Volume 32, Number 6, November 2018
Exact variable-length anomaly detection algorithm for univariate and multivariate time series.

Xing Wang Jessica Lin Nital Patel Martin Braun

Extreme-value-theoretic estimation of local intrinsic dimensionality.

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

Unsupervised meta-path selection for text similarity measure based on heterogeneous information networks.

Chenguang Wang Yangqiu Song Haoran Li Ming Zhang Jiawei Han

A kernel-based trend pattern tracking system for portfolio optimization.

Zhao-Rong Lai Pei-Yi Yang Xiaotian Wu Liangda Fang

Constrained distance based clustering for time-series: a comparative and experimental study.

Thomas Andrew Lampert Thi-Bich-Hanh Dao Baptiste Lafabregue Nicolas Serrette Germain Forestier Bruno Crémilleux Christel Vrain Pierre Gançarski

A probabilistic stop and move classifier for noisy GPS trajectories.

Luke Bermingham Ickjai Lee

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

Mohamed-Rafik Bouguelia Slawomir Nowaczyk Amir H. Payberah

Scalable and exact sampling method for probabilistic generative graph models.

Sebastián Moreno Joseph J. Pfeiffer III Jennifer Neville

Robust finite mixture regression for heterogeneous targets.

Jian Liang Kun Chen Ming Lin Changshui Zhang Fei Wang


Volume 32, Number 5, September 2018
ParCorr: efficient parallel methods to identify similar time series pairs across sliding windows.

Djamel Edine Yagoubi Reza Akbarinia Boyan Kolev Oleksandra Levchenko Florent Masseglia Patrick Valduriez Dennis E. Shasha

Explaining anomalies in groups with characterizing subspace rules.

Meghanath Macha Leman Akoglu

Social centrality using network hierarchy and community structure.

Rakhi Saxena Sharanjit Kaur Vasudha Bhatnagar

Dynamic graph summarization: a tensor decomposition approach.

Sofia da Silva Fernandes Hadi Fanaee-T João Gama

Using core-periphery structure to predict high centrality nodes in time-varying networks.

Soumya Sarkar Sandipan Sikdar Sanjukta Bhowmick Animesh Mukherjee

ColdRoute: effective routing of cold questions in stack exchange sites.

Jiankai Sun Abhinav Vishnu Aniket Chakrabarti Charles Siegel Srinivasan Parthasarathy

Temporal stability in predictive process monitoring.

Irene Teinemaa Marlon Dumas Anna Leontjeva Fabrizio Maria Maggi

Linear regression for uplift modeling.

Krzysztof Rudas Szymon Jaroszewicz

Efficiently summarizing attributed diffusion networks.

Sorour E. Amiri Liangzhe Chen B. Aditya Prakash

Fast schemes for online record linkage.

Dimitrios Karapiperis Aris Gkoulalas-Divanis Vassilios S. Verykios

Exploring variable-length time series motifs in one hundred million length scale.

Yifeng Gao Jessica Lin

Analyzing concept drift and shift from sample data.

Geoffrey I. Webb Loong Kuan Lee Bart Goethals François Petitjean

Introduction to the special issue for the ECML PKDD 2018 journal track.

Derek Greene Björn Bringmann Élisa Fromont Jesse Davis


Volume 32, Number 4, July 2018
Anytime parallel density-based clustering.

Son T. Mai Ira Assent Jon Jacobsen Martin Storgaard Dieu

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

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

Anomaly detection in spatiotemporal data via regularized non-negative tensor analysis.

Chaoguang Lin Qiuhan Zhu Shunan Guo Zhuochen Jin Yu-Ru Lin Nan Cao

Cluster-based trajectory segmentation with local noise.

Maria Luisa Damiani Fatima Hachem Hamza Issa Nathan Ranc Paul Moorcroft Francesca Cagnacci

Speeding up similarity search under dynamic time warping by pruning unpromising alignments.

Diego Furtado Silva Rafael Giusti Eamonn J. Keogh Gustavo E. A. P. A. Batista

SICA: subjectively interesting component analysis.

Bo Kang Jefrey Lijffijt Raúl Santos-Rodríguez Tijl De Bie

Graph sampling with applications to estimating the number of pattern embeddings and the parameters of a statistical relational model.

