Volume 33, Number 6, November 2019
Correction to: Domain agnostic online semantic segmentation for multi-dimensional time series.

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

Attributed network embedding via subspace discovery.

Daokun Zhang Jie Yin Xingquan Zhu Chengqi Zhang

A unified view of density-based methods for semi-supervised clustering and classification.

Jadson Castro Gertrudes Arthur Zimek Jörg Sander Ricardo J. G. B. Campello

Contextual bandits with hidden contexts: a focused data capture from social media streams.

Sylvain Lamprier Thibault Gisselbrecht Patrick Gallinari

catch22: CAnonical Time-series CHaracteristics - Selected through highly comparative time-series analysis.

Carl Henning Lubba Sarab S. Sethi Philip Knaute Simon R. Schultz Ben D. Fulcher Nick S. Jones

Wrangling messy CSV files by detecting row and type patterns.

Gerrit J. J. van den Burg Alfredo Nazábal Charles A. Sutton

SAZED: parameter-free domain-agnostic season length estimation in time series data.

Maximilian Toller Tiago Santos Roman Kern

Extending inverse frequent itemsets mining to generate realistic datasets: complexity, accuracy and emerging applications.

Domenico Saccà Edoardo Serra Antonino Rullo

Dynamics reconstruction and classification via Koopman features.

Wei Zhang Yao-Chi Yu Jr-Shin Li

A probabilistic classifier ensemble weighting scheme based on cross-validated accuracy estimates.

James Large Jason Lines Anthony J. Bagnall

More for less: adaptive labeling payments in online labor markets.

Tomer Geva Maytal Saar-Tsechansky Harel Lustiger

Efficient mixture model for clustering of sparse high dimensional binary data.

Marek Smieja Krzysztof Hajto Jacek Tabor

HHMF: hidden hierarchical matrix factorization for recommender systems.

Hui Li Yu Liu Yuqiu Qian Nikos Mamoulis Wenting Tu David W. Cheung

A unifying view of explicit and implicit feature maps of graph kernels.

Nils M. Kriege Marion Neumann Christopher Morris Kristian Kersting Petra Mutzel


Volume 33, Number 5, September 2019
Classification with label noise: a Markov chain sampling framework.

Zijin Zhao Lingyang Chu Dacheng Tao Jian Pei

Deeply supervised model for click-through rate prediction in sponsored search.

Jelena Gligorijevic Djordje Gligorijevic Ivan Stojkovic Xiao Bai Amit Goyal Zoran Obradovic

Finding lasting dense subgraphs.

Konstantinos Semertzidis Evaggelia Pitoura Evimaria Terzi Panayiotis Tsaparas

Multi-location visibility query processing using portion-based transactional modeling and pattern mining.

Lakshmi Gangumalla P. Krishna Reddy Anirban Mondal

Robust active attacks on social graphs.

Sjouke Mauw Yunior Ramírez-Cruz Rolando Trujillo-Rasua

Temporal density extrapolation using a dynamic basis approach.

Georg Krempl Dominik Lang Vera Hofer

Mining skypatterns in fuzzy tensors.

Nicolas Nadisic Aurélien Coussat Loïc Cerf

Counts-of-counts similarity for prediction and search in relational data.

Manfred Jaeger Marco Lippi Giovanni Pellegrini Andrea Passerini

FURL: Fixed-memory and uncertainty reducing local triangle counting for multigraph streams.

Minsoo Jung Yongsub Lim Sunmin Lee U Kang

Introduction to the special issue for the ECML PKDD 2019 journal track.

Karsten M. Borgwardt Po-Ling Loh Evimaria Terzi Antti Ukkonen


Volume 33, Number 4, July 2019
Interpretable time series classification using linear models and multi-resolution multi-domain symbolic representations.

Thach Le Nguyen Severin Gsponer Iulia Ilie Martin O&aposReilly Georgiana Ifrim

Efficiently mining cohesion-based patterns and rules in event sequences.

Boris Cule Len Feremans Bart Goethals

Subjectively interesting connecting trees and forests.

Florian Adriaens Jefrey Lijffijt Tijl De Bie

Clustering for heterogeneous information networks with extended star-structure.

Jian-Ping Mei Huajiang Lv Liang Huai Yang Yanjun Li

The decomposed normalized maximum likelihood code-length criterion for selecting hierarchical latent variable models.

Kenji Yamanishi Tianyi Wu Shinya Sugawara Makoto Okada

A new class of metrics for learning on real-valued and structured data.

Ruiyu Yang Yuxiang Jiang Scott Mathews Elizabeth A. Housworth Matthew W. Hahn Predrag Radivojac

Algorithmic cache of sorted tables for feature selection - Speeding up methods based on consistency and information theory measures.

