Experimental Comparison of Representation Methods and Distance Measures for Time Series Data

9 December 2010

Eamonn Keogh

Papers citing "Experimental Comparison of Representation Methods and Distance Measures for Time Series Data"

50 / 64 papers shown

Title
Unsupervised Learning: Comparative Analysis of Clustering Techniques on High-Dimensional Data Vishnu Vardhan Baligodugula Fathi Amsaad 38 0 0 29 Mar 2025
Machine learning-based classification for Single Photon Space Debris Light Curves Nadine M. Trummer Amit Reza Michael A. Steindorfer Christiane Helling 89 0 0 27 Nov 2024
SPINEX-TimeSeries: Similarity-based Predictions with Explainable Neighbors Exploration for Time Series and Forecasting Problems Ahmed Z Naser M. Z. Naser AI4TS 57 3 0 04 Aug 2024
LETS-C: Leveraging Text Embedding for Time Series Classification Rachneet Kaur Zhen Zeng T. Balch Manuela Veloso AI4TS 79 0 0 09 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 65 2 0 16 Apr 2024
Sketching Multidimensional Time Series for Fast Discord Mining Chin-Chia Michael Yeh Yan Zheng Menghai Pan Huiyuan Chen Zhongfang Zhuang Junpeng Wang Liang Wang Wei Zhang Jeff M. Phillips Eamonn J. Keogh AI4TS 67 7 0 05 Nov 2023
Determining the Optimal Number of Clusters for Time Series Datasets with Symbolic Pattern Forest Md. Nishat Raihan AI4TS 47 2 0 01 Oct 2023
Deep state-space modeling for explainable representation, analysis, and generation of professional human poses B. E. Olivas-Padilla Alina Glushkova S. Manitsaris 54 0 0 13 Apr 2023
NP-Free: A Real-Time Normalization-free and Parameter-tuning-free Representation Approach for Open-ended Time Series Ming-Chang Lee Jia-Chun Lin Volker Stolz AI4TS 50 1 0 12 Apr 2023
Motion Capture Benchmark of Real Industrial Tasks and Traditional Crafts for Human Movement Analysis B. E. Olivas-Padilla Alina Glushkova S. Manitsaris 33 8 0 03 Apr 2023
Patterns Detection in Glucose Time Series by Domain Transformations and Deep Learning J. Alvarado J. M. Velasco F. Chávez J. I. Hidalgo F. F. D. Vega AI4TS 78 0 0 30 Mar 2023
From Time Series to Networks in R with the ts2net Package L. N. Ferreira AI4TS 40 2 0 20 Aug 2022
SECLEDS: Sequence Clustering in Evolving Data Streams via Multiple Medoids and Medoid Voting A. Nadeem S. Verwer AI4TS 18 2 0 24 Jun 2022
Towards Symbolic Time Series Representation Improved by Kernel Density Estimators Matej Kloska Viera Rozinajová AI4TS 13 1 0 25 May 2022
Automated Mobility Context Detection with Inertial Signals Antonio Bevilacqua L. Alcock Brian Caulfield Eran Gazit C. Hansen N. Ireson Georgiana Ifrim 63 1 0 16 May 2022
Unsupervised Driving Behavior Analysis using Representation Learning and Exploiting Group-based Training S. Bandyopadhyay Anish Datta Shruti Sachan A. Pal 15 3 0 12 May 2022
A Lightweight and Accurate Spatial-Temporal Transformer for Traffic Forecasting Guanyao Li Shuhan Zhong Shueng-Han Gary Chan Ruiyuan Li Chih-Chieh Hung Wen-Chih Peng AI4TS 79 29 0 30 Dec 2021
Clustering of longitudinal data: A tutorial on a variety of approaches N. D. Teuling Steffen Pauws Edwin R. van den Heuvel 31 8 0 10 Nov 2021
The Exploitation of Distance Distributions for Clustering M. Thrun 24 5 0 22 Aug 2021
On the Use of Time Series Kernel and Dimensionality Reduction to Identify the Acquisition of Antimicrobial Multidrug Resistance in the Intensive Care Unit Óscar Escudero-Arnanz Joaquín Rodríguez-Álvarez Karl Øyvind Mikalsen Robert Jenssen C. Soguero-Ruíz 84 3 0 07 Jul 2021
Implementation and Evaluation of a Multivariate Abstraction-Based, Interval-Based Dynamic Time-Warping Method as a Similarity Measure for Longitudinal Medical Records Yuval Shahar Matan Lion 17 7 0 18 May 2021
Accuracy Improvement for Fully Convolutional Networks via Selective Augmentation with Applications to Electrocardiogram Data Lucas Cassiel Jacaruso 22 5 0 25 Apr 2021
The Arousal video Game AnnotatIoN (AGAIN) Dataset Dávid Melhárt Antonios Liapis Georgios N. Yannakakis 92 23 0 06 Apr 2021
