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Data Mining and Knowledge Discovery, Volume 33
Volume 33, Number 1, January 2019
- Petr Rysavý
, Filip Zelezný
:
Estimating sequence similarity from read sets for clustering next-generation sequencing data. 1-23 - Junzhou Zhao, Pinghui Wang, John C. S. Lui, Don Towsley
, Xiaohong Guan:
Sampling online social networks by random walk with indirect jumps. 24-57 - Thanh-Nam Doan
, Ee-Peng Lim
:
Modeling location-based social network data with area attraction and neighborhood competition. 58-95 - Shaghayegh Gharghabi
, Chin-Chia Michael Yeh, Yifei Ding, Wei Ding
, Paul Hibbing
, Samuel LaMunion
, Andrew Kaplan, Scott E. Crouter, Eamonn J. Keogh:
Domain agnostic online semantic segmentation for multi-dimensional time series. 96-130 - Nicolas Méger
, Christophe Rigotti, Catherine Pothier, Tuan Nguyen, Felicity Lodge, Lionel Gueguen, Rémi Andreoli, Marie-Pierre Doin
, Mihai Datcu:
Ranking evolution maps for Satellite Image Time Series exploration: application to crustal deformation and environmental monitoring. 131-167 - Weixuan Mao, Zhongmin Cai, Bo Zeng, Xiaohong Guan:
Learning edge weights in file co-occurrence graphs for malware detection. 168-203 - Jihoi Park
, Kihwan Nam
:
Group recommender system for store product placement. 204-229 - Carlos M. Alaíz
, Michaël Fanuel, Johan A. K. Suykens
:
Robust classification of graph-based data. 230-251 - Markus Brill, Till Fluschnik, Vincent Froese, Brijnesh J. Jain, Rolf Niedermeier, David Schultz:
Exact mean computation in dynamic time warping spaces. 252-291
Volume 33, Number 2, March 2019
- Willem Waegeman
, Krzysztof Dembczynski
, Eyke Hüllermeier:
Multi-target prediction: a unifying view on problems and methods. 293-324 - Wilhelmiina Hämäläinen
, Geoffrey I. Webb
:
A tutorial on statistically sound pattern discovery. 325-377 - Amaia Abanda
, Usue Mori, José Antonio Lozano:
A review on distance based time series classification. 378-412 - Peter Laurinec
, Mária Lucká:
Interpretable multiple data streams clustering with clipped streams representation for the improvement of electricity consumption forecasting. 413-445 - Charlotte Laclau
, Vincent Brault:
Noise-free latent block model for high dimensional data. 446-473 - Yi-An Lai, Chin-Chi Hsu
, Wen-Hao Chen, Mi-Yen Yeh
, Shou-De Lin:
DeepRank: improving unsupervised node ranking via link discovery. 474-498 - Shoubo Hu, Bogdan Cautis
, Zhitang Chen, Laiwan Chan, Yanhui Geng, Xiuqiang He:
Model-free inference of diffusion networks using RKHS embeddings. 499-525 - Sanjar Karaev, Pauli Miettinen
:
Algorithms for approximate subtropical matrix factorization. 526-576
Volume 33, Number 3, May 2019
- Somayeh Naderivesal
, Lars Kulik, James Bailey:
An effective and versatile distance measure for spatiotemporal trajectories. 577-606 - Benjamin Lucas
, Ahmed Shifaz
, Charlotte Pelletier
, Lachlan O'Neill, Nayyar Abbas Zaidi
, Bart Goethals
, François Petitjean
, Geoffrey I. Webb
:
Proximity Forest: an effective and scalable distance-based classifier for time series. 607-635 - Fei Tan, Chaoran Cheng, Zhi Wei
:
Modeling and elucidation of housing price. 636-662 - Hossein Ghomeshi
, Mohamed Medhat Gaber
, Yevgeniya Kovalchuk:
EACD: evolutionary adaptation to concept drifts in data streams. 663-694 - Alípio Jorge
