×

Data Mining and Knowledge Discovery

Short Title: Data Min. Knowl. Discov.
Publisher: Springer US, New York, NY
ISSN: 1384-5810; 1573-756X/e
Online: https://link.springer.com/journal/10618/volumes-and-issues
Comments: Journal
Documents Indexed: 514 Publications (since 2000)
References Indexed: 476 Publications with 22,865 References.
all top 5

Authors

16 Keogh, Eamonn J.
13 Tatti, Nikolaj
12 Gionis, Aristides
11 Webb, Geoffrey I.
8 De Bie, Tijl
7 Lijffijt, Jefrey
6 Papapetrou, Panagiotis
6 Petitjean, François
6 Vreeken, Jilles
5 Bagnall, Anthony J.
5 Davidson, Ian
5 Hullermeier, Eyke
5 Pei, Jian
5 Puolamäki, Kai
5 Riondato, Matteo
4 Bifet, Albert
4 Bonchi, Francesco
4 Calders, Toon
4 Campello, Ricardo José Gabrielli Barreto
4 Duivesteijn, Wouter
4 Gullo, Francesco
4 Günnemann, Stephan
4 Kersting, Kristian
4 Kim, Minyoung
4 Li, Tao
4 Matakos, Antonis
4 Mueen, Abdullah
4 Pechenizkiy, Mykola
4 Provost, Foster
4 Ramon, Jan
4 Tagarelli, Andrea
4 van Leeuwen, Matthijs
4 Yamanishi, Kenji
4 Zimek, Arthur
3 Appice, Annalisa
3 Batista, Gustavo E. A. P. A.
3 Blockeel, Hendrik
3 Cerf, Loïc
3 Dembczyński, Krzysztof
3 Ferri, César
3 Gallinari, Patrick
3 Gama, João
3 Giudici, Paolo
3 Han, Jiawei
3 Henelius, Andreas
3 Hernández-Orallo, Jose
3 Hu, Bing
3 Ienco, Dino
3 Iwata, Tomoharu
3 Kashima, Hisashi
3 Klami, Arto
3 Kostakis, Orestis
3 Lim, Ee-Peng
3 Lines, Jason
3 Meo, Rosa
3 Mercer, Ryan
3 Passerini, Andrea
3 Pensa, Ruggero G.
3 Robardet, Céline
3 Schäfer, Patrick
3 Spiliopoulou, Myra
3 Terzi, Evimaria
3 Tsaparas, Panayiotis
3 Waegeman, Willem
3 Wang, Fei
3 Wang, Shengrui
3 Yin, Jie
3 Yu, Philip S.
3 Zhu, Xingquan
2 Adams, Niall M.
2 Adriaens, Florian
2 Akoglu, Leman
2 Alaee, Sara
2 Angiulli, Fabrizio
2 Antunes, Cláudia M.
2 Assent, Ira
2 Atzmüller, Martin
2 Baratchi, Mitra
2 Baydogan, Mustafa Gokce
2 Bielza, Concha
2 Böhm, Klemens
2 Boley, Mario
2 Boulicaut, Jean-François
2 Cao, Longbing
2 Cao, Nan
2 Ceci, Michelangelo
2 Chen, Ling
2 Chen, Yanping
2 Chen, Zheng
2 Crouter, Scott E.
2 Cui, Peng
2 Cule, Boris
2 Davis, Jesse
2 Ding, Wei
2 Ding, Yifei
2 Domeniconi, Carlotta
2 Domingo-Ferrer, Josep
2 Du, Xin
2 Džeroski, Sašo
2 Fassetti, Fabio
...and 1,267 more Authors

Publications by Year

Citations contained in zbMATH Open

268 Publications have been cited 1,194 times in 889 Documents Cited by Year
Community discovery using nonnegative matrix factorization. Zbl 1235.68034
Wang, Fei; Li, Tao; Wang, Xin; Zhu, Shenghuo; Ding, Chris
35
2011
Scalable influence maximization for independent cascade model in large-scale social networks. Zbl 1260.91219
Wang, Chi; Chen, Wei; Wang, Yajun
34
2012
Krimp: mining itemsets that compress. Zbl 1235.68071
Vreeken, Jilles; Van Leeuwen, Matthijs; Siebes, Arno
