Élise Zhang's repositories
USAD-on-WADI-and-SWaT
Unofficial implementation of the KDD2020 paper "USAD: UnSupervised Anomaly Detection on multivariate time series" on two datasets cited in the papers, "SWaT" (Secure Water Treatment) and "WADI" (Water Distribution)
TS-AD-Datasets
Public datasets for time series anomaly detection
Q-Learning-and-SARSA-CartPoleV1-MountainCarV0
My hands-on practice on basic reinforcement learning algorithms using OpenAI Gym classic control tasks (CartPole-v1, MountainCar-v0).
causal_ccm
Package implementing Convergent Cross Mapping for causality inference in dynamical systems
JWave
A Discrete Fourier Transform (DFT), a Fast Wavelet Transform (FWT), and a Wavelet Packet Transform (WPT) algorithm in 1-D, 2-D, and 3-D using normalized orthogonal (orthonormal) Haar, Coiflet, Daubechie, Legendre and normalized biorthognal wavelets in Java.
nilm_analyzer
Simple, fast and handy data loaders for NILM datasets to explore the data at convenience, provided with basic transformations like resampling, normalization and extract activities by thresholding.
tuning_playbook
A playbook for systematically maximizing the performance of deep learning models.
VAE-NILM
Non-Intrusive Load Monitoring based on VAE model