Search Results for author: Robin Schmucker

Found 4 papers, 3 papers with code

Assessing the Knowledge State of Online Students -- New Data, New Approaches, Improved Accuracy

1 code implementation4 Sep 2021 Robin Schmucker, Jingbo Wang, Shijia Hu, Tom M. Mitchell

This student performance (SP) modeling problem, also known as knowledge tracing, is a critical step for building adaptive online teaching systems.

Knowledge Tracing

Multi-objective Asynchronous Successive Halving

1 code implementation23 Jun 2021 Robin Schmucker, Michele Donini, Muhammad Bilal Zafar, David Salinas, Cédric Archambeau

Hyperparameter optimization (HPO) is increasingly used to automatically tune the predictive performance (e. g., accuracy) of machine learning models.

Fairness Hyperparameter Optimization +2

Bandit Linear Optimization for Sequential Decision Making and Extensive-Form Games

no code implementations8 Mar 2021 Gabriele Farina, Robin Schmucker, Tuomas Sandholm

Tree-form sequential decision making (TFSDM) extends classical one-shot decision making by modeling tree-form interactions between an agent and a potentially adversarial environment.

Decision Making

Fair Bayesian Optimization

1 code implementation9 Jun 2020 Valerio Perrone, Michele Donini, Muhammad Bilal Zafar, Robin Schmucker, Krishnaram Kenthapadi, Cédric Archambeau

Moreover, our method can be used in synergy with such specialized fairness techniques to tune their hyperparameters.

Fairness

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