Antonio Arauzo-Azofra Alfonso Jiménez-Vílchez José Molina-Baena María Luque-Rodriguez

Deep learning for time series classification: a review.

Hassan Ismail Fawaz Germain Forestier Jonathan Weber Lhassane Idoumghar Pierre-Alain Muller

Unsupervised dimensionality reduction versus supervised regularization for classification from sparse data.

Jessica Clark Foster J. Provost

Automatic discovery of adverse reactions through Chinese social media.

Mengxue Zhang Meizhuo Zhang Chen Ge Quanyang Liu Jiemin Wang Jia Wei Kenny Q. Zhu

Setting decision thresholds when operating conditions are uncertain.

Cèsar Ferri José Hernández-Orallo Peter A. Flach


Volume 33, Number 3, May 2019
Concept drift over geological times: predictive modeling baselines for analyzing the mammalian fossil record.

Indre Zliobaite

Dynamic detection of anomalous regions within distributed acoustic sensing data streams using locally stationary wavelet time series.

Rebecca E. Wilson Idris A. Eckley Matthew A. Nunes Timothy Park

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

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

Spatial autocorrelation and entropy for renewable energy forecasting.

Michelangelo Ceci Roberto Corizzo Donato Malerba Aleksandra Rashkovska

Editor's Note.

Guest Editorial - Special Issue on Data Mining for Geosciences.

Alípio Jorge Rui L. Lopes Germán Larrazábal Hamed Nikhalat-Jahromi

EACD: evolutionary adaptation to concept drifts in data streams.

Hossein Ghomeshi Mohamed Medhat Gaber Yevgeniya Kovalchuk

Modeling and elucidation of housing price.

Fei Tan Chaoran Cheng Zhi Wei

Proximity Forest: an effective and scalable distance-based classifier for time series.

Benjamin Lucas Ahmed Shifaz Charlotte Pelletier Lachlan O&aposNeill Nayyar A. Zaidi Bart Goethals François Petitjean Geoffrey I. Webb

An effective and versatile distance measure for spatiotemporal trajectories.

Somayeh Naderivesal Lars Kulik James Bailey


Volume 33, Number 2, March 2019
Algorithms for approximate subtropical matrix factorization.

Sanjar Karaev Pauli Miettinen

Model-free inference of diffusion networks using RKHS embeddings.

Shoubo Hu Bogdan Cautis Zhitang Chen Laiwan Chan Yanhui Geng Xiuqiang He

DeepRank: improving unsupervised node ranking via link discovery.

Yi-An Lai Chin-Chi Hsu Wen-Hao Chen Mi-Yen Yeh Shou-De Lin

Noise-free latent block model for high dimensional data.

Charlotte Laclau Vincent Brault

Interpretable multiple data streams clustering with clipped streams representation for the improvement of electricity consumption forecasting.

Peter Laurinec Mária Lucká

A review on distance based time series classification.

Amaia Abanda Usue Mori José Antonio Lozano

A tutorial on statistically sound pattern discovery.

Wilhelmiina Hämäläinen Geoffrey I. Webb

Multi-target prediction: a unifying view on problems and methods.

Willem Waegeman Krzysztof Dembczynski Eyke Hüllermeier


Volume 33, Number 1, January 2019
Exact mean computation in dynamic time warping spaces.

Markus Brill Till Fluschnik Vincent Froese Brijnesh J. Jain Rolf Niedermeier David Schultz

Robust classification of graph-based data.

Carlos M. Alaíz Michaël Fanuel Johan A. K. Suykens

Group recommender system for store product placement.

Jihoi Park Kihwan Nam

Learning edge weights in file co-occurrence graphs for malware detection.

Weixuan Mao Zhongmin Cai Bo Zeng Xiaohong Guan

Ranking evolution maps for Satellite Image Time Series exploration: application to crustal deformation and environmental monitoring.

Nicolas Méger Christophe Rigotti Catherine Pothier Tuan Nguyen Felicity Lodge Lionel Gueguen Rémi Andreoli Marie-Pierre Doin Mihai Datcu

Domain agnostic online semantic segmentation for multi-dimensional time series.

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

Modeling location-based social network data with area attraction and neighborhood competition.

Thanh-Nam Doan Ee-Peng Lim

Sampling online social networks by random walk with indirect jumps.

Junzhou Zhao Pinghui Wang John C. S. Lui Don Towsley Xiaohong Guan

Estimating sequence similarity from read sets for clustering next-generation sequencing data.

Petr Rysavý Filip Zelezný