sktime: A Unified Interface for Machine Learning with Time Series

17 September 2019

Papers citing "sktime: A Unified Interface for Machine Learning with Time Series"

25 / 25 papers shown

Title
Algorithm Selection with Probing Trajectories: Benchmarking the Choice of Classifier Model Quentin Renau E. Hart 29 0 0 20 Jan 2025
ALPEC: A Comprehensive Evaluation Framework and Dataset for Machine Learning-Based Arousal Detection in Clinical Practice Stefan Kraft Andreas Theissler Vera Wienhausen-Wilke Philipp Walter Gjergji Kasneci 33 0 0 20 Sep 2024
TSCMamba: Mamba Meets Multi-View Learning for Time Series Classification Md Atik Ahamed Qiang Cheng Mamba 68 1 0 06 Jun 2024
Forecasting with Hyper-Trees Alexander März Kashif Rasul 44 0 0 13 May 2024
Evaluating ROCKET and Catch22 features for calf behaviour classification from accelerometer data using Machine Learning models Oshana Dissanayake Sarah McPherson Joseph Allyndree Emer Kennedy Padraig Cunningham Lucile Riaboff 21 2 0 28 Apr 2024
Stable Neural Stochastic Differential Equations in Analyzing Irregular Time Series Data YongKyung Oh Dongyoung Lim Sungil Kim AI4TS 43 13 0 22 Feb 2024
Deep Learning for Multivariate Time Series Imputation: A Survey Jun Wang Wenjie Du Yiyuan Yang Linglong Qian Wei Cao Keli Zhang Wenjia Wang Yuxuan Liang Qingsong Wen AI4TS SyDa BDL 48 38 0 06 Feb 2024
Clairvoyance: A Pipeline Toolkit for Medical Time Series Daniel Jarrett Jinsung Yoon Ioana Bica Zhaozhi Qian A. Ercole M. Schaar AI4TS 29 35 0 28 Oct 2023
Detach-ROCKET: Sequential feature selection for time series classification with random convolutional kernels Gonzalo Uribarri Federico Barone A. Ansuini Erik Fransén AI4TS 45 6 0 25 Sep 2023
Automatic Feature Engineering for Time Series Classification: Evaluation and Discussion Aurélien Renault A. Bondu V. Lemaire D. Gay AI4TS 33 1 0 02 Aug 2023
Time Series Clustering With Random Convolutional Kernels J. Marco-Blanco R. C. Rumín AI4TS 30 11 0 17 May 2023
TemporAI: Facilitating Machine Learning Innovation in Time Domain Tasks for Medicine Evgeny S. Saveliev M. Schaar 29 4 0 28 Jan 2023
Greedy Modality Selection via Approximate Submodular Maximization Runxiang Cheng Gargi Balasubramaniam Yifei He Yao-Hung Hubert Tsai Han Zhao 21 1 0 22 Oct 2022
An Empirical Evaluation of Multivariate Time Series Classification with Input Transformation across Different Dimensions Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal AI4TS 24 1 0 14 Oct 2022
Automated Mobility Context Detection with Inertial Signals Antonio Bevilacqua L. Alcock Brian Caulfield Eran Gazit C. Hansen N. Ireson Georgiana Ifrim 30 1 0 16 May 2022
3D Visual Tracking to Quantify Physical Contact Interactions in Human-to-Human Touch Shan Xu Chang Xu S. McIntyre Haakan Olausson G. J. Gerling 24 5 0 12 Apr 2022
Taking ROCKET on an Efficiency Mission: Multivariate Time Series Classification with LightWaveS Leonardos Pantiskas K. Verstoep Mark Hoogendoorn Henri E. Bal 37 6 0 04 Apr 2022
A Review of Open Source Software Tools for Time Series Analysis Yunus Parvej Faniband I. Ishak S. M. Sait AI4TS 27 6 0 10 Mar 2022
Review of automated time series forecasting pipelines Stefan Meisenbacher Marian Turowski Kaleb Phipps Martin Ratz D. Muller V. Hagenmeyer Ralf Mikut TPM AI4TS 25 52 0 03 Feb 2022
Deeptime: a Python library for machine learning dynamical models from time series data Moritz Hoffmann Martin K. Scherer Tim Hempel Andreas Mardt Brian M. de Silva ... Stefan Klus Hao Wu N. Kutz Steven L. Brunton Frank Noé AI4CE 33 101 0 28 Oct 2021
Darts: User-Friendly Modern Machine Learning for Time Series J. Herzen Francesco Lässig Samuele Giuliano Piazzetta T. Neuer Léo Tafti ... Mounir Benheddi Camila Williamson Michal Kosinskihttps://www.semanticscholar.org/me/account M. Petrik Gaël Grosch AI4TS 45 216 0 07 Oct 2021
LIFE: Learning Individual Features for Multivariate Time Series Prediction with Missing Values Zhao Zhang Shao-Qun Zhang Yuan Jiang Zhi-Hua Zhou AI4TS 29 6 0 30 Sep 2021
Monash Time Series Forecasting Archive Rakshitha Godahewa Christoph Bergmeir Geoffrey I. Webb Rob J. Hyndman Pablo Montero-Manso AI4TS 24 145 0 14 May 2021
Elastic Similarity and Distance Measures for Multivariate Time Series Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 38 18 0 20 Feb 2021
A tale of two toolkits, report the first: benchmarking time series classification algorithms for correctness and efficiency A. Bagnall Franz J. Király M. Löning Matthew Middlehurst George Oastler AI4TS 14 6 0 12 Sep 2019