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1

The great time series classification bake off: a review and experimental evaluation of recent algorithmic advances

Bagnall, Anthony, Lines, Jason, Bostrom, Aaron, Large, James, Keogh, Eamonn

Journal:

Data Mining and Knowledge Discovery

Year:

2017

Language:

english

File:

PDF, 1.83 MB

english, 2017

2

Introducing time series snippets: a new primitive for summarizing long time series

Imani, Shima, Madrid, Frank, Ding, Wei, Crouter, Scott E., Keogh, Eamonn

Journal:

Data Mining and Knowledge Discovery

Year:

2020

File:

PDF, 3.59 MB

2020

3

Time series shapelets: a novel technique that allows accurate, interpretable and fast classification

Lexiang Ye, Eamonn Keogh

Journal:

Data Mining and Knowledge Discovery

Year:

2011

Language:

english

File:

PDF, 2.65 MB

english, 2011

4

Exact indexing of dynamic time warping

Eamonn Keogh, Chotirat Ann Ratanamahatana

Journal:

Knowledge and Information Systems

Year:

2005

Language:

english

File:

PDF, 1.37 MB

english, 2005

5

[IEEE 2018 IEEE International Conference on Big Knowledge (ICBK) - Singapore (2018.11.17-2018.11.18)] 2018 IEEE International Conference on Big Knowledge (ICBK) - Matrix Profile XIII: Time Series Snippets: A New Primitive for Time Series Data Mining

Imani, Shima, Madrid, Frank, Ding, Wei, Crouter, Scott, Keogh, Eamonn

Year:

2018

Language:

english

File:

PDF, 1.13 MB

english, 2018

6

An efficient and effective similarity measure to enable data mining of petroglyphs

Qiang Zhu, Xiaoyue Wang, Eamonn Keogh, Sang-Hee Lee

Journal:

Data Mining and Knowledge Discovery

Year:

2011

Language:

english

File:

PDF, 1.62 MB

english, 2011

7

[ACM Press the 8th ACM SIGMOD workshop - San Diego, California (2003.06.13-2003.06.13)] Proceedings of the 8th ACM SIGMOD workshop on Research issues in data mining and knowledge discovery - DMKD '03 - A symbolic representation of time series, with implications for streaming algorithms

Lin, Jessica, Keogh, Eamonn, Lonardi, Stefano, Chiu, Bill

Year:

2003

Language:

english

File:

PDF, 445 KB

english, 2003

8

Experimental comparison of representation methods and distance measures for time series data

Xiaoyue Wang, Abdullah Mueen, Hui Ding, Goce Trajcevski, Peter Scheuermann, Eamonn Keogh

Journal:

Data Mining and Knowledge Discovery

Year:

2013

Language:

english

File:

PDF, 1.25 MB

english, 2013

9

Territorial Competition and Property Market Process: An Exploratory Analysis

D'Arcy, Éamonn, Keogh, Geoffrey

Journal:

Year:

1998

Language:

english

File:

PDF, 174 KB

english, 1998

10

Faster and more accurate classification of time series by exploiting a novel dynamic time warping averaging algorithm

Petitjean, François, Forestier, Germain, Webb, Geoffrey I., Nicholson, Ann E., Chen, Yanping, Keogh, Eamonn

Journal:

Knowledge and Information Systems

Year:

2016

Language:

english

File:

PDF, 2.83 MB

english, 2016

11

Compression-based data mining of sequential data

Eamonn Keogh, Stefano Lonardi, Chotirat Ann Ratanamahatana, Li Wei, Sang-Hee Lee, John Handley

Journal:

Data Mining and Knowledge Discovery

Year:

2007

Language:

english

File:

PDF, 3.43 MB

english, 2007

12

Clustering of time-series subsequences is meaningless: implications for previous and future research

Eamonn Keogh, Jessica Lin

Journal:

Knowledge and Information Systems

Year:

2005

Language:

english

File:

PDF, 2.28 MB

english, 2005

13

Optimizing dynamic time warping’s window width for time series data mining applications

Dau, Hoang Anh, Silva, Diego Furtado, Petitjean, François, Forestier, Germain, Bagnall, Anthony, Mueen, Abdullah, Keogh, Eamonn

Journal:

Data Mining and Knowledge Discovery

Year:

2018

Language:

english

File:

PDF, 1.68 MB

english, 2018

14

An ultra-fast time series distance measure to allow data mining in more complex real-world deployments

Gharghabi, Shaghayegh, Imani, Shima, Bagnall, Anthony, Darvishzadeh, Amirali, Keogh, Eamonn

Journal:

Data Mining and Knowledge Discovery

Year:

2020

File:

