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

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

9 December 2010
Xiaoyue Wang
Hui Ding
Goce Trajcevski
P. Scheuermann
Eamonn Keogh
    AI4TS
ArXiv (abs)PDFHTML

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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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
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 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
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
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
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
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
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
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)
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
Short-term Road Traffic Prediction based on Deep Cluster at Large-scale Networks
Lingyi Han
K. Zheng
Long Zhao
Xianbin Wang
Xuemin Shen
AI4TSGNN
20
3
0
25 Feb 2019
Towards a Near Universal Time Series Data Mining Tool: Introducing the
  Matrix Profile
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
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
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
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
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
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 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
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
Feature-based time-series analysis
Ben D. Fulcher
AI4TS
103
132
0
23 Sep 2017
12
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