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Classifier evaluation and attribute selection against active adversaries

JOURNAL ARTICLE published January 2011 in Data Mining and Knowledge Discovery

Authors: Murat Kantarcıoğlu | Bowei Xi | Chris Clifton

Exploring uplift modeling with high class imbalance

JOURNAL ARTICLE published March 2023 in Data Mining and Knowledge Discovery

Research funded by Tekes (6878)

Authors: Otto Nyberg | Arto Klami

Computing LTS Regression for Large Data Sets

JOURNAL ARTICLE published January 2006 in Data Mining and Knowledge Discovery

Authors: PETER J. ROUSSEEUW | KATRIEN VAN DRIESSEN

Exploiting unlabeled data to enhance ensemble diversity

JOURNAL ARTICLE published January 2013 in Data Mining and Knowledge Discovery

Authors: Min-Ling Zhang | Zhi-Hua Zhou

Simple and effective neural-free soft-cluster embeddings for item cold-start recommendations

JOURNAL ARTICLE published September 2020 in Data Mining and Knowledge Discovery

Authors: Shameem A. Puthiya Parambath | Sanjay Chawla

Mining process models with non-free-choice constructs

JOURNAL ARTICLE published October 2007 in Data Mining and Knowledge Discovery

Authors: Lijie Wen | Wil M. P. van der Aalst | Jianmin Wang | Jiaguang Sun

An adaptive algorithm for anomaly and novelty detection in evolving data streams

JOURNAL ARTICLE published November 2018 in Data Mining and Knowledge Discovery

Authors: Mohamed-Rafik Bouguelia | Slawomir Nowaczyk | Amir H. Payberah

The spatial leave-pair-out cross-validation method for reliable AUC estimation of spatial classifiers

JOURNAL ARTICLE published 15 May 2019 in Data Mining and Knowledge Discovery

Research funded by Academy of Finland (289903,311273)

Authors: Antti Airola | Jonne Pohjankukka | Johanna Torppa | Maarit Middleton | Vesa Nykänen | Jukka Heikkonen | Tapio Pahikkala

MINAS: multiclass learning algorithm for novelty detection in data streams

JOURNAL ARTICLE published May 2016 in Data Mining and Knowledge Discovery

Research funded by North Portugal Regional Operational Programme (NORTE-07-0124-FEDER-000056/59) | European Commission (BE) (ICT-2013-612944)

Authors: Elaine Ribeiro de Faria | André Carlos Ponce de Leon Ferreira Carvalho | João Gama

Exact variable-length anomaly detection algorithm for univariate and multivariate time series

JOURNAL ARTICLE published November 2018 in Data Mining and Knowledge Discovery

Research funded by Semiconductor Research Corporation (2015-IN-2611)

Authors: Xing Wang | Jessica Lin | Nital Patel | Martin Braun

Multiple-input neural networks for time series forecasting incorporating historical and prospective context

JOURNAL ARTICLE published January 2024 in Data Mining and Knowledge Discovery

Research funded by Fundação para a Ciência e Tecnologia (DSAIPA/AI/0033/2019,DSAIPA/DS/0111/2018) | Fundação para a Ciência e Tecnologia (DSAIPA/DS/0044/2018,UIDB/50021/2020)

Authors: João Palet | Vasco Manquinho | Rui Henriques

Community discovery using nonnegative matrix factorization

JOURNAL ARTICLE published May 2011 in Data Mining and Knowledge Discovery

Authors: Fei Wang | Tao Li | Xin Wang | Shenghuo Zhu | Chris Ding

Graph based anomaly detection and description: a survey

JOURNAL ARTICLE published May 2015 in Data Mining and Knowledge Discovery

Authors: Leman Akoglu | Hanghang Tong | Danai Koutra

Extreme-value-theoretic estimation of local intrinsic dimensionality

JOURNAL ARTICLE published November 2018 in Data Mining and Knowledge Discovery

Authors: Laurent Amsaleg | Oussama Chelly | Teddy Furon | Stéphane Girard | Michael E. Houle | Ken-ichi Kawarabayashi | Michael Nett

On-Line Unsupervised Outlier Detection Using Finite Mixtures with Discounting Learning Algorithms

JOURNAL ARTICLE published May 2004 in Data Mining and Knowledge Discovery

Authors: Kenji Yamanishi | Jun-ichi Takeuchi | Graham Williams | Peter Milne

End-to-end deep representation learning for time series clustering: a comparative study

JOURNAL ARTICLE published January 2022 in Data Mining and Knowledge Discovery

Research funded by Agence Nationale de la Recherche (ANR-17-CE23-0015)

Authors: Baptiste Lafabregue | Jonathan Weber | Pierre Gançarski | Germain Forestier

Active hashing and its application to image and text retrieval

JOURNAL ARTICLE published March 2013 in Data Mining and Knowledge Discovery

Authors: Yi Zhen | Dit-Yan Yeung

JOURNAL ARTICLE published 1998 in Data Mining and Knowledge Discovery

Authors: Jörg Sander | Martin Ester | Hans-Peter Kriegel | Xiaowei Xu

Time series classification with ensembles of elastic distance measures

JOURNAL ARTICLE published May 2015 in Data Mining and Knowledge Discovery

Authors: Jason Lines | Anthony Bagnall

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

JOURNAL ARTICLE published March 2021 in Data Mining and Knowledge Discovery

Research funded by Engineering and Physical Sciences Research Council (EP/M015807/1) | Biotechnology and Biological Sciences Research Council (BB/M011216/1)

Authors: Alejandro Pasos Ruiz | Michael Flynn | James Large | Matthew Middlehurst | Anthony Bagnall