14 citations · 15 across the 3 of their papers we have counts for
3 papers
stat.ML2025★ 1 cited
Metric Learning in an RKHS
Gokcan Tatli, Yi Chen, Blake Mason +2
Metric learning from a set of triplet comparisons in the form of "Do you think item h is more similar to item i or item j?", indicating similarity and differences between items, pl…
cs.LG2023
A Bayesian Perspective for Determinant Minimization Based Robust Structured Matrix Factorizatio
Gokcan Tatli, Alper T. Erdogan
We introduce a Bayesian perspective for the structured matrix factorization problem. The proposed framework provides a probabilistic interpretation for existing geometric methods b…
stat.ML2022★ 14 cited
Polytopic Matrix Factorization: Determinant Maximization Based Criterion and Identifiability
Gokcan Tatli, Alper T. Erdogan
We introduce Polytopic Matrix Factorization (PMF) as a novel data decomposition approach. In this new framework, we model input data as unknown linear transformations of some laten…