Search Results for author: W. Pan

Found 3 papers, 0 papers with code

Discovering User Types: Mapping User Traits by Task-Specific Behaviors in Reinforcement Learning

no code implementations16 Jul 2023 L. L. Ankile, B. S. Ham, K. Mao, E. Shin, S. Swaroop, F. Doshi-Velez, W. Pan

When assisting human users in reinforcement learning (RL), we can represent users as RL agents and study key parameters, called \emph{user traits}, to inform intervention design.

reinforcement-learning Reinforcement Learning (RL)

On Identification of Sparse Multivariable ARX Model: A Sparse Bayesian Learning Approach

no code implementations30 Sep 2016 J. Jin, Y. Yuan, W. Pan, D. L. T. Pham, C. J. Tomlin, A. Webb, J. Goncalves

With identifiability of the network guaranteed, this paper presents an identification method that infers both the Boolean structure of the network and the internal dynamics between nodes.

Compressive Sensing

A Characterization of the Non-Uniqueness of Nonnegative Matrix Factorizations

no code implementations3 Apr 2016 W. Pan, F. Doshi-Velez

Nonnegative matrix factorization (NMF) is a popular dimension reduction technique that produces interpretable decomposition of the data into parts.

Dimensionality Reduction

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