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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

JOURNAL ARTICLE published 2002 in Data Mining and Knowledge Discovery

Authors: Yi Lin

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

JOURNAL ARTICLE published 1997 in Data Mining and Knowledge Discovery

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

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

JOURNAL ARTICLE published 2003 in Data Mining and Knowledge Discovery

Authors: Jon Kleinberg

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

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

Evolutionary soft co-clustering: formulations, algorithms, and applications

JOURNAL ARTICLE published May 2015 in Data Mining and Knowledge Discovery

Authors: Wenlu Zhang | Rongjian Li | Daming Feng | Andrey Chernikov | Nikos Chrisochoides | Christopher Osgood | Shuiwang Ji

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

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

Pushing Convertible Constraints in Frequent Itemset Mining

JOURNAL ARTICLE published May 2004 in Data Mining and Knowledge Discovery

Authors: Jian Pei | Jiawei Han | Laks V.S. Lakshmanan

Anytime discovery of a diverse set of patterns with Monte Carlo tree search

JOURNAL ARTICLE published May 2018 in Data Mining and Knowledge Discovery

Research funded by FP7 People: Marie-Curie Actions (FR) (612334)

Authors: Guillaume Bosc | Jean-François Boulicaut | Chedy Raïssi | Mehdi Kaytoue

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

Efficient algorithms for segmentation of item-set time series

JOURNAL ARTICLE published December 2008 in Data Mining and Knowledge Discovery

Authors: Parvathi Chundi | Daniel J. Rosenkrantz