← Search

Tarun Kathuria

2 accepted papers

2018

Fair and Diverse DPP-Based Data Summarization

ICML 2018oral

Sampling methods that choose a subset of the data proportional to its diversity in the feature space are popular for data summarization. However, recent studies have noted the occurrence of bias {–} e.g., under or over representation of a particular gender or ethnicity {–} in such data summarization…

Cited by 149SourcePDFScholar
2016

Batched Gaussian Process Bandit Optimization via Determinantal Point Processes

NeurIPS 2016poster

Gaussian Process bandit optimization has emerged as a powerful tool for optimizing noisy black box functions. One example in machine learning is hyper-parameter optimization where each evaluation of the target function may require training a model which may involve days or even weeks of computation.…