, Rui L. Lopes
, Germán Larrazábal, Hamed Nikhalat-Jahromi
:
Guest Editorial - Special Issue on Data Mining for Geosciences. 695-696 - Editor's Note. 697
- Michelangelo Ceci
, Roberto Corizzo
, Donato Malerba
, Aleksandra Rashkovska
:
Spatial autocorrelation and entropy for renewable energy forecasting. 698-729 - Antti Airola
, Jonne Pohjankukka, Johanna Torppa, Maarit Middleton, Vesa Nykänen
, Jukka Heikkonen, Tapio Pahikkala
:
The spatial leave-pair-out cross-validation method for reliable AUC estimation of spatial classifiers. 730-747 - Rebecca E. Wilson, Idris A. Eckley
, Matthew A. Nunes
, Timothy Park:
Dynamic detection of anomalous regions within distributed acoustic sensing data streams using locally stationary wavelet time series. 748-772 - Indre Zliobaite
:
Concept drift over geological times: predictive modeling baselines for analyzing the mammalian fossil record. 773-803
Volume 33, Number 4, July 2019
- Cèsar Ferri
, José Hernández-Orallo, Peter A. Flach
:
Setting decision thresholds when operating conditions are uncertain. 805-847 - Mengxue Zhang
, Meizhuo Zhang, Chen Ge, Quanyang Liu, Jiemin Wang, Jia Wei, Kenny Q. Zhu:
Automatic discovery of adverse reactions through Chinese social media. 848-870 - Jessica Clark, Foster J. Provost:
Unsupervised dimensionality reduction versus supervised regularization for classification from sparse data. 871-916 - Hassan Ismail Fawaz
, Germain Forestier
, Jonathan Weber
, Lhassane Idoumghar, Pierre-Alain Muller:
Deep learning for time series classification: a review. 917-963 - Antonio Arauzo-Azofra
, Alfonso Jiménez-Vílchez
, José Molina-Baena
, María Luque-Rodriguez
:
Algorithmic cache of sorted tables for feature selection - Speeding up methods based on consistency and information theory measures. 964-994 - Ruiyu Yang, Yuxiang Jiang, Scott Mathews, Elizabeth A. Housworth, Matthew W. Hahn
, Predrag Radivojac
:
A new class of metrics for learning on real-valued and structured data. 995-1016 - Kenji Yamanishi
, Tianyi Wu, Shinya Sugawara
, Makoto Okada:
The decomposed normalized maximum likelihood code-length criterion for selecting hierarchical latent variable models. 1017-1058 - Jian-Ping Mei
, Huajiang Lv, Liang Huai Yang
, Yanjun Li:
Clustering for heterogeneous information networks with extended star-structure. 1059-1087 - Florian Adriaens
, Jefrey Lijffijt
, Tijl De Bie
:
Subjectively interesting connecting trees and forests. 1088-1124 - Boris Cule
, Len Feremans
, Bart Goethals
:
Efficiently mining cohesion-based patterns and rules in event sequences. 1125-1182 - Thach Le Nguyen, Severin Gsponer, Iulia Ilie
, Martin O'Reilly, Georgiana Ifrim
:
Interpretable time series classification using linear models and multi-resolution multi-domain symbolic representations. 1183-1222
Volume 33, Number 5, September 2019
- Karsten M. Borgwardt, Po-Ling Loh, Evimaria Terzi, Antti Ukkonen
:
Introduction to the special issue for the ECML PKDD 2019 journal track. 1223-1224 - Minsoo Jung, Yongsub Lim, Sunmin Lee, U Kang:
FURL: Fixed-memory and uncertainty reducing local triangle counting for multigraph streams. 1225-1253 - Manfred Jaeger
, Marco Lippi
, Giovanni Pellegrini, Andrea Passerini
:
Counts-of-counts similarity for prediction and search in relational data. 1254-1297 - Nicolas Nadisic
