An empirical evaluation of similarity measures for time series classification

Joan Serrà, Josep Lluís Arcos

Type: Article

Publication Date: 2014-05-05

Citations: 202

DOI: https://doi.org/10.1016/j.knosys.2014.04.035

View Chat PDF

Locations

Knowledge-Based Systems - View
arXiv (Cornell University) - View - PDF
DIGITAL.CSIC (Spanish National Research Council (CSIC)) - View - PDF
DataCite API - View

Similar Works

Action	Title	Year	Authors
+	Experimental Comparison of Representation Methods and Distance Measures for Time Series Data	2010	Xiaoyue Wang Hui Ding Goce Trajcevski Peter Scheuermann Eamonn Keogh
+	Similarity Preserving Representation Learning for Time Series Analysis.	2017	Qi Lei Jinfeng Yi Roman Vaculín Lingfei Wu Inderjit S. Dhillon
+ PDF Chat	A Survey on Time-Series Distance Measures	2024	John Paparrizos Haojun Li Fan Yang Kaize Wu Jens E. d’Hondt Odysseas Papapetrou
+ PDF Chat	Experimental comparison of representation methods and distance measures for time series data	2012	Xiaoyue Wang Abdullah Mueen Hui Ding Goce Trajcevski Peter Scheuermann Eamonn Keogh
+	Elastic Similarity and Distance Measures for Multivariate Time Series	2021	Ahmed Shifaz Charlotte Pelletier François Petitjean Geoffrey I. Webb
+	Proximity Forest 2.0: A new effective and scalable similarity-based classifier for time series	2023	Matthieu Herrmann Chang Wei Tan Mahsa Salehi Geoffrey I. Webb
+ PDF Chat	Elastic similarity and distance measures for multivariate time series	2023	Ahmed Shifaz Charlotte Pelletier François Petitjean Geoffrey I. Webb
+ PDF Chat	Elastic Similarity Measures for Multivariate Time Series Classification	2022	Ahmed Shifaz Charlotte Pelletier François Petitjean Geoffrey I. Webb
+ PDF Chat	Multiscale Dubuc: A New Similarity Measure for Time Series	2024	Mohammad Khazaei Azim Ahmadzadeh Krishna Rukmini Puthucode
+ PDF Chat	Multiscale Dubuc: A New Similarity Measure for Time Series	2024	Mohammad Khazaei Azim Ahmadzadeh Krishna Rukmini Puthucode
+ PDF Chat	Exploring Hierarchical Classification Performance for Time Series Data: Dissimilarity Measures and Classifier Comparisons	2024	Celal Alagöz
+ PDF Chat	The influence of global constraints on similarity measures for time-series databases	2013	Vladimir Kurbalija Miloš Radovanović Zoltan Geler Mirjana Ivanović
+ PDF Chat	Complexity measures and features for times series classification	2022	Francisco J. Baldán José M. Benítez
+ PDF Chat	Déjà vu: A data-centric forecasting approach through time series cross-similarity	2020	Yanfei Kang Evangelos Spiliotis Fotios Petropoulos Nikolaos Athiniotis Feng Li Vassilios Assimakopoulos
+	Complexity Measures and Features for Times Series classification	2020	Francisco J. Baldán José M. Benítez
+	Free congruence: an exploration of expanded similarity measures for time series data	2021	Lucas Cassiel Jacaruso
+ PDF Chat	Free congruence: an exploration of expanded similarity measures for time series data	2021	Lucas Cassiel Jacaruso
+ PDF Chat	TS3IM: Unveiling Structural Similarity in Time Series through Image Similarity Assessment Insights	2024	Yuhan Liu Ke Tu
+	The Lernaean Hydra of Data Series Similarity Search: An Experimental Evaluation of the State of the Art	2020	Karima Echihabi Kostas Zoumpatianos Themis Palpanas Houda Benbrahim
+	Matrix Profile XXVII: A Novel Distance Measure for Comparing Long Time Series	2022	Audrey Der Chin‐Chia Michael Yeh Renjie Wu Junpeng Wang Yan Zheng Zhongfang Zhuang Liang Wang Wei Zhang Eamonn Keogh

Cited by (40)

