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Deeptime: a Python library for machine learning dynamical models from time series data

• Authors : J. Nathan Kutz; Steven L. Brunton; Frank Noé

Subjects: FOS: Computer and information sciences; Computer Science - Machine Learning; Theoretical computer science

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Classification-Based Inference of Dynamical Models of Gene Regulatory Networks

• Authors : Yen Lee Loh; Joanna E. Handzlik; Manu

Subjects: Optimization problem; gap gene regulation; Computational complexity theory

• Source: G3: Genes|Genomes|GeneticsG3: Genes, Genomes, Genetics, Vol 9, Iss 12, Pp 4183-4195 (2019)

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Pedestrian Path, Pose and Intention Prediction through Gaussian Process Dynamical Models and Pedestrian Activity Recognition

• Authors : Miguel Angel Sotelo; Raul Quintero Minguez; David Fernandez-Llorca

Subjects: FOS: Computer and information sciences; Mean squared error; Computer science

• Source: IEEE Transactions on Intelligent Transportation Systems

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Humanoid Robot Motion Modeling Based on Time-Series Data Using Kernel PCA and Gaussian Process Dynamical Models

• Authors : Jian Mi; Yasutake Takahashi

Subjects: 0209 industrial biotechnology; Computer science; business.industry

• Source: Journal of Advanced Computational Intelligence and Intelligent Informatics. 22:965-977

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Accelerating Radiation Computations for Dynamical Models With Targeted Machine Learning and Code Optimization

• Authors : Robin J. Hogan; Eigil Kaas; Robert Pincus

Subjects: PARAMETERIZATION; 010504 meteorology & atmospheric sciences; atmospheric model

• Source: Ukkonen, P, Pincus, R, Hogan, R J, Pagh Nielsen, K & Kaas, E 2020, ' Accelerating Radiation Computations for Dynamical Models With

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Visualizing States of Time-Series Data by Autoregressive Gaussian Process Dynamical Models

• Authors : Nobuhiko Yamaguchi

Subjects: Computer science; 02 engineering and technology; Machine learning

• Source: Journal of Advanced Computational Intelligence and Intelligent Informatics. 21:825-831

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Internet congestion control: from stochastic to dynamical models

• Authors : José Valero; Oscar Martinez-Bonastre; José M. Amigó

Subjects: Mathematical optimization; Stochastic modelling; business.industry

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Twelve quick tips for designing sound dynamical models for bioprocesses

• Authors : Olivier Bernard; Francis Mairet;

Subjects: 0301 basic medicine; Statistical methods; Calibration (statistics)

• Source: PLoS Computational BiologyPLoS Computational Biology, Public Library of Science, 2019, 15 (8), pp.e1007222. ⟨10.1371/journal.pcbi.1007222⟩PLoS Computational Biology, Vol 15, Iss 8, p

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Classification-based Inference of Dynamical Models of Gene Regulatory Networks

• Authors : Manu; David A. Fehr; Yen Lee Loh

Subjects: Regulation of gene expression; Source code; Optimization problem

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A GUI platform for uncertainty quantification of complex dynamical models

• Authors : Wei Gong; Chen Wang; Qingyun Duan

Subjects: Surrogate modeling; Environmental Engineering; 010504 meteorology & atmospheric sciences

• Source: Environmental Modelling & Software. 76:1-12

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