, Aurélien Coussat
, Loïc Cerf
:
Mining skypatterns in fuzzy tensors. 1298-1322 - Georg Krempl
, Dominik Lang, Vera Hofer:
Temporal density extrapolation using a dynamic basis approach. 1323-1356 - Sjouke Mauw, Yunior Ramírez-Cruz
, Rolando Trujillo-Rasua
:
Robust active attacks on social graphs. 1357-1392 - Lakshmi Gangumalla, P. Krishna Reddy, Anirban Mondal:
Multi-location visibility query processing using portion-based transactional modeling and pattern mining. 1393-1416 - Konstantinos Semertzidis, Evaggelia Pitoura, Evimaria Terzi, Panayiotis Tsaparas
:
Finding lasting dense subgraphs. 1417-1445 - Jelena Gligorijevic, Djordje Gligorijevic, Ivan Stojkovic
, Xiao Bai, Amit Goyal, Zoran Obradovic:
Deeply supervised model for click-through rate prediction in sponsored search. 1446-1467 - Zijin Zhao, Lingyang Chu
, Dacheng Tao, Jian Pei
:
Classification with label noise: a Markov chain sampling framework. 1468-1504
Volume 33, Number 6, November 2019
- Nils M. Kriege
, Marion Neumann, Christopher Morris
, Kristian Kersting, Petra Mutzel
:
A unifying view of explicit and implicit feature maps of graph kernels. 1505-1547 - Hui Li, Yu Liu, Yuqiu Qian, Nikos Mamoulis, Wenting Tu, David W. Cheung:
HHMF: hidden hierarchical matrix factorization for recommender systems. 1548-1582 - Marek Smieja, Krzysztof Hajto, Jacek Tabor:
Efficient mixture model for clustering of sparse high dimensional binary data. 1583-1624 - Tomer Geva
, Maytal Saar-Tsechansky
, Harel Lustiger
:
More for less: adaptive labeling payments in online labor markets. 1625-1673 - James Large
, Jason Lines
, Anthony J. Bagnall
:
A probabilistic classifier ensemble weighting scheme based on cross-validated accuracy estimates. 1674-1709 - Wei Zhang, Yao-Chi Yu
, Jr-Shin Li
:
Dynamics reconstruction and classification via Koopman features. 1710-1735 - Domenico Saccà
, Edoardo Serra
, Antonino Rullo
:
Extending inverse frequent itemsets mining to generate realistic datasets: complexity, accuracy and emerging applications. 1736-1774 - Maximilian Toller, Tiago Santos
, Roman Kern
:
SAZED: parameter-free domain-agnostic season length estimation in time series data. 1775-1798 - Gerrit J. J. van den Burg
, Alfredo Nazábal
, Charles Sutton
:
Wrangling messy CSV files by detecting row and type patterns. 1799-1820 - Carl Henning Lubba
, Sarab S. Sethi
, Philip Knaute, Simon R. Schultz
, Ben D. Fulcher
, Nick S. Jones
:
catch22: CAnonical Time-series CHaracteristics - Selected through highly comparative time-series analysis. 1821-1852 - Sylvain Lamprier
, Thibault Gisselbrecht, Patrick Gallinari:
Contextual bandits with hidden contexts: a focused data capture from social media streams. 1853-1893 - Jadson Castro Gertrudes
, Arthur Zimek
, Jörg Sander, Ricardo J. G. B. Campello:
A unified view of density-based methods for semi-supervised clustering and classification. 1894-1952 - Daokun Zhang
, Jie Yin, Xingquan Zhu
, Chengqi Zhang
:
Attributed network embedding via subspace discovery. 1953-1980 - Shaghayegh Gharghabi
, Chin-Chia Michael Yeh, Yifei Ding, Wei Ding
, Paul Hibbing
, Samuel LaMunion
, Andrew Kaplan, Scott E. Crouter, Eamonn J. Keogh:
Correction to: Domain agnostic online semantic segmentation for multi-dimensional time series. 1981-1982

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