Proximity Forest: An effective and scalable distance-based classifier
for time series

Proximity Forest: An effective and scalable distance-based classifier for time series

31 August 2018

Charlotte Pelletier

Lachlan O’Neill

Geoffrey I. Webb

Papers citing "Proximity Forest: An effective and scalable distance-based classifier for time series"

19 / 19 papers shown

Title
Forest Proximities for Time Series Ben Shaw Jake S. Rhodes Soukaina Filali Boubrahimi Kevin R. Moon AI4TS 36 0 0 04 Oct 2024
Capturing Temporal Components for Time Series Classification Venkata Ragavendra Vavilthota Ranjith Ramanathan Sathyanarayanan N. Aakur 33 0 0 20 Jun 2024
Efficient High-Resolution Time Series Classification via Attention Kronecker Decomposition Aosong Feng Jialin Chen Juan Garza Brooklyn Berry Francisco Salazar Yifeng Gao Rex Ying Leandros Tassiulas 46 1 0 07 Mar 2024
Time-Series Classification in Smart Manufacturing Systems: An Experimental Evaluation of State-of-the-Art Machine Learning Algorithms Mojtaba A. Farahani M. R. McCormick R. Harik Thorsten Wuest 25 18 0 04 Oct 2023
QUANT: A Minimalist Interval Method for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 19 9 0 02 Aug 2023
Dynamic Sparse Network for Time Series Classification: Learning What to "see'' Qiao Xiao Boqian Wu Yu Zhang Shiwei Liu Mykola Pechenizkiy Elena Mocanu Decebal Constantin Mocanu AI4TS 38 28 0 19 Dec 2022
Semi-unsupervised Learning for Time Series Classification Padraig Davidson M. Steininger A. Huhn Anna Krause Andreas Hotho 28 1 0 07 Jul 2022
S-Rocket: Selective Random Convolution Kernels for Time Series Classification Hojjat Salehinejad Yang Wang Yuanhao Yu Jingshan Tang S. Valaee AI4TS 39 15 0 07 Mar 2022
A spatiotemporal machine learning approach to forecasting COVID-19 incidence at the county level in the USA Benjamin Lucas Behzad Vahedi M. Karimzadeh OOD 37 31 0 24 Sep 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
MINIROCKET: A Very Fast (Almost) Deterministic Transform for Time Series Classification Angus Dempster Daniel F. Schmidt Geoffrey I. Webb AI4TS 50 355 0 16 Dec 2020
Deep learning for time series classification Hassan Ismail Fawaz BDL AI4TS 43 35 0 01 Oct 2020
Monash University, UEA, UCR Time Series Extrinsic Regression Archive Chang Wei Tan Christoph Bergmeir F. Petitjean Geoffrey I. Webb AI4TS 36 24 0 19 Jun 2020
Omni-Scale CNNs: a simple and effective kernel size configuration for time series classification Wensi Tang Guodong Long Lu Liu Dinesh Manocha Michael Blumenstein Jing Jiang AI4TS 24 99 0 24 Feb 2020
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
InceptionTime: Finding AlexNet for Time Series Classification Hassan Ismail Fawaz Benjamin Lucas Germain Forestier Charlotte Pelletier Daniel F. Schmidt J. Weber Geoffrey I. Webb L. Idoumghar Pierre-Alain Muller Franccois Petitjean AI4TS 104 1,073 0 11 Sep 2019
Scalable Dictionary Classifiers for Time Series Classification Matthew Middlehurst William D. Vickers A. Bagnall 14 61 0 26 Jul 2019
TS-CHIEF: A Scalable and Accurate Forest Algorithm for Time Series Classification Ahmed Shifaz Charlotte Pelletier F. Petitjean Geoffrey I. Webb AI4TS 26 183 0 25 Jun 2019
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 136 2,648 0 12 Sep 2018