Low-cost scalable discretization, prediction, and feature selection for complex systems

Author:

Gerber S.1ORCID,Pospisil L.2,Navandar M.1,Horenko I.2ORCID

Affiliation:

1. Center of Computational Sciences, Johannes-Gutenberg-University of Mainz, PhysMat/Staudingerweg 9, 55128 Mainz, Germany.

2. Faculty of Informatics, Universita della Svizzera Italiana, Via G. Buffi 13, 6900 Lugano Switzerland.

Abstract

The introduced data-driven tool allows simultaneous feature selection, model inference, and marked cost and quality gains.

Funder

Carl-Zeiss-Stiftung

Deutsche Forschungsgemeinschaft

Publisher

American Association for the Advancement of Science (AAAS)

Subject

Multidisciplinary

Reference45 articles.

1. A. Stuart A. Humphries Dynamical systems and numerical analysis in Cambridge Monographs on Applied Mathematics (Cambridge Univ. Press 1998) vol. 8.

2. A. J. Chorin O. H. Hald Stochastic Tools in Mathematics and Science (Springer ed. 3 2013).

3. Bayesian Inference for Causal Effects: The Role of Randomization

4. D. B. Rubin Bayesian Data Analysis (Chapman and Hall/CRC Texts in Statistical Science ed. 3 2013).

5. Ch. Schütte M. Sarich Metastability and Markov state models in molecular dynamics: Modeling analysis algorithmic approaches in Courant Lecture Notes in Mathematics (American Mathematical Soc. 2013) vol. 24.

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