Action	Title	Year	Authors
+	Failures detection at directional drilling using real-time analogues search.	2019	Ekaterina Gurina Nikita Klyuchnikov Alexey Zaytsev Evgenia Romanenkova Ksenia Antipova Igor Simon В. А. Макаров Dmitry Koroteev
+ PDF Chat	Autoencoder-Based Iterative Modeling and Multivariate Time-Series Subsequence Clustering Algorithm	2023	Jonas Köhne Lars Henning Clemens Gühmann
+ PDF Chat	Modeling Antimicrobial Prescriptions in Scotland: A Spatiotemporal Clustering Approach	2021	Antonia Gieschen Jake Ansell Raffaella Calabrese Belén Martín-Barragán
+	Forecasting of COVID19 per regions using ARIMA models and polynomial functions	2020	Andres Hernandez-Matamoros Hamido Fujita Toshitaka Hayashi Héctor Pérez-Meana
+ PDF Chat	TripMD: Driving patterns investigation via motif analysis	2021	Maria Inês Silva Roberto Henriques
+ PDF Chat	KEWS: A KPIs-Based Evaluation Framework of Workload Simulation On Microservice System	2024	Pengsheng Li Qingfeng Du Shengjie Zhao
+ PDF Chat	Application of machine learning to accidents detection at directional drilling	2019	Ekaterina Gurina Nikita Klyuchnikov Alexey Zaytsev Evgenia Romanenkova Ksenia Antipova Igor Simon В. А. Макаров Dmitry Koroteev
+ PDF Chat	MONROE-Nettest: A configurable tool for dissecting speed measurements in mobile broadband networks	2018	Cise Midoglu Leonhard Wimmer Andra Lutu Özgü Alay Carsten Griwodz
+	Two-stage stochastic energy procurement model for a large consumer in hydrothermal systems	2022	Rodolfo Rodrigues Barrionuevo Silva André Martins Edilaine Martins Soler Edméa Cássia Baptista Antônio Roberto Balbo Leonardo Nepomuceno
+ PDF Chat	Ranking and significance of variable-length similarity-based time series motifs	2016	Joan Serrà Isabel Serra √Ålvaro Corral Josep Lluís Arcos
+ PDF Chat	Particle swarm optimization for time series motif discovery	2015	Joan Serrà Josep Lluís Arcos
+ PDF Chat	Clustering time-series by a novel slope-based similarity measure considering particle swarm optimization	2020	Hossein Kamalzadeh Abbas Ahmadi Saeed Mansour
+ PDF Chat	Forecasting the abnormal events at well drilling with machine learning	2022	Ekaterina Gurina Nikita Klyuchnikov Ksenia Antipova Dmitry Koroteev
+ PDF Chat	An overview of distance and similarity functions for structured data	2020	Santiago Ontañón
+	Dynamic Time Warp Convolutional Networks	2019	Yaniv Shulman
+ PDF Chat	The Fraction of Broken Waves in Natural Surf Zones	2019	Caio Eadi Stringari Hannah E. Power
+ PDF Chat	Sparsification of the alignment path search space in dynamic time warping	2019	Saeid Soheily-Khah Pierre-François Marteau
+ PDF Chat	Two Faces of the Framework for Analysis and Prediction, Part 1 - Education	2018	Vladimir Kurbalija Mirjana Ivanović Zoltan Geler Miloš Radovanović
+	Novel Dense Subgraph Discovery Primitives: Risk Aversion and Exclusion Queries	2019	Charalampos E. Tsourakakis Tianyi Chen Naonori Kakimura Jakub Pachocki
+ PDF Chat	Charting the spatial dynamics of early SARS-CoV-2 transmission in Washington state	2023	Tobias Brett Shweta Bansal Pejman Rohani
+ PDF Chat	A Study on the Effectiveness of Time Series Similarity Measures for the Comparison of Degradation Curves of Similar Engineering Systems	2024	Marcel Braig Peter Zeiler
+ PDF Chat	Improving state estimation through projection post-processing for activity recognition with application to football	2023	Michał Ciszewski Jakob Söhl Geurt Jongbloed
+	An Overview of Distance and Similarity Functions for Structured Data	2020	Santiago Ontañón
+ PDF Chat	CLUSTERING-BASED FEATURE LEARNING ON VARIABLE STARS	2016	Cristóbal Mackenzie Karim Pichara Pavlos Protopapas
+ PDF Chat	Real-time forecasting of COVID-19 spread according to protective behavior and vaccination: autoregressive integrated moving average models	2023	Chieh Cheng Weiming Jiang Byron Fan Yu‐Chieh Cheng Ya‐Ting Hsu Chin‐Fu Hsiao Hsiao‐Han Chang Hsiao‐Hui Tsou
+	Data-driven unsupervised clustering of online learner behaviour	2019	Robert L. Peach Sophia N. Yaliraki David Lefèvre Mauricio Barahona
+ PDF Chat	Free congruence: an exploration of expanded similarity measures for time series data	2021	Lucas Cassiel Jacaruso
+ PDF Chat	Characterizing an epidemiological geography of the United States: influenza as a case study	2021	Grant E. Rosensteel Elizabeth C. Lee Vittoria Colizza Shweta Bansal
+	Report: Dynamic Eye Movement Matching and Visualization Tool in Neuro Gesture	2017	Qiangeng Xu John R. Kender
+	A Novel similarity measure based on eigenvalue distribution	2016	Xu Huang Mansi Ghodsi Hossein Hassani
+	Clustering Time-Series by a Novel Slope-Based Similarity Measure Considering Particle Swarm Optimization	2019	Hossein Kamalzadeh Abbas Ahmadi Saeed Mansour
+	Synthesis of Realistic ECG using Generative Adversarial Networks	2019	Anne Marie Delaney Eoin Brophy Tomás E. Ward
+ PDF Chat	Feature Selection on a Flare Forecasting Testbed: A Comparative Study of 24 Methods	2021	Atharv Yeolekar Sagar Patel Shreejaa Talla Krishna Rukmini Puthucode Azim Ahmadzadeh Viacheslav M. Sadykov Rafal A. Angryk
+	Improving state estimation through projection post-processing for activity recognition in football.	2021	Michał Ciszewski Jakob Söhl Geurt Jongbloed
+ PDF Chat	Automatic Registration and Clustering of Time Series	2021	Michael Weylandt George Michailidis
+ PDF Chat	Novel Dense Subgraph Discovery Primitives: Risk Aversion and Exclusion Queries	2020	Charalampos E. Tsourakakis Tianyi Chen Naonori Kakimura Jakub Pachocki
+ PDF Chat	Towards Similarity-Aware Time-Series Classification	2022	Daochen Zha Kwei-Herng Lai Kaixiong Zhou Xia Hu
+	Application of Machine Learning to accidents detection at directional drilling	2019	Ekaterina Gurina Nikita Klyuchnikov Alexey Zaytsev Evgenia Romanenkova Ksenia Antipova Igor Simon В. А. Макаров Dmitry Koroteev
+	TripMD: Driving patterns investigation via Motif Analysis	2020	Maria Inês Silva Roberto Henriques
+	Modeling Financial Time Series using LSTM with Trainable Initial Hidden States.	2020	Jungsik Hwang

