathaniel, Ma, Will +1 · 1 citation
#Data Structures and Algorithms (cs.DS) #Discrete Mathematics (cs.DM) #FOS: Computer and information sciences