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03/11/2023
Machine Learning Enhanced Hankel Dynamic-Mode Decomposition
While the acquisition of time series has become increasingly more straig...
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06/14/2021
Next Generation Reservoir Computing
Reservoir computing is a best-in-class machine learning algorithm for pr...
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10/06/2020
ERFit: Entropic Regression Fit Matlab Package, for Data-Driven System Identification of Underlying Dynamic Equations
Data-driven sparse system identification becomes the general framework f...
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06/01/2020
Data-Driven Learning of Boolean Networks and Functions by Optimal Causation Entropy Principle (BoCSE)
Boolean functions and networks are commonly used in the modeling and ana...
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04/21/2020
An Early Warning Sign of Critical Transition in The Antarctic Ice Sheet. A New Data Driven Tool for Spatiotemporal Tipping Point
In this paper, we introduce a new tool for data-driven discovery of earl...
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04/19/2020
Informative Ranking of Stand Out Collections of Symptoms: A New Data-Driven Approach to Identify the Strong Warning Signs of COVID 19
We develop here a data-driven approach for disease recognition based on ...
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02/06/2020
Inference of Polygenic Factors Associated with Breast Cancer Gene Interaction Networks from Discrete Data Utilizing Poisson Multivariate Mutual Information
In this work we introduce a new methodology to infer from gene expressio...
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12/18/2019
Geometric Considerations of a Good Dictionary for Koopman Analysis of Dynamical Systems
Representation of a dynamical system in terms of simplifying modes is a ...
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05/16/2019
How Entropic Regression Beats the Outliers Problem in Nonlinear System Identification
System identification (SID) is central in science and engineering applic...
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02/04/2018
Anatomy of Leadership in Collective Behaviour
Understanding the mechanics behind the coordinated movement of mobile an...
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02/04/2018
The Anatomy of Leadership in Collective Behaviour
Understanding the mechanics behind the coordinated movement of mobile an...
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11/04/2016
Statistical Inverse Formulation of Optical Flow with Uncertainty Quantification
Optical flow refers to the visual motion observed between two consecutiv...
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04/24/2006
