logo
科言猫学术研究的AI总结
language
手机端手机端
  • Phone Feature微信小程序
简体中文简体中文
notice消息通知
博客博客
delete
arrow
返回

Time Series Machine Learning with Aeon: Classification and Regression

delete2026-01-01
delete0
PRE
AI
M
Matthew Middlehurst *
A
Anthony Bagnall
G
Germain Forestier
A
Ali Ismail-Fawaz
G
Guillaume Antoine
DOI：10.1007/978-3-032-06129-4_26delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
我们介绍了aeon的分类和回归模块，这是一个涵盖所有涉及时间序列的机器学习任务的Python库。aeon遵循scikit-learn API，并与其模型选择和流水线等工具兼容。该工具包包含广泛算法，包括每个时间序列学习任务的最先进和流行基准。我们演示了如何使用aeon工具包执行这些任务，并给出了这些算法可能有用之处的示例。更多信息和工具包模块的介绍视频可在演示网页 https://aeon-tutorials.github.io/ECMLDemo-2025/ 上获取。
Keyword:
Time series
Classification
Regression
aeon

期刊

M
MACHINE LEARNING AND KNOWLEDGE DISCOVERY IN DATABASES. APPLIED DATA SCIENCE TRACK AND DEMO TRACK, ECML PKDD 2025, PT X
IF:
0
论文数:
40
被引数:
0

机构

U
university of southampton
学者数:
3.3W
论文数: 3.2W
被引数: 52
M
monash university
学者数:
9.1K
论文数: 4.1K
被引数: 0
U
universites de strasbourg etablissements associes
学者数:
2.5W
论文数: 1.8W
被引数: 19
学者 查看更多机构
引用论文

引用论文

HIVE-COTE 2.0: a new meta ensemble for time series classificationHive-cote 2.0: 一种新的时间序列分类元集成
errMACHINE LEARNING
IF2.9
err2021-09-24
err132
errOAAI
errMiddlehurst, Matthew; Large, James; Flynn, Michael; Lines, Jason; Bostrom, Aaron; Bagnall, Anthony
err分享
err收藏
Look into the LITE in deep learning for time series classification
errINTERNATIONAL JOURNAL OF DATA SCIENCE AND ANALYTICS
IF2.8
err2025-01-07
err0
errOAAI
errIsmail-Fawaz, Ali; Devanne, Maxime; Berretti, Stefano; Weber, Jonathan; Forestier, Germain
err分享
err收藏
Bake off redux: a review and experimental evaluation of recent time series classification algorithms
errData Mining and Knowledge Discovery
IF0
err2024-04-19
err0
errOAAI
errMatthew Middlehurst; Patrick Schäfer; Anthony Bagnall
err分享
err收藏
Extracting Features from Random Subseries: A Hybrid Pipeline for Time Series Classification and Extrinsic Regression从随机子序列中提取特征：用于时间序列分类和外在回归的混合流水线
errLecture Notes in Computer Science
IF0
err2023-12-20
err0
PREAI
errMatthew Middlehurst; Anthony Bagnall
err分享
err收藏
The Canonical Interval Forest (CIF) Classifier for Time Series Classification
err2020 IEEE International Conference on Big Data (Big Data)
IF0
err2020-12-10
err0
errOAAI
errMatthew Middlehurst; James Large; Anthony Bagnall
err分享
err收藏
The FreshPRINCE: A Simple Transformation Based Pipeline Time Series Classifier
errLecture Notes in Computer Science
IF0
err2022-01-01
err0
PREAI
errMiddlehurst,Matthew; Bagnall,Anthony
err分享
err收藏
Hydra: competing convolutional kernels for fast and accurate time series classification
errData Mining and Knowledge Discovery
IF0
err2023-05-16
err0
errOAAI
errAngus Dempster; Daniel F. Schmidt; Geoffrey I. Webb
err分享
err收藏
The great multivariate time series classification bake off: a review and experimental evaluation of recent algorithmic advances
errData Mining and Knowledge Discovery
IF0
err2020-12-18
err0
errOAAI
errAlejandro Pasos Ruiz; Michael Flynn; James Large; Matthew Middlehurst; Anthony Bagnall
err分享
err收藏
Deep learning for time series classification: a review用于时间序列分类的深度学习: 综述
errData Mining and Knowledge Discovery
IF0
err2019-03-02
err0
errOAAI
errHassan Ismail Fawaz; Germain Forestier; Jonathan Weber; Lhassane Idoumghar; Pierre-Alain Muller
err分享
err收藏
Time series extrinsic regression
errData Mining and Knowledge Discovery
IF0
err2021-03-11
err0
errOAAI
errChang Wei Tan; Christoph Bergmeir; François Petitjean; Geoffrey I. Webb
err分享
err收藏
学者 查看更多内容