Search Results for author: Zulqarnain Khan

Found 4 papers, 1 papers with code

Analyzing Explainer Robustness via Lipschitzness of Prediction Functions

no code implementations24 Jun 2022 Zulqarnain Khan, Davin Hill, Aria Masoomi, Joshua Bone, Jennifer Dy

We provide lower bound guarantees on the astuteness of a variety of explainers (e. g., SHAP, RISE, CXPlain) given the Lipschitzness of the prediction function.

Deep Markov Spatio-Temporal Factorization

1 code implementation22 Mar 2020 Amirreza Farnoosh, Behnaz Rezaei, Eli Zachary Sennesh, Zulqarnain Khan, Jennifer Dy, Ajay Satpute, J. Benjamin Hutchinson, Jan-Willem van de Meent, Sarah Ostadabbas

This results in a flexible family of hierarchical deep generative factor analysis models that can be extended to perform time series clustering or perform factor analysis in the presence of a control signal.

Clustering Time Series +3

Deep Kernel Learning for Clustering

no code implementations9 Aug 2019 Chieh Wu, Zulqarnain Khan, Yale Chang, Stratis Ioannidis, Jennifer Dy

We propose a deep learning approach for discovering kernels tailored to identifying clusters over sample data.

Clustering Deep Clustering

Cannot find the paper you are looking for? You can Submit a new open access paper.