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A Benchmark Study on Time Series Clustering

Machine Learning with Applications (MLWA), 2020

20 April 2020

Papers citing "A Benchmark Study on Time Series Clustering"

22 / 22 papers shown

Establishing Validity for Distance Functions and Internal Clustering Validity Indices in Correlation Space

321

22 Jul 2025

CSTS: A Benchmark for the Discovery of Correlation Structures in Time Series Clustering

318

20 May 2025

Quantitative Evaluation of Motif Sets in Time Series

268

12 Dec 2024

Rock the KASBA: Blazingly Fast and Accurate Time Series Clustering

Christopher Holder

Anthony J. Bagnall

317

26 Nov 2024

Can time series forecasting be automated? A benchmark and analysis

Anvitha Thirthapura Sreedhara

Joaquin Vanschoren

AI4TS

226

23 Jul 2024

On the Use of Relative Validity Indices for Comparing Clustering Approaches

284

16 Apr 2024

PrivShape: Extracting Shapes in Time Series under User-Level Local Differential Privacy

Qingqing Ye

205

05 Apr 2024

Profiling and Modeling of Power Characteristics of Leadership-Scale HPC System Workloads

103

01 Feb 2024

LoCoMotif: Discovering time-warped motifs in time seriesData mining and knowledge discovery (DMKD), 2023

185

29 Nov 2023

TCGAN: Convolutional Generative Adversarial Network for Time Series Classification and ClusteringData mining and knowledge discovery (DMKD), 2023

F. Huang

Yangdong Deng

GAN AI4TS

271

09 Sep 2023

TSGBench: Time Series Generation BenchmarkProceedings of the VLDB Endowment (PVLDB), 2023

505

07 Sep 2023

Time Series Clustering With Random Convolutional KernelsData mining and knowledge discovery (DMKD), 2023

J. Marco-Blanco

R. C. Rumín

AI4TS

339

17 May 2023

Unsupervised Deep Learning for IoT Time SeriesIEEE Internet of Things Journal (IEEE IoT J.), 2023

524

07 Feb 2023

Clustering individuals based on multivariate EMA time-series data

Mandani Ntekouli

Gerasimos Spanakis

L. Waldorp

A. Roefs

118

02 Dec 2022

Applications of Machine Learning in Pharmacogenomics: Clustering Plasma Concentration-Time CurvesJournal of Biopharmaceutical Statistics (J Biopharm Stat), 2022

117

24 Oct 2022

When Bioprocess Engineering Meets Machine Learning: A Survey from the Perspective of Automated Bioprocess DevelopmentBiochemical engineering journal (Biochem. Eng. J.), 2022

...

309

02 Sep 2022

A Review and Evaluation of Elastic Distance Functions for Time Series ClusteringKnowledge and Information Systems (KAIS), 2022

276

30 May 2022

Dimension Reduction for time series with Variational AutoEncoders

23 Apr 2022

Pathways through Conspiracy: The Evolution of Conspiracy Radicalization through Engagement in Online Conspiracy DiscussionsInternational Conference on Web and Social Media (ICWSM), 2022

S. Phadke

Mattia Samory

Tanushree Mitra

261

22 Apr 2022

Time Series Clustering for Grouping Products Based on Price and Sales PatternsJournal of Special Topics in Information Technology and Management (JSTITM), 2022

101

18 Apr 2022

Detecting CAN Masquerade Attacks with Signal Clustering Similarity

Pablo Moriano

Robert A. Bridges

Michael D. Iannacone

326

07 Jan 2022

SOMTimeS: Self Organizing Maps for Time Series Clustering and its Application to Serious Illness ConversationsData mining and knowledge discovery (DMKD), 2021

180

26 Aug 2021