#
Starred repositories
Reproduction package for the GRU experiments of the paper "Direct data-driven forecast of local turbulent heat flux in Rayleigh–Bénard convection".
This repository contains a reading list of papers on Time Series Segmentation. This repository is still being continuously improved.
change point detection and network inference for piecewise stationary data
Matlab application designed to change point detection analysis.
Online Change-point Detection Algorithm for Multi-Variate Data: Applications on Human/Robot Demonstrations.
Bayesian Change-Point Detection and Time Series Decomposition
Implementation of the Bayesian Online Change-point Detector of Ryan Prescott Adams and David McKay (2007).
Time Series Change Point Detection based on Contrastive Predictive Coding
A simple and flexible code for Reservoir Computing architectures like Echo State Networks
MTS-Mixers: Multivariate Time Series Forecasting via Factorized Temporal and Channel Mixing
[NeurIPS 2024 Spotlight] Official repository of the CycleNet paper: "CycleNet: Enhancing Time Series Forecasting through Modeling Periodic Patterns". This work is developed by the Lab of Professor …
Deep Probabilistic Koopman: long-term time-series forecasting under quasi-periodic uncertainty
A set of examples around pytorch in Vision, Text, Reinforcement Learning, etc.
MatLab code for Srpinger book 'Advanced Data Analysis in Neuroscience'
A Guide to Reconstructing Dynamical Systems from Neural Measurements Using Recurrent Neural Networks
Implementation of the AL-RNN architecture for dynamical systems reconstruction and time series forecasting.
MATLAB Code and data for Koppe, G et al. (2019), PLOS Computational Biology
1
Updated Nov 4, 2019
MATLAB Code and data for Koppe, G et al. (2019), PLOS Computational Biology
A MatLab package for System Identification using linear and nonlinear auto-regresive models (N)AR, (N)ARX and (N)ARMAX models
Implementation of a recurrent neural network based Observer/Identifier for highly Non-Linear Dynamical Systems, using the Lorenz Attractor as a test case.
Reservoir-computing based associative memory and itinerancy for complex dynamical attractors
MATLAB code for estimating parameters for phase space reconstruction of multivariate data.
Data-driven reduced order modeling for nonlinear dynamical systems