npschafer / MTS-DA
Data augmentation for multivariate time series classification
☆27Updated 5 years ago
Alternatives and similar repositories for MTS-DA:
Users that are interested in MTS-DA are comparing it to the libraries listed below
- Data augmentation using synthetic data for time series classification with deep residual networks☆185Updated 6 years ago
- Data augmentation using synthetic data for time series classification with deep residual networks☆11Updated 5 years ago
- Multivariate LSTM Fully Convolutional Networks for Time Series Classification☆102Updated 6 years ago
- GRU-FCN model for univariate time series classification☆26Updated 5 years ago
- Multivariate Time Series Classification Model with Attentional Prototype Network☆44Updated 6 years ago
- Source code for "Multi-Source Deep Domain Adaptation with Weak Supervision for Time-Series Sensor Data" (KDD 2020)☆54Updated 4 years ago
- A curated list of time series augmentation resources.☆64Updated 3 years ago
- Transfer Learning for Time Series Prediction Task☆104Updated 5 years ago
- This repository contains the time series segmentation benchmark (TSSB).☆65Updated 8 months ago
- Disjoint-CNN for Multivariate Time Series Classification☆22Updated last year
- PyTorch implementations of neural networks for timeseries classification☆111Updated 3 years ago
- ☆117Updated 2 years ago
- ☆93Updated last year
- This is the GitHub repository for our publication "A new attention mechanism to classify multivariate time series", by Yifan Hao and Huip…☆29Updated 3 years ago
- Deep Neural Network Ensembles for Time Series Classification☆111Updated last year
- [TPAMI 2023] Self-supervised Contrastive Representation Learning for Semi-supervised Time-Series Classification☆138Updated 10 months ago
- Generation of Time Series data using generatuve adversarial networks (GANs) for biological purposes.☆113Updated 5 years ago
- combine wavelet transform and attention mechanism for time series forecasting or classification☆29Updated 6 years ago
- ☆137Updated 2 years ago
- Contrastive Learning for Time Series☆38Updated last year
- Multivariate timeseries similarity compare, MTS, DTW, PCA, CPCA☆27Updated 5 years ago
- A model to generate time series data with the purpose of augmenting a dataset of various time series.☆62Updated 5 years ago
- A non-official pytorch implementation of the DTC model for time series classification.☆51Updated 3 years ago
- Unofficial Pytorch implementation of Inception layer for time series classification and its possible transposition for further use in Var…☆48Updated 2 years ago
- SSIM - A Deep Learning Approach for Recovering Missing Time Series Sensor Data☆40Updated 3 years ago
- ☆37Updated last year
- Repository for the paper "SMATE: Semi-Supervised Spatio-Temporal Representation Learning on Multivariate Time Series" in ICDM 2021☆20Updated 5 months ago
- Minimal Working Example of a (baseline) Temporal Convolutional Autoencoder (TCN-AE) for Anomaly Detection in Time Series☆48Updated 3 years ago
- Time series missing data imputation with Temporal Convolutional Denoising Autoencoder☆18Updated 7 months ago
- Time Series Classification Benchmark with LSTM, VGG, ResNet☆59Updated 7 years ago