irregular-time-series 开源项目推荐（29 个）

TSCenter /awesome-time-series-papers

来自顶级人工智能场所的最新时间序列论文和代码的精彩列表。

WenjieDu /Awesome_Imputation

Awesome Deep Learning for Time-Series Imputation, including an unmissable paper and tool list about applying neural networks to impute incomplete time series containing NaN missing values/data

mims-harvard /Raindrop

Graph Neural Networks for Irregular Time Series

JeremyChou28 /Awesome-irregular-incomplete-time-series

An awesome project on irregular time series and incomplete time series

fipelle /MessyTimeSeries.jl

A Julia implementation of basic tools for time series analysis compatible with incomplete data.

Ladbaby /PyOmniTS

🔬 A Researcher&Agent-Friendly Framework for Time Series Analysis. Train Any Model on Any Dataset!

oscarescuderoarnanz /dtwParallel

Dynamic Time Warping

fspinna /pyrregular

Irregular time series in Python: datasets, classifiers and the benchmark from our ICLR 2026 paper.

Aarhus-Psychiatry-Research /timeseriesflattener

Converting irregularly spaced time series, such as eletronic health records, into dataframes for tabular classification.

fipelle /replication-pellegrino-2022-hyperparameters

Elastic-net VARMA: hyperparameter optimisation, estimation and forecasting

JeremyChou28 /Daily-Arxiv-Tools

This repository implements an automated crawling tool for topics about "data mining" papers from the arXiv preprint website.

HaonanWen /Under-Cali

Official code for "Online Irregular Multivariate Time Series Forecasting via Uncertainty-Driven Dual-Expert Calibration"

fspinna /borf

Fast, interpretable Bag-of-Receptive-Fields (BORF) features for regular and irregular time series classification, with saliency explanations. IEEE Access 2024.

ku-milab /MIAM

Pytorch implementation of "Multi-view Integration Learning for Irregularly-sampled Clinical Time Series" (Under review, JBHI)

TheQuantScientist /CryptMAGE

[Financial Innovation] The official repo for the paper: "CryptMAGE: Vision Transformer for Intraday Cryptocurrency Time Series Price Movements Recognition".

KGML-lab /LakeFM

[KDD 2026] Toward Domain-specific Foundation Models capable of handling irregular multivariate multi-depth time-series data

abhilash-neog /LakeFM

[KDD 2026] Scientific Foundation Model for Environmental Systems

mazid-rafee /irregular-ts-water-quality-ml

Research on deep learning models to handle irregular time series water quality data. Data are collected from USGS, DbHydro databases. Data can be loosely termed as irregularly regular.

agoldin /LombScargleL1

Lomb Scargle L1 version, as described in Makarov et al. 2024 (arXiv:2405.12324)

GranzinKosek350 /astra-triage

Cross-stream attentive fusion of postoperative ultrasound and inflammatory markers for intra-abdominal infection triage