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A Benchmark Study on Time Series Clustering

20 April 2020

Papers citing "A Benchmark Study on Time Series Clustering"

20 / 20 papers shown

Title
CSTS: A Benchmark for the Discovery of Correlation Structures in Time Series Clustering Isabella Degen Zahraa S Abdallah Henry W J Reeve Kate Robson Brown AI4TS 45 0 0 20 May 2025
Rock the KASBA: Blazingly Fast and Accurate Time Series Clustering Christopher Holder Anthony J. Bagnall 120 0 0 26 Nov 2024
Can time series forecasting be automated? A benchmark and analysis Anvitha Thirthapura Sreedhara Joaquin Vanschoren AI4TS 33 0 0 23 Jul 2024
On the Use of Relative Validity Indices for Comparing Clustering Approaches Luke W. Yerbury R. Campello G. C. Livingston Mark Goldsworthy Lachlan OÑeil 63 2 0 16 Apr 2024
PrivShape: Extracting Shapes in Time Series under User-Level Local Differential Privacy Yulian Mao Qingqing Ye Haibo Hu Qi Wang Kai Huang AI4TS 30 4 0 05 Apr 2024
Profiling and Modeling of Power Characteristics of Leadership-Scale HPC System Workloads A. M. Karimi Naw Safrin Sattar Woong Shin Feiyi Wang 24 3 0 01 Feb 2024
LoCoMotif: Discovering time-warped motifs in time series Daan Van Wesenbeeck Aras Yurtman Wannes Meert Hendrik Blockeel AI4TS 30 2 0 29 Nov 2023
TCGAN: Convolutional Generative Adversarial Network for Time Series Classification and Clustering F. Huang Yangdong Deng GAN AI4TS 55 1 0 09 Sep 2023
TSGBench: Time Series Generation Benchmark Yihao Ang Qiang Huang Yifan Bao Anthony K. H. Tung Zhiyong Huang AI4TS 115 21 0 07 Sep 2023
Time Series Clustering With Random Convolutional Kernels J. Marco-Blanco R. C. Rumín AI4TS 62 12 0 17 May 2023
Unsupervised Deep Learning for IoT Time Series Ya Liu Ying Zhou Kai Yang Xiao Wang AI4TS 116 36 0 07 Feb 2023
Clustering individuals based on multivariate EMA time-series data Mandani Ntekouli Gerasimos Spanakis L. Waldorp A. Roefs 13 2 0 02 Dec 2022
Applications of Machine Learning in Pharmacogenomics: Clustering Plasma Concentration-Time Curves Jackson P. Lautier Stella Grosser Jessica Kim Hyewon Kim Junghi Kim 23 0 0 24 Oct 2022
When Bioprocess Engineering Meets Machine Learning: A Survey from the Perspective of Automated Bioprocess Development Nghia Duong-Trung Stefan Born Jong Woo Kim M. Schermeyer Katharina Paulick ... Thorben Werner Randolf Scholz Lars Schmidt-Thieme Peter Neubauer Ernesto Martinez 78 20 0 02 Sep 2022
A Review and Evaluation of Elastic Distance Functions for Time Series Clustering Christopher Holder Matthew Middlehurst A. Bagnall AI4TS 71 40 0 30 May 2022
Dimension Reduction for time series with Variational AutoEncoders William Todo Béatrice Laurent Jean-Michel Loubes Merwann Selmani AI4TS 6 5 0 23 Apr 2022
Pathways through Conspiracy: The Evolution of Conspiracy Radicalization through Engagement in Online Conspiracy Discussions S. Phadke Mattia Samory Tanushree Mitra 49 27 0 22 Apr 2022
Time Series Clustering for Grouping Products Based on Price and Sales Patterns Aysun Bozanta Seanna Berry Mucahit Cevik Beste Bulut Deniz Yiğit F. F. Gonen Ayse Basar 28 1 0 18 Apr 2022
Detecting CAN Masquerade Attacks with Signal Clustering Similarity Pablo Moriano Robert A. Bridges Michael D. Iannacone 74 12 0 07 Jan 2022
SOMTimeS: Self Organizing Maps for Time Series Clustering and its Application to Serious Illness Conversations A. Javed D. Rizzo Byung Suk Lee R. Gramling AI4TS 38 8 0 26 Aug 2021