Publications

Metric Learning in an RKHS.
Gokcan Tatli, Yi Chen, Blake Mason, Robert Nowak, Ramya Korlakai Vinayak. UAI 2025.

Metric Clustering From Triplet Comparisons.
Gokcan Tatli and Ramya Korlakai Vinayak. Allerton 2024.

Learning Populations of Preferences via Pairwise Comparison Queries.
Gokcan Tatli, Reid (Yi) Chen, Ramya Korlakai Vinayak. AISTATS 2024.

A Bayesian Perspective for Determinant Minimization Based Robust Structured Matrix Factorization.
Gokcan Tatli, Alper T. Erdogan. ICASSP 2023.

Learning Preference Distributions From Distance Measurements.
Gokcan Tatli, Robert Nowak, Ramya Korlakai Vinayak. Allerton 2022.

Polytopic Matrix Factorization: Determinant Maximization Based Criterion and Identifiability.
Gokcan Tatli, Alper T. Erdogan. IEEE Transactions on Signal Processing 69 (2021).

Generalized Polytopic Matrix Factorization.
Gokcan Tatli, Alper T. Erdogan. ICASSP 2021.