Journal: Data Min. Knowl. Discov.

Volume 30, Issue 6

1427 -- 1454Michael Jones, Daniel Nikovski, Makoto Imamura, Takahisa Hirata. Exemplar learning for extremely efficient anomaly detection in real-valued time series
1455 -- 1479Yi Gao, Wenxin Jiang, Martin A. Tanner. Generalized Gini Correlation and its Application in Data-Mining
1480 -- 1519Fernando Terroso-Saenz, Mercedes Valdés-Vela, Antonio F. Skarmeta-Gómez. Online route prediction based on clustering of meaningful velocity-change areas
1520 -- 1555Nguyen Xuan Vinh, Jeffrey Chan, Simone Romano 0003, James Bailey, Christopher Leckie, Kotagiri Ramamohanarao, Jian Pei. Discovering outlying aspects in large datasets

Volume 30, Issue 5

995 -- 997Thomas Gärtner, Mirco Nanni, Andrea Passerini, Céline Robardet. Guest editors' introduction to the EcmlPkdd 2016 journal track special issue of Machine Learning
998 -- 1023Yan Zhu, Eamonn Keogh. Irrevocable-choice algorithms for sampling from a stream
1024 -- 1052Nilothpal Talukder, Mohammed J. Zaki. A distributed approach for graph mining in massive networks
1053 -- 1085Isak Karlsson, Panagiotis Papapetrou, Henrik Boström. Generalized random shapelet forests
1086 -- 1111François Petitjean, Tao Li, Nikolaj Tatti, Geoffrey I. Webb. Skopus: Mining top-k sequential patterns under leverage
1112 -- 1133Jussi Korpela, Andreas Henelius, Lauri Ahonen, Arto Klami, Kai Puolamäki. Using regression makes extraction of shared variation in multiple datasets easy
1134 -- 1165Esther Galbrun, Aristides Gionis, Nikolaj Tatti. Top-k overlapping densest subgraphs
1166 -- 1191Cheng Luo, Xiongcai Cai. Bayesian Wishart matrix factorization
1192 -- 1216Luís Paulo F. Garcia, Ana Carolina Lorena, Stan Matwin, André Carlos Ponce de Leon Ferreira de Carvalho. Ensembles of label noise filters: a ranking approach
1217 -- 1248Kai Zhu, Zhen Chen, Lei Ying. Locating the contagion source in networks with partial timestamps
1249 -- 1272Mostafa Haghir Chehreghani, Maurice Bruynooghe. Mining rooted ordered trees under subtree homeomorphism
1273 -- 1298Patrick Schäfer. Scalable time series classification
1299 -- 1323Geert Heyman, Ivan Vulic, Marie-Francine Moens. C-BiLDA extracting cross-lingual topics from non-parallel texts by distinguishing shared from unshared content
1324 -- 1349Marian-Andrei Rizoiu, Julien Velcin, Stéphane Bonnevay, Stéphane Lallich. ClusPath: a temporal-driven clustering to infer typical evolution paths
1350 -- 1369Sofiane Lagraa, Hamida Seba. An efficient exact algorithm for triangle listing in large graphs
1370 -- 1394Michiel Stock, Krzysztof Dembczynski, Bernard De Baets, Willem Waegeman. Exact and efficient top-K inference for multi-target prediction by querying separable linear relational models
1395 -- 1425Hau Chan, Leman Akoglu. Optimizing network robustness by edge rewiring: a general framework