Early Abandoning and Pruning for Elastic Distances including Dynamic Time Warping Matthieu Herrmann Geoffrey I. Webb AI4TS 59 19 0 10 Feb 2021
TC-DTW: Accelerating Multivariate Dynamic Time Warping Through Triangle Inequality and Point Clustering Daniel Shen Min Chi 25 18 0 15 Jan 2021
Hierarchical Clustering using Auto-encoded Compact Representation for Time-series Analysis S. Bandyopadhyay Anish Datta A. Pal AI4TS 22 5 0 11 Jan 2021
Early Abandoning PrunedDTW and its application to similarity search Matthieu Herrmann Geoffrey I. Webb 29 2 0 11 Oct 2020
Shape-CD: Change-Point Detection in Time-Series Data with Shapes and Neurons Varsha Suresh Wei Tsang Ooi AI4TS 31 0 0 22 Jul 2020
Leveraging the Self-Transition Probability of Ordinal Pattern Transition Graph for Transportation Mode Classification I. Cardoso-Pereira J. Borges P. H. Barros A. Loureiro O. Rosso Heitor S. Ramos 18 0 0 16 Jul 2020
TripMD: Driving patterns investigation via Motif Analysis M. Silva R. Henriques 10 5 0 07 Jul 2020
Interpretable Time Series Classification using Linear Models and Multi-resolution Multi-domain Symbolic Representations Thach le Nguyen S. Gsponer Iulia Ilie Martin O'Reilly Georgiana Ifrim AI4TS 69 108 0 31 May 2020
Approaches and Applications of Early Classification of Time Series: A Review Ashish Gupta Hari Prabhat Gupta Bhaskar Biswas Tanima Dutta AI4TS 65 86 0 06 May 2020
A Benchmark Study on Time Series Clustering A. Javed B. Lee D. Rizzo AI4TS 50 115 0 20 Apr 2020
Clustering Time Series Data through Autoencoder-based Deep Learning Models Neda Tavakoli Sima Siami‐Namini Mahdi Adl Khanghah Fahimeh Mirza Soltani A. Namin AI4TS 32 11 0 11 Apr 2020
Data Curves Clustering Using Common Patterns Detection Konstantinos F. Xylogiannopoulos 27 1 0 05 Jan 2020
An empirical study of neural networks for trend detection in time series Alexandre Miot Gilles Drigout AI4TS 57 2 0 09 Dec 2019
Time2Graph: Revisiting Time Series Modeling with Dynamic Shapelets Ziqiang Cheng Yang Yang Wei Wang Wenjie Hu Yueting Zhuang Guojie Song AI4TS 85 63 0 11 Nov 2019
Time series classification for varying length series Chang Wei Tan F. Petitjean Eamonn Keogh Geoffrey I. Webb AI4TS 57 32 0 10 Oct 2019
Discovering patterns of online popularity from time series M. Ozer Anna Sapienza A. Abeliuk Goran Murić Emilio Ferrara 34 23 0 10 Apr 2019
Should we Reload Time Series Classification Performance Evaluation ? (a position paper) D. Gay V. Lemaire 33 6 0 08 Mar 2019
Short-term Road Traffic Prediction based on Deep Cluster at Large-scale Networks Lingyi Han K. Zheng Long Zhao Xianbin Wang Xuemin Shen AI4TS GNN 20 3 0 25 Feb 2019
Towards a Near Universal Time Series Data Mining Tool: Introducing the Matrix Profile Richard T. Marriott AI4TS 78 11 0 05 Nov 2018
Time series clustering based on the characterisation of segment typologies David Guijo Rubio A. M. Durán-Rosal Pedro Antonio Gutiérrez A. Troncoso C. Hervás‐Martínez AI4TS 31 47 0 27 Oct 2018
Comparing Temporal Graphs Using Dynamic Time Warping Vincent Froese Brijnesh J. Jain R. Niedermeier Malte Renken 71 6 0 15 Oct 2018
Random Warping Series: A Random Features Method for Time-Series Embedding Lingfei Wu Ian En-Hsu Yen Jinfeng Yi Fangli Xu Qi Lei Michael Witbrock AI4TS 75 49 0 14 Sep 2018
Proximity Forest: An effective and scalable distance-based classifier for time series Benjamin Lucas Ahmed Shifaz Charlotte Pelletier Lachlan O’Neill Nayyar Zaidi Bart Goethals F. Petitjean Geoffrey I. Webb AI4TS 176 166 0 31 Aug 2018
Interpretable Time Series Classification using All-Subsequence Learning and Symbolic Representations in Time and Frequency Domains Thach le Nguyen S. Gsponer Iulia Ilie Georgiana Ifrim AI4TS 56 12 0 12 Aug 2018
A review on distance based time series classification A. Abanda U. Mori Jose A. Lozano AI4TS 78 252 0 12 Jun 2018
Report: Dynamic Eye Movement Matching and Visualization Tool in Neuro Gesture Qiangeng Xu John Kender 20 0 0 27 Dec 2017
Feature-based time-series analysis Ben D. Fulcher AI4TS 103 132 0 23 Sep 2017