Citing (11)

Action	Title	Year	Authors
+	The Elements of Statistical Learning	2001	Trevor Hastie J. Friedman Robert Tibshirani
+	Statistical Comparisons of Classifiers over Multiple Data Sets	2006	Janez Demšar
+ PDF Chat	Faster retrieval with a two-pass dynamic-time-warping lower bound	2008	Daniel Lemire
+ PDF Chat	Experimental comparison of representation methods and distance measures for time series data	2012	Xiaoyue Wang Abdullah Mueen Hui Ding Goce Trajcevski Peter Scheuermann Eamonn Keogh
+	A DISTANCE MEASURE FOR CLASSIFYING ARIMA MODELS	1990	Domenico Piccolo
+ PDF Chat	Characterization and exploitation of community structure in cover song networks	2012	Joan Serrà Massimiliano Zanin Perfecto Herrera Xavier Serra
+	A Simple Sequentially Rejective Multiple Test Procedure	1979	Sture Holm
+ PDF Chat	Time Warp Edit Distance with Stiffness Adjustment for Time Series Matching	2009	Pierre-François Marteau
+	Nonparametric Statistical Methods.	1974	M. Knott Myles Hollander Douglas A. Wolfe
+	The Elements of Statistical Learning	2009
+	Nonparametric Statistical Methods	2000	Philip H. Ramsey Myles Hollander Douglas A. Wolfe