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lyzl2010's Projects

dga icon dga

Code for the 2012 IEEE Transactions on Power Delivery paper on "Statistical Machine Learning and Dissolved Gas Analysis: A Review"

dipcasegment icon dipcasegment

To segment a multivariate time series using the DiPCA algorithm.

dlinear icon dlinear

This is an official implementation for "Are Transformers Effective for Time Series Forecasting?"

domain-adaptation-toolbox icon domain-adaptation-toolbox

Wrappers and implementations of several domain adaptation / transfer learning / semi-supervised learning algorithms

dqn-tensorflow icon dqn-tensorflow

Tensorflow implementation of Human-Level Control through Deep Reinforcement Learning

eeg-transformer icon eeg-transformer

i. A practical application of Transformer (ViT) on 2-D physiological signal (EEG) classification tasks. Also could be tried with EMG, EOG, ECG, etc. ii. Including the attention of spatial dimension (channel attention) and *temporal dimension*. iii. Common spatial pattern (CSP), an efficient feature enhancement method, realized with Python.

etna icon etna

ETNA – Time-Series Library

fcanet icon fcanet

FcaNet: Frequency Channel Attention Networks

fgpaa icon fgpaa

Fault-Attention Generative Probabilistic Adversarial Autoencoder for Machine Anomaly Detection

fitlog icon fitlog

fitlog是一款在深度学习训练中用于辅助用户记录日志和管理代码的工具

flight-delays icon flight-delays

Transfer learning for flight-delay prediction via variational autoencoders in Keras

flow-forecast icon flow-forecast

Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).

fsl-global icon fsl-global

Few-Shot Learning with Global Class Representations

gdn icon gdn

Implementation code for the paper "Graph Neural Network-Based Anomaly Detection in Multivariate Time Series" (AAAI 2021)

generalization-causality icon generalization-causality

关于domain generalization,domain adaptation,causality,robutness,prompt,optimization,generative model各式各样研究的阅读笔记

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