PDF, 2.17 MB

2020

15

[IEEE 2011 Tenth International Conference on Machine Learning and Applications (ICMLA) - Honolulu, HI, USA (2011.12.18-2011.12.21)] 2011 10th International Conference on Machine Learning and Applications and Workshops - Towards Automatic Classification on Flying Insects Using Inexpensive Sensors

Batista, Gustavo E.A.P.A., Hao, Yuan, Keogh, Eamonn, Mafra-Neto, Agenor

Year:

2011

Language:

english

File:

PDF, 1.33 MB

english, 2011

16

Domain agnostic online semantic segmentation for multi-dimensional time series

Gharghabi, Shaghayegh, Yeh, Chin-Chia Michael, Ding, Yifei, Ding, Wei, Hibbing, Paul, LaMunion, Samuel, Kaplan, Andrew, Crouter, Scott E., Keogh, Eamonn

Journal:

Data Mining and Knowledge Discovery

Year:

2018

Language:

english

File:

PDF, 3.03 MB

english, 2018

17

[IEEE 2019 IEEE International Conference on Data Mining (ICDM) - Beijing, China (2019.11.8-2019.11.11)] 2019 IEEE International Conference on Data Mining (ICDM) - Matrix Profile XIX: Time Series Semantic Motifs: A New Primitive for Finding Higher-Level Structure in Time Series

Imani, Shima, Keogh, Eamonn

Year:

2019

File:

PDF, 1.64 MB

2019

18

[IEEE 2012 IEEE 12th International Conference on Data Mining (ICDM) - Brussels, Belgium (2012.12.10-2012.12.13)] 2012 IEEE 12th International Conference on Data Mining - Clustering Time Series Using Unsupervised-Shapelets

Zakaria, Jesin, Mueen, Abdullah, Keogh, Eamonn

Year:

2012

Language:

english

File:

PDF, 979 KB

english, 2012

19

Generalizing DTW to the multi-dimensional case requires an adaptive approach

Shokoohi-Yekta, Mohammad, Hu, Bing, Jin, Hongxia, Wang, Jun, Keogh, Eamonn

Journal:

Data Mining and Knowledge Discovery

Year:

2017

Language:

english

File:

PDF, 2.17 MB

english, 2017

20

[IEEE 2017 IEEE International Conference on Data Mining (ICDM) - New Orleans, LA (2017.11.18-2017.11.21)] 2017 IEEE International Conference on Data Mining (ICDM) - Matrix Profile VI: Meaningful Multidimensional Motif Discovery

Yeh, Chin-Chia Michael, Kavantzas, Nickolas, Keogh, Eamonn

Year:

2017

Language:

english

File:

PDF, 1.26 MB

english, 2017

21

Efficient Discovery of Unusual Patterns in Time Series

Stefano Lonardi, Jessica Lin, Eamonn Keogh, Bill ‘Yuan-chi’ Chiu

Journal:

New Generation Computing

Year:

2006

Language:

english

File:

PDF, 1.37 MB

english, 2006

22

Guest Editorial

Journal:

Machine Learning

Year:

2005

Language:

english

File:

PDF, 91 KB

english, 2005

23

[IEEE 2019 IEEE Sustainable Power and Energy Conference (iSPEC) - Beijing, China (2019.11.21-2019.11.23)] 2019 IEEE Sustainable Power and Energy Conference (iSPEC) - Discovering and Labeling Power System Events in Synchrophasor Data with Matrix Profile

Shi, Jie, Yu, Nanpeng, Keogh, Eamonn, Chen, Heng Kevin, Yamashita, Koji

Year:

2019

File:

PDF, 1.56 MB

2019

24

Accelerating the discovery of unsupervised-shapelets

Zakaria, Jesin, Mueen, Abdullah, Keogh, Eamonn, Young, Neal

Journal:

Data Mining and Knowledge Discovery

Year:

2016

Language:

english

File:

PDF, 4.94 MB

english, 2016

25

Reliable early classification of time series based on discriminating the classes over time

Mori, Usue, Mendiburu, Alexander, Keogh, Eamonn, Lozano, Jose A.

Journal:

Data Mining and Knowledge Discovery

Year:

2017

Language:

english

File:

PDF, 1004 KB

english, 2017

26

[ACM Press the 15th ACM SIGKDD international conference - Paris, France (2009.06.28-2009.07.01)] Proceedings of the 15th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '09 - Time series shapelets

Ye, Lexiang, Keogh, Eamonn

Year:

2009

Language:

english

File:

PDF, 2.24 MB

english, 2009

27

[ACM Press the 18th ACM SIGKDD international conference - Beijing, China (2012.08.12-2012.08.16)] Proceedings of the 18th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '12 - Searching and mining trillions of time series subsequences under dynamic time warping

Rakthanmanon, Thanawin, Campana, Bilson, Mueen, Abdullah, Batista, Gustavo, Westover, Brandon, Zhu, Qiang, Zakaria, Jesin, Keogh, Eamonn

Year:

2012

Language:

english

File:

PDF, 917 KB

english, 2012

28

[IEEE 2019 IEEE International Conference on Big Knowledge (ICBK) - Beijing, China (2019.11.10-2019.11.11)] 2019 IEEE International Conference on Big Knowledge (ICBK) - Matrix Profile XX: Finding and Visualizing Time Series Motifs of All Lengths using the Matrix Profile

Madrid, Frank, Imani, Shima, Mercer, Ryan, Zimmerman, Zachary, Shakibay, Nader, Keogh, Eamonn

Year:

2019

File:

PDF, 909 KB

2019

29

[IEEE 2009 11th IEEE International Symposium on Multimedia - San Diego, California, USA (2009.12.14-2009.12.16)] 2009 11th IEEE International Symposium on Multimedia - Augmenting Historical Manuscripts with Automatic Hyperlinks

Wang, Xiaoyue, Keogh, Eamonn

Year:

2009

Language:

english

File:

PDF, 502 KB

english, 2009

30

[ACM Press Companion The 2019 World Wide Web Conference - San Francisco, USA (2019.05.13-2019.05.17)] Companion Proceedings of The 2019 World Wide Web Conference on - WWW '19 - Putting the Human in the Time Series Analytics Loop

Imani, Shima, Alaee, Sara, Keogh, Eamonn

Year:

2019

File:

PDF, 1.34 MB

2019

31

Matrix profile goes MAD: variable-length motif and discord discovery in data series

Linardi, Michele, Zhu, Yan, Palpanas, Themis, Keogh, Eamonn

Journal:

Data Mining and Knowledge Discovery

Year:

2020

File:

PDF, 6.11 MB

2020

32

[ACM Press the sixth ACM SIGKDD international conference - Boston, Massachusetts, United States (2000.08.20-2000.08.23)] Proceedings of the sixth ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '00 - Scaling up dynamic time warping for datamining applications

Keogh, Eamonn J., Pazzani, Michael J.

Year:

2000

Language:

english

File:

PDF, 115 KB

english, 2000

33

[IEEE 2020 IEEE 36th International Conference on Data Engineering (ICDE) - Dallas, TX, USA (2020.4.20-2020.4.24)] 2020 IEEE 36th International Conference on Data Engineering (ICDE) - Matrix Profile XVII: Indexing the Matrix Profile to Allow Arbitrary Range Queries

Zhu, Yan, Yeh, Chin-Chia Michael, Zimmerman, Zachary, Keogh, Eamonn

Year:

2020

File:

PDF, 437 KB

2020

34

[IEEE 2018 IEEE International Conference on Data Mining (ICDM) - Singapore, Singapore (2018.11.17-2018.11.20)] 2018 IEEE International Conference on Data Mining (ICDM) - Matrix Profile XII: MPdist: A Novel Time Series Distance Measure to Allow Data Mining in More Challenging Scenarios

Gharghabi, Shaghayegh, Imani, Shima, Bagnall, Anthony, Darvishzadeh, Amirali, Keogh, Eamonn

Year:

2018

Language:

english

File:

PDF, 509 KB

english, 2018

35

Market maturity and property market behaviour: A European comparison of mature and emergent markets

Keogh, Geoffrey, D'Arcy, Éamonn

Journal:

Journal of Property Research

Year:

1994

Language:

english

File:

PDF, 1.54 MB

english, 1994

36

Exploring Low Cost Laser Sensors to Identify Flying Insect Species

Silva, Diego F., Souza, Vinícius M. A., Ellis, Daniel P. W., Keogh, Eamonn J., Batista, Gustavo E. A. P. A.

Journal:

Journal of Intelligent & Robotic Systems

Year:

2015

Language:

english

File:

PDF, 1023 KB

english, 2015

37

Experiencing SAX: a novel symbolic representation of time series

Jessica Lin, Eamonn Keogh, Li Wei, Stefano Lonardi

Journal:

Data Mining and Knowledge Discovery

Year:

2007

Language:

english

File:

PDF, 1.63 MB

english, 2007

38

Property Market Efficiency: An Institutional Economics Perspective

Keogh, Geoffrey, D'Arcy, Eamonn

Journal:

Year:

1999

Language:

english

File:

PDF, 189 KB

english, 1999

39

[ACM Press the 21th ACM SIGKDD International Conference - Sydney, NSW, Australia (2015.08.10-2015.08.13)] Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining - KDD '15 - Accelerating Dynamic Time Warping Clustering with a Novel Admissible Pruning Strategy

Begum, Nurjahan, Ulanova, Liudmila, Wang, Jun, Keogh, Eamonn

Year:

2015

Language:

english

File:

PDF, 1.91 MB

english, 2015

40

Addressing Big Data Time Series

Rakthanmanon, Thanawin, Campana, Bilson, Mueen, Abdullah, Batista, Gustavo, Westover, Brandon, Zhu, Qiang, Zakaria, Jesin, Keogh, Eamonn

Journal:

ACM Transactions on Knowledge Discovery from Data

Year:

2013

Language:

english

File:

PDF, 3.96 MB

english, 2013

41

The Property Market and Urban Competitiveness: A Review

D'Arcy, Eamonn, Keogh, Geoffrey

Journal:

Year:

1999

Language:

english

File:

PDF, 161 KB

english, 1999

42

Flying Insect Detection and Classification with Inexpensive Sensors

Chen, Yanping, Why, Adena, Batista, Gustavo, Mafra-Neto, Agenor, Keogh, Eamonn

Journal:

Journal of Visualized Experiments

Year:

2014

Language:

english

File:

PDF, 418 KB

english, 2014

43

Domain-Driven, Actionable Knowledge Discovery

Cao, Longbing, Zhang, Chengqi, Yang, Qiang, Bell, David, Vlachos, Michail, Taneri, Bahar, Keogh, Eamonn, Yu, Philip S., Zhong, Ning, Ashrafi, Mafruz Zaman, Taniar, David, Dubossarsky, Eugene, Graco, W

Journal:

IEEE Intelligent Systems

Year:

2007

Language:

english

File:

PDF, 478 KB

english, 2007

44

[IEEE 2013 12th International Conference on Machine Learning and Applications (ICMLA) - Miami, FL, USA (2013.12.4-2013.12.7)] 2013 12th International Conference on Machine Learning and Applications - Applying Machine Learning and Audio Analysis Techniques to Insect Recognition in Intelligent Traps

Silva, Diego F., Souza, Vinicius M.A. De, Batista, Gustavo E.A.P.A., Keogh, Eamonn, Ellis, Daniel P.W.

Year:

2013

Language:

english

File:

PDF, 436 KB

english, 2013

45

[ACM Press the 17th ACM SIGKDD international conference - San Diego, California, USA (2011.08.21-2011.08.24)] Proceedings of the 17th ACM SIGKDD international conference on Knowledge discovery and data mining - KDD '11 - SIGKDD demo

Batista, Gustavo E., Keogh, Eamonn J., Mafra-Neto, Agenor, Rowton, Edgar

Year:

2011

Language:

english

File:

PDF, 956 KB

english, 2011

46

Fast Similarity Matrix Profile for Music Analysis and Exploration

Silva, Diego Furtado, Yeh, Chin-Chia Michael, Zhu, Yan, Batista, Gustavo, Keogh, Eamonn

Journal:

IEEE Transactions on Multimedia

Year:

2018

Language:

english

File:

PDF, 913 KB

english, 2018

47

[ACM Press the 25th ACM SIGKDD International Conference - Anchorage, AK, USA (2019.08.04-2019.08.08)] Proceedings of the 25th ACM SIGKDD International Conference on Knowledge Discovery & Data Mining - KDD '19 - Online Amnestic DTW to allow Real-Time Golden Batch Monitoring

Yeh, Chin-Chia Michael, Zhu, Yan, Dau, Hoang Anh, Darvishzadeh, Amirali, Noskov, Mikhail, Keogh, Eamonn

Year:

2019

Language:

english

File:

PDF, 2.33 MB

english, 2019

48

Scaling and time warping in time series querying

Ada Wai-Chee Fu, Eamonn Keogh, Leo Yung Hang Lau, Chotirat Ann Ratanamahatana, Raymond Chi-Wing Wong

Journal:

The VLDB Journal

Year:

2008

Language:

english

File:

PDF, 2.12 MB

english, 2008

49

Indexing Multidimensional Time-Series

Michail Vlachos, Marios Hadjieleftheriou, Dimitrios Gunopulos, Eamonn Keogh

Journal:

The VLDB Journal

Year:

2006

Language:

english

File:

PDF, 1.14 MB

english, 2006

50

Quantitative Analysis of Live-Cell Growth at the Shoot Apex of Arabidopsis thaliana: Algorithms for Feature Measurement and Temporal Alignment

Tataw, Oben M., Venugopala Reddy, G., Keogh, Eamonn J., Roy-Chowdhury, Amit K.

Journal:

IEEE/ACM Transactions on Computational Biology and Bioinformatics

Year:

2013

Language:

english

File:

PDF, 1.41 MB

english, 2013

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