Volume 30, Issue 4

763 -- 796Roger M. Stein. Evaluating discrete choice prediction models when the evaluation data is corrupted: analytic results and bias corrections for the area under the ROC
797 -- 818Bibudh Lahiri, Arko Provo Mukherjee, Srikanta Tirthapura. Identifying correlated heavy-hitters in a two-dimensional data stream
819 -- 847Ahmet Erdem Sariyüce, Bugra Gedik, Gabriela Jacques-Silva, Kun-Lung Wu, Ümit V. Çatalyürek. SONIC: streaming overlapping community detection
848 -- 890José Hernández-Orallo, César Ferri, Nicolas Lachiche, Adolfo Martínez Usó, M. José Ramírez-Quintana. Binarised regression tasks: methods and evaluation metrics
891 -- 927Guilherme O. Campos, Arthur Zimek, Jörg Sander, Ricardo J. G. B. Campello, Barbora Micenková, Erich Schubert, Ira Assent, Michael E. Houle. On the evaluation of unsupervised outlier detection: measures, datasets, and an empirical study
928 -- 963An-Shu Zhang, Wen-Zhong Shi, Geoffrey I. Webb. Mining significant association rules from uncertain data
964 -- 994Geoffrey I. Webb, Roy Hyde, Hong Cao, Hai-Long Nguyen, François Petitjean. Characterizing concept drift

Volume 30, Issue 3

511 -- 549Meng Fang, Jie Yin, Xingquan Zhu. Active exploration for large graphs
550 -- 575Jia Zhu, Qing Xie, Shoou-I Yu, Wai Hung Wong. Exploiting link structure for web page genre identification
576 -- 604Inmaculada Pérez-Bernabé, Antonio Fernández 0002, Rafael Rumí, Antonio Salmerón. Parameter learning in hybrid Bayesian networks using prior knowledge
605 -- 639Reza Mortazavi, Saeed Jalili. Enhancing aggregation phase of microaggregation methods for interval disclosure risk minimization
640 -- 680Elaine Ribeiro de Faria, André Carlos Ponce de Leon Ferreira de Carvalho, João Gama. MINAS: multiclass learning algorithm for novelty detection in data streams
681 -- 710Liangzhe Chen, K. S. M. Tozammel Hossain, Patrick Butler, Naren Ramakrishnan, B. Aditya Prakash. Syndromic surveillance of Flu on Twitter using weakly supervised temporal topic models
711 -- 762Florian Lemmerich, Martin Atzmueller, Frank Puppe. Fast exhaustive subgroup discovery with numerical target concepts

Volume 30, Issue 2

283 -- 312Rohit J. Kate. Using dynamic time warping distances as features for improved time series classification
313 -- 341Gitte Vanwinckelen, Vinicius Tragante do O, Daan Fierens, Hendrik Blockeel. Instance-level accuracy versus bag-level accuracy in multi-instance learning
342 -- 371Balázs Hidasi, Domonkos Tikk. General factorization framework for context-aware recommendations
372 -- 402Giovanni Stilo, Paola Velardi. Efficient temporal mining of micro-blog texts and its application to event discovery
403 -- 437Bing Hu, Yanping Chen, Eamonn Keogh. Classification of streaming time series under more realistic assumptions
438 -- 475Matteo Riondato, Evgenios M. Kornaropoulos. Fast approximation of betweenness centrality through sampling
476 -- 509Mustafa Gokce Baydogan, George C. Runger. Time series representation and similarity based on local autopatterns

Volume 30, Issue 1

1 -- 46Mijung Kim, K. Selçuk Candan. Decomposition-by-normalization (DBN): leveraging approximate functional dependencies for efficient CP and tucker decompositions
47 -- 98Wouter Duivesteijn, Ad Feelders, Arno J. Knobbe. Exceptional Model Mining - Supervised descriptive local pattern mining with complex target concepts
99 -- 146Ming Gao, Ee-Peng Lim, David Lo, Philips Kokoh Prasetyo. On detecting maximal quasi antagonistic communities in signed graphs
147 -- 180Ismail Günes, Sule Gündüz Ögüdücü, Zehra Çataltepe. Link prediction using time series of neighborhood-based node similarity scores
181 -- 225Geng Li, Mohammed J. Zaki. Sampling frequent and minimal boolean patterns: theory and application in classification
226 -- 242Kristina Ibáñez, María Guijarro, Gonzalo Pajares, Alfonso Valencia. A computational approach inspired by simulated annealing to study the stability of protein interaction networks in cancer and neurological disorders
243 -- 281Jesin Zakaria, Abdullah Mueen, Eamonn J. Keogh, Neal E. Young. Accelerating the discovery of unsupervised-shapelets