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

JOURNAL ARTICLE published March 2013 in Data Mining and Knowledge Discovery

Authors: Xiaoyue Wang | Abdullah Mueen | Hui Ding | Goce Trajcevski | Peter Scheuermann | Eamonn Keogh

Forecast evaluation for data scientists: common pitfalls and best practices

JOURNAL ARTICLE published March 2023 in Data Mining and Knowledge Discovery

Research funded by Australian Research Council (DE190100045)

Authors: Hansika Hewamalage | Klaus Ackermann | Christoph Bergmeir

Treant: training evasion-aware decision trees

JOURNAL ARTICLE published September 2020 in Data Mining and Knowledge Discovery

Authors: Stefano Calzavara | Claudio Lucchese | Gabriele Tolomei | Seyum Assefa Abebe | Salvatore Orlando

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

JOURNAL ARTICLE published January 2017 in Data Mining and Knowledge Discovery

Research funded by National Science Foundation (IIS-1161997) | National Institutes of Health (R01 DC013547)

Authors: Mohammad Shokoohi-Yekta | Bing Hu | Hongxia Jin | Jun Wang | Eamonn Keogh

Learning model trees from evolving data streams

JOURNAL ARTICLE published July 2011 in Data Mining and Knowledge Discovery

Authors: Elena Ikonomovska | João Gama | Sašo Džeroski

JOURNAL ARTICLE published 1997 in Data Mining and Knowledge Discovery

Authors: Heikki Mannila | Hannu Toivonen | A. Inkeri Verkamo

Relational Learning Analysis of Social Politics using Knowledge Graph Embedding

JOURNAL ARTICLE published July 2021 in Data Mining and Knowledge Discovery

Authors: Bilal Abu-Salih | Marwan Al-Tawil | Ibrahim Aljarah | Hossam Faris | Pornpit Wongthongtham | Kit Yan Chan | Amin Beheshti

Time series representation and similarity based on local autopatterns

JOURNAL ARTICLE published March 2016 in Data Mining and Knowledge Discovery

Research funded by Scientic and Technological Research Council of Turkey (TUBITAK) (114C103)

Authors: Mustafa Gokce Baydogan | George Runger

JOURNAL ARTICLE published 2001 in Data Mining and Knowledge Discovery

Authors: J. Ben Schafer | Joseph A. Konstan | John Riedl

JOURNAL ARTICLE published 2003 in Data Mining and Knowledge Discovery

Authors: Jon Kleinberg

On constrained spectral clustering and its applications

JOURNAL ARTICLE published January 2014 in Data Mining and Knowledge Discovery

Authors: Xiang Wang | Buyue Qian | Ian Davidson

A review on distance based time series classification

JOURNAL ARTICLE published March 2019 in Data Mining and Knowledge Discovery

Research funded by Eusko Jaurlaritza (BERC 2018-2021) | Ministerio de Economía, Industria y Competitividad, Gobierno de España (SEV-2013-0323,TIN2017-82626-R) | Eusko Jaurlaritza (IT-609-13) | Ministerio de Economía, Industria y Competitividad, Gobierno de España (TIN2016-78365-R,BES-2016-076890)

Authors: Amaia Abanda | Usue Mori | Jose A. Lozano

On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study

JOURNAL ARTICLE published July 2016 in Data Mining and Knowledge Discovery

Research funded by Teknologi og Produktion, Det Frie Forskningsråd (DK) (10-081972) | Fundação de Amparo à Pesquisa do Estado de São Paulo (BR) (2013/18698-4) | Conselho Nacional de Desenvolvimento Científico e Tecnológico (BR) (304137/2013-8) | Conselho Nacional de Desenvolvimento Científico e Tecnológico (BR) (400772/2014-0)

Authors: Guilherme O. Campos | Arthur Zimek | Jörg Sander | Ricardo J. G. B. Campello | Barbora Micenková | Erich Schubert | Ira Assent | Michael E. Houle

Scalable attack on graph data by injecting vicious nodes

JOURNAL ARTICLE published September 2020 in Data Mining and Knowledge Discovery

Authors: Jihong Wang | Minnan Luo | Fnu Suya | Jundong Li | Zijiang Yang | Qinghua Zheng

Experiencing SAX: a novel symbolic representation of time series

JOURNAL ARTICLE published 17 August 2007 in Data Mining and Knowledge Discovery

Authors: Jessica Lin | Eamonn Keogh | Li Wei | Stefano Lonardi

A Bit Level Representation for Time Series Data Mining with Shape Based Similarity

JOURNAL ARTICLE published 12 June 2006 in Data Mining and Knowledge Discovery

Authors: Anthony Bagnall | Chotirat “Ann” Ratanamahatana | Eamonn Keogh | Stefano Lonardi | Gareth Janacek

A spatiotemporal deep neural network for fine-grained multi-horizon wind prediction

JOURNAL ARTICLE published July 2023 in Data Mining and Knowledge Discovery

Authors: Fanling Huang | Yangdong Deng

Behavioral event data and their analysis

JOURNAL ARTICLE published November 2012 in Data Mining and Knowledge Discovery

Authors: Ian Davidson | Sean Gilpin | Peter B. Walker

Eigenvectors of directed graphs and importance scores: dominance, T-Rank, and sink remedies

JOURNAL ARTICLE published January 2010 in Data Mining and Knowledge Discovery

Authors: J. Bjelland | M. Burgess | G. Canright | K. Engø-Monsen

A framework for condensation-based anonymization of string data

JOURNAL ARTICLE published June 2008 in Data Mining and Knowledge Discovery

Authors: Charu C. Aggarwal | Philip S. Yu