33
2011
Deep learning for time series classification: a review. Zbl 1458.68196
Ismail Fawaz, Hassan; Forestier, Germain; Weber, Jonathan; Idoumghar, Lhassane; Muller, Pierre-Alain
29
2019
Time series classification with ensembles of elastic distance measures. Zbl 1405.68295
Lines, Jason; Bagnall, Anthony
26
2015
Advances in instance selection for instance-based learning algorithms. Zbl 1027.68673
Brighton, Henry; Mellish, Chris
24
2002
A survey of hierarchical classification across different application domains. Zbl 1235.68190
Silla, Carlos N.; Freitas, Alex A.
24
2011
E-commerce recommendation applications. Zbl 1006.68628
Schafer, J. Ben; Konstan, Joseph A.; Riedl, John
23
2001
CID: an efficient complexity-invariant distance for time series. Zbl 1294.62188
Batista, Gustavo E. A. P. A.; Keogh, Eamonn J.; Tataw, Oben Moses; de Souza, Vinícius M. A.
20
2014
Classification of time series by shapelet transformation. Zbl 1298.62098
Hills, Jon; Lines, Jason; Baranauskas, Edgaras; Mapp, James; Bagnall, Anthony
19
2014
Learning model trees from evolving data streams. Zbl 1235.68158
Ikonomovska, Elena; Gama, João; Džeroski, Sašo
18
2011
Maximum entropy models and subjective interestingness: an application to tiles in binary databases. Zbl 1235.68065
De Bie, Tijl
18
2011
Fast approximation of betweenness centrality through sampling. Zbl 1411.91458
Riondato, Matteo; Kornaropoulos, Evgenios M.
17
2016
The BOSS is concerned with time series classification in the presence of noise. Zbl 1405.68305
Schäfer, Patrick
17
2015
Detecting group differences: Mining contrast sets. Zbl 0982.68048
Bay, Stephen D.; Pazzani, Michael J.
16
2001
Descriptive matrix factorization for sustainability. Adopting the principle of opposites. Zbl 1235.62002
Thurau, Christian; Kersting, Kristian; Wahabzada, Mirwaes; Bauckhage, Christian
15
2012
Quadratic regularization projected Barzilai-Borwein method for nonnegative matrix factorization. Zbl 1405.65060
Huang, Yakui; Liu, Hongwei; Zhou, Shuisheng
14
2015
A survey on enhanced subspace clustering. Zbl 1270.68260
Sim, Kelvin; Gopalkrishnan, Vivekanand; Zimek, Arthur; Cong, Gao
13
2013
Learning Bayesian networks by hill climbing: efficient methods based on progressive restriction of the neighborhood. Zbl 1235.68152
Gámez, José A.; Mateo, Juan L.; Puerta, José M.
13
2011
Self-organizing maps by difference of convex functions optimization. Zbl 1342.90147
Le Thi, Hoai An; Nguyen, Manh Cuong
12
2014
Summarizing transactional databases with overlapped hyperrectangles. Zbl 1235.68068
Xiang, Yang; Jin, Ruoming; Fuhry, David; Dragan, Feodor F.
12
2011
Using dynamic time warping distances as features for improved time series classification. Zbl 1411.62255
Kate, Rohit J.
11
2016
ABACUS: frequent pattern mining-based community discovery in multidimensional networks. Zbl 1281.68173
Berlingerio, Michele; Pinelli, Fabio; Calabrese, Francesco
11
2013
Characterizing concept drift. Zbl 1411.68127
Webb, Geoffrey I.; Hyde, Roy; Cao, Hong; Nguyen, Hai Long; Petitjean, Francois
11
2016
Time series shapelets: a novel technique that allows accurate, interpretable and fast classification. Zbl 1235.68213
Ye, Lexiang; Keogh, Eamonn
11
2011
Manifold elastic net: a unified framework for sparse dimension reduction. Zbl 1235.62097
Zhou, Tianyi; Tao, Dacheng; Wu, Xindong
11
2011
Hellinger distance decision trees are robust and skew-insensitive. Zbl 1235.68141
Cieslak, David A.; Hoens, T. Ryan; Chawla, Nitesh V.; Kegelmeyer, W. Philip
11
2012
Local outlier detection reconsidered: a generalized view on locality with applications to spatial, video, and network outlier detection. Zbl 1281.68192
Schubert, Erich; Zimek, Arthur; Kriegel, Hans-Peter
10
2014
Adaptive sampling methods for scaling up knowledge discovery algorithms. Zbl 1009.68036
Domingo, Carlos; Gavaldà, Ricard; Watanabe, Osamu
10
2002
A review on distance based time series classification. Zbl 1458.62191
Abanda, Amaia; Mori, Usue; Lozano, Jose A.
10
2019
Mining closed strict episodes. Zbl 1260.68346
Tatti, Nikolaj; Cule, Boris
10
2012
Tensor factorization using auxiliary information. Zbl 1260.68341
Narita, Atsuhiro; Hayashi, Kohei; Tomioka, Ryota; Kashima, Hisashi
10
2012
Optimizing network robustness by edge rewiring: a general framework. Zbl 1409.05190
Chan, Hau; Akoglu, Leman
9
2016
Likelihood-based data squashing: A modeling approach to instance construction. Zbl 0996.68564
Madigan, David; Raghavan, Nandini; Dumouchel, William; Nason, Martha; Posse, Christian; Ridgeway, Greg
9
2002
Gaussian bandwidth selection for manifold learning and classification. Zbl 1455.68174
Lindenbaum, Ofir; Salhov, Moshe; Yeredor, Arie; Averbuch, Amir
9
2020
Exceptional model mining. Exceptional model mining, supervised descriptive local pattern mining with complex target concepts. Zbl 1411.68096
Duivesteijn, Wouter; Feelders, Ad J.; Knobbe, Arno
8
2016
Classification of streaming time series under more realistic assumptions. Zbl 1411.62254
Hu, Bing; Chen, Yanping; Keogh, Eamonn
8
2016
Time series joins, motifs, discords and shapelets: a unifying view that exploits the matrix profile. Zbl 1416.62534
Yeh, Chin-Chia Michael; Zhu, Yan; Ulanova, Liudmila; Begum, Nurjahan; Ding, Yifei; Dau, Hoang Anh; Zimmerman, Zachary; Silva, Diego Furtado; Mueen, Abdullah; Keogh, Eamonn
8
2018
Adaptive evolutionary clustering. Zbl 1281.68200
Xu, Kevin S.; Kliger, Mark; Hero, Alfred O. III
8
2014
Classifier evaluation and attribute selection against active adversaries. Zbl 1235.62067
Kantarcıoğlu, Murat; Xi, Bowei; Clifton, Chris
8
2011
Efficient and effective community search. Zbl 1405.68235
Barbieri, Nicola; Bonchi, Francesco; Galimberti, Edoardo; Gullo, Francesco
7
2015
Labeled directed acyclic graphs: a generalization of context-specific independence in directed graphical models. Zbl 1403.68206
Pensar, Johan; Nyman, Henrik; Koski, Timo; Corander, Jukka
7
2015
Survey on distance metric learning and dimensionality reduction in data mining. Zbl 1403.68215
Wang, Fei; Sun, Jimeng
7
2015
Behavior-based clustering and analysis of interestingness measures for association rule mining. Zbl 1298.68230
Tew, C.; Giraud-Carrier, C.; Tanner, K.; Burton, S.
7
2014
Training and assessing classification rules with imbalanced data. Zbl 1281.68198
Menardi, Giovanna; Torelli, Nicola
7
2014
Leveraging social media networks for classification. Zbl 1235.91150
Tang, Lei; Liu, Huan
7
2011
PUBLIC: A decision tree classifier that integrates building and pruning. Zbl 1060.68589
Rastogi, Rajeev; Shim, Kyuseok
7
2000
On normalization and algorithm selection for unsupervised outlier detection. Zbl 1464.62281
Kandanaarachchi, Sevvandi; Muñoz, Mario A.; Hyndman, Rob J.; Smith-Miles, Kate
7
2020
Comparing apples and oranges: measuring differences between exploratory data mining results. Zbl 1260.68347
Tatti, Nikolaj; Vreeken, Jilles
7
2012
ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels. Zbl 1460.62144
Dempster, Angus; Petitjean, François; Webb, Geoffrey I.
7
2020
Discovering recurring activity in temporal networks. Zbl 1416.62700
Kostakis, Orestis; Tatti, Nikolaj; Gionis, Aristides
6
2017
Anytime discovery of a diverse set of patterns with Monte Carlo tree search. Zbl 1411.68132
Bosc, Guillaume; Boulicaut, Jean-François; Raïssi, Chedy; Kaytoue, Mehdi
6
2018
Speeding up similarity search under dynamic time warping by pruning unpromising alignments. Zbl 1416.62528
Silva, Diego F.; Giusti, Rafael; Keogh, Eamonn; Batista, Gustavo E. A. P. A.
6
2018
Evaluation measures for hierarchical classification: a unified view and novel approaches. Zbl 1405.62079
Kosmopoulos, Aris; Partalas, Ioannis; Gaussier, Eric; Paliouras, Georgios; Androutsopoulos, Ion
6
2015
Learning a symbolic representation for multivariate time series classification. Zbl 1403.68181
Baydogan, Mustafa Gokce; Runger, George
6
2015
A framework for semi-supervised and unsupervised optimal extraction of clusters from hierarchies. Zbl 1281.68175
Campello, R. J. G. B.; Moulavi, D.; Zimek, A.; Sander, J.
6
2013
Projective clustering ensembles. Zbl 1267.68181
Gullo, Francesco; Domeniconi, Carlotta; Tagarelli, Andrea
6
2013
Top-\(k\) overlapping densest subgraphs. Zbl 1411.68101
Galbrun, Esther; Gionis, Aristides; Tatti, Nikolaj
6
2016
Subspace clustering of high-dimensional data: a predictive approach. Zbl 1294.68119
McWilliams, Brian; Montana, Giovanni
6
2014
Exact mean computation in dynamic time warping spaces. Zbl 1458.62196
Brill, Markus; Fluschnik, Till; Froese, Vincent; Jain, Brijnesh; Niedermeier, Rolf; Schultz, David
6
2019
Ensemble-based community detection in multilayer networks. Zbl 1411.68122
Tagarelli, Andrea; Amelio, Alessia; Gullo, Francesco
5
2017
Model-based and actual independence for fairness-aware classification. Zbl 1411.68110
Kamishima, Toshihiro; Akaho, Shotaro; Asoh, Hideki; Sakuma, Jun
5
2018
Summarizing numeric spatial data streams by trend cluster discovery. Zbl 1403.68179
Appice, Annalisa; Ciampi, Anna; Malerba, Donato
5
2015
Unsupervised interaction-preserving discretization of multivariate data. Zbl 1342.62001
Nguyen, Hoang-Vu; Müller, Emmanuel; Vreeken, Jilles; Böhm, Klemens
5
2014
Repeated labeling using multiple noisy labelers. Zbl 1281.68184
Ipeirotis, Panagiotis G.; Provost, Foster; Sheng, Victor S.; Wang, Jing
5
2014
On constrained spectral clustering and its applications. Zbl 1281.68196
Wang, Xiang; Qian, Buyue; Davidson, Ian
5
2014
The effect of homogeneity on the computational complexity of combinatorial data anonymization. Zbl 1281.68120
Bredereck, Robert; Nichterlein, André; Niedermeier, Rolf; Philip, Geevarghese
5
2014
Closed and noise-tolerant patterns in \(n\)-ary relations. Zbl 1267.68176
Cerf, Loïc; Besson, Jérémy; Nguyen, Kim-Ngan T.; Boulicaut, Jean-François
5
2013
Fast exhaustive subgroup discovery with numerical target concepts. Zbl 1411.68113
Lemmerich, Florian; Atzmueller, Martin; Puppe, Frank
5
2016
Generalized random shapelet forests. Zbl 1416.62344
Karlsson, Isak; Papapetrou, Panagiotis; Boström, Henrik
5
2016
Efficient prediction algorithms for binary decomposition techniques. Zbl 1235.68180
Park, Sang-Hyeun; Fürnkranz, Johannes
5
2012
ParaMiner: a generic pattern mining algorithm for multi-core architectures. Zbl 1294.68120
Negrevergne, Benjamin; Termier, Alexandre; Rousset, Marie-Christine; Méhaut, Jean-François
5
2014
Multi-target prediction: a unifying view on problems and methods. Zbl 1464.62399
Waegeman, Willem; Dembczyński, Krzysztof; Hüllermeier, Eyke
5
2019
Interpretable time series classification using linear models and multi-resolution multi-domain symbolic representations. Zbl 1458.62202
Le Nguyen, Thach; Gsponer, Severin; Ilie, Iulia; O’Reilly, Martin; Ifrim, Georgiana
5
2019
Parameterized low-rank binary matrix approximation. Zbl 1458.68075
Fomin, Fedor V.; Golovach, Petr A.; Panolan, Fahad
5
2020
Discovering injective episodes with general partial orders. Zbl 1260.68317
Achar, Avinash; Laxman, Srivatsan; Viswanathan, Raajay; Sastry, P. S.
5
2012
Clustering large attributed information networks: an efficient incremental computing approach. Zbl 1259.05150
Cheng, Hong; Zhou, Yang; Huang, Xin; Yu, Jeffrey Xu
5
2012
Time series representation and similarity based on local autopatterns. Zbl 1411.68093
Baydogan, Mustafa Gokce; Runger, George
4
2016
Social regularized von Mises-Fisher mixture model for item recommendation. Zbl 1411.68153
Salah, Aghiles; Nadif, Mohamed
4
2017
Extreme-value-theoretic estimation of local intrinsic dimensionality. Zbl 1428.60071
Amsaleg, Laurent; Chelly, Oussama; Furon, Teddy; Girard, Stéphane; Houle, Michael E.; Kawarabayashi, Ken-ichi; Nett, Michael
4
2018
An efficiently computable subgraph pattern support measure: counting independent observations. Zbl 1281.68197
Wang, Yuyi; Ramon, Jan; Fannes, Thomas
4
2013
A statistical significance testing approach to mining the most informative set of patterns. Zbl 1281.68188
Lijffijt, Jefrey; Papapetrou, Panagiotis; Puolamäki, Kai
4
2014
Cluster ensemble selection based on relative validity indexes. Zbl 1284.68503
Naldi, M. C.; Carvalho, A. C. P. L. F.; Campello, R. J. G. B.
4
2013
Support measures for graph data. Zbl 1235.68200
Vanetik, N.; Shimony, S. E.; Gudes, E.
4
2006
A distributed approach for graph mining in massive networks. Zbl 1411.68123
Talukder, N.; Zaki, M. J.
4
2016
Scalable time series classification. Zbl 1416.62526
Schäfer, Patrick
4
2016
Nonnegative tensor factorization as an alternative Csiszar-Tusnady procedure: algorithms, convergence, probabilistic interpretations and novel probabilistic tensor latent variable analysis algorithms. Zbl 1235.65041
Zafeiriou, Stefanos; Petrou, Maria
4
2011
Fast density-weighted low-rank approximation spectral clustering. Zbl 1235.68187
Shang, Fanhua; Jiao, L. C.; Shi, Jiarong; Gong, Maoguo; Shang, R. H.
4
2011
Measuring the component overlapping in the Gaussian mixture model. Zbl 1235.68194
Sun, Haojun; Wang, Shengrui
4
2011
DHCC: divisive hierarchical clustering of categorical data. Zbl 1235.68208
Xiong, Tengke; Wang, Shengrui; Mayers, André; Monga, Ernest
4
2012
An inductive database system based on virtual mining views. Zbl 1235.68064
Blockeel, Hendrik; Calders, Toon; Fromont, Élisa; Goethals, Bart; Prado, Adriana
4
2012
Informix under CONTROL: Online query processing. Zbl 1060.68585
Hellerstein, Joseph M.; Avnur, Ron; Kaman, Vijayshankar
4
2000
Interesting pattern mining in multi-relational data. Zbl 1294.68073
Spyropoulou, Eirini; De Bie, Tijl; Boley, Mario
4
2014
The network-untangling problem: from interactions to activity timelines. Zbl 1472.68120
Rozenshtein, Polina; Tatti, Nikolaj; Gionis, Aristides
4
2021
The great multivariate time series classification bake off: a review and experimental evaluation of recent algorithmic advances. Zbl 1478.62267
Pasos Ruiz, Alejandro; Flynn, Michael; Large, James; Middlehurst, Matthew; Bagnall, Anthony
4
2021
TS-CHIEF: a scalable and accurate forest algorithm for time series classification. Zbl 1435.62031
Shifaz, Ahmed; Pelletier, Charlotte; Petitjean, François; Webb, Geoffrey I.
4
2020
A tutorial on statistically sound pattern discovery. Zbl 1464.62305
Hämäläinen, Wilhelmiina; Webb, Geoffrey I.
4
2019
Summarizing categorical data by clustering attributes. Zbl 1260.68339
Mampaey, Michael; Vreeken, Jilles
4
2013
Network regression with predictive clustering trees. Zbl 1260.62050
Stojanova, Daniela; Ceci, Michelangelo; Appice, Annalisa; Džeroski, Sašo
4
2012
Instance-level accuracy versus bag-level accuracy in multi-instance learning. Zbl 1411.68125
Vanwinckelen, Gitte; Tragante do O, Vinicius; Fierens, Daan; Blockeel, Hendrik
3
2016
AA-forecast: anomaly-aware forecast for extreme events. Zbl 1521.62178
Farhangi, Ashkan; Bian, Jiang; Huang, Arthur; Xiong, Haoyi; Wang, Jun; Guo, Zhishan
1
2023
Mint: MDL-based approach for mining interesting numerical pattern sets. Zbl 1494.68223
Makhalova, Tatiana; Kuznetsov, Sergei O.; Napoli, Amedeo
3
2022
Interpreting deep learning models with marginal attribution by conditioning on quantiles. Zbl 1507.68272
Merz, Michael; Richman, Ronald; Tsanakas, Andreas; Wüthrich, Mario V.
2
2022
Cost-sensitive ensemble learning: a unifying framework. Zbl 1494.68227
Petrides, George; Verbeke, Wouter
2
2022
Robust regression via error tolerance. Zbl 1514.62149
Björklund, Anton; Henelius, Andreas; Oikarinen, Emilia; Kallonen, Kimmo; Puolamäki, Kai
2
2022
Grouped feature importance and combined features effect plot. Zbl 1507.68240
Au, Quay; Herbinger, Julia; Stachl, Clemens; Bischl, Bernd; Casalicchio, Giuseppe