Search Results for author: Simon Valentin

Found 3 papers, 1 papers with code

Probabilistic Demand Forecasting with Graph Neural Networks

no code implementations23 Jan 2024 Nikita Kozodoi, Elizaveta Zinovyeva, Simon Valentin, João Pereira, Rodrigo Agundez

We also show that our approach produces article embeddings that encode article similarity and demand dynamics and are useful for other downstream business tasks beyond forecasting.

Attribute Decision Making +1

Designing Optimal Behavioral Experiments Using Machine Learning

1 code implementation12 May 2023 Simon Valentin, Steven Kleinegesse, Neil R. Bramley, Peggy Seriès, Michael U. Gutmann, Christopher G. Lucas

As compared to experimental designs commonly used in the literature, we show that our optimal designs more efficiently determine which of a set of models best account for individual human behavior, and more efficiently characterize behavior given a preferred model.

Decision Making Experimental Design

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