Irma Ravkic Martin Znidarsic Jan Ramon Jesse Davis

Labeled Phrase Latent Dirichlet Allocation and its online learning algorithm.

Yi-Kun Tang Xianling Mao Heyan Huang

Interpretation of text patterns.

Md. Abul Bashar Yuefeng Li


Volume 32, Number 3, May 2018
Structural robustness and service reachability in urban settings.

Sofiane Abbar Tahar Zanouda Javier Borge-Holthoefer

Data-driven generation of spatio-temporal routines in human mobility.

Luca Pappalardo Filippo Simini

Mining urban events from the tweet stream through a probabilistic mixture model.

Joan Capdevila Jesús Cerquides Jordi Torres

Targeted interest-driven advertising in cities using Twitter.

Aris Anagnostopoulos Fabio Petroni Mara Sorella

Editor's Note: Special Section on Data Mining for Smart Cities.

Provenance Network Analytics - An approach to data analytics using data provenance.

Trung Dong Huynh Mark Ebden Joel E. Fischer Stephen J. Roberts Luc Moreau

Kernel mixture model for probability density estimation in Bayesian classifiers.

Wenyu Zhang Zhenjiang Zhang Han-Chieh Chao Fan-Hsun Tseng

An optimization model for collaborative recommendation using a covariance-based regularizer.

Fabian Lecron François Fouss

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

Guillaume Bosc Jean-François Boulicaut Chedy Raïssi Mehdi Kaytoue

Online estimation of discrete, continuous, and conditional joint densities using classifier chains.

Michael Geilke Andreas Karwath Eibe Frank Stefan Kramer


Volume 32, Number 2, March 2018
Efficient geometric-based computation of the string subsequence kernel.

Slimane Bellaouar Hadda Cherroun Djelloul Ziadi

Fast analytical methods for finding significant labeled graph motifs.

Giovanni Micale Rosalba Giugno Alfredo Ferro Misael Mongiovì Dennis E. Shasha Alfredo Pulvirenti

Robust graph regularized nonnegative matrix factorization for clustering.

Shudong Huang Hongjun Wang Tao Li Tianrui Li Zenglin Xu

An improvement of the parameterized frequent directions algorithm.

Deena P. Francis Kumudha Raimond

Bounding the difference between RankRC and RankSVM and application to multi-level rare class kernel ranking.

Aditya Tayal Thomas F. Coleman Yuying Li

Infinite ensemble clustering.

Hongfu Liu Ming Shao Sheng Li Yun Fu

Self-monitoring for maintenance of vehicle fleets.

Thorsteinn S. Rögnvaldsson Slawomir Nowaczyk Stefan Byttner Rune Prytz Magnus Svensson

Exploiting the roles of aspects in personalized POI recommender systems.

Ramesh Baral Tao Li

Do your friends make you buy this brand? - Modeling social recommendation with topics and brands.

Duc Minh Luu Ee-Peng Lim


Volume 32, Number 1, January 2018
Model-based and actual independence for fairness-aware classification.

Toshihiro Kamishima Shotaro Akaho Hideki Asoh Jun Sakuma

Toward online node classification on streaming networks.

Ling Jian Jundong Li Huan Liu

The inner and outer approaches to the design of recursive neural architectures.

Pierre Baldi

Selective harvesting over networks.

Fabricio Murai Diogo Rennó Bruno Ribeiro Gisele L. Pappa Don Towsley Krista Gile

Fast and accurate mining of correlated heavy hitters.

Italo Epicoco Massimo Cafaro Marco Pulimeno

BSig: evaluating the statistical significance of biclustering solutions.

Rui Henriques Sara C. Madeira

Time series joins, motifs, discords and shapelets: a unifying view that exploits the matrix profile.

Chin-Chia Michael Yeh Yan Zhu Liudmila Ulanova Nurjahan Begum Yifei Ding Hoang Anh Dau Zachary Zimmerman Diego Furtado Silva Abdullah Mueen Eamonn J. Keogh

Imbalanced classification in sparse and large behaviour datasets.

Jellis Vanhoeyveld David Martens

Noise-tolerance matrix completion for location recommendation.

Bin Xia Tao Li Qianmu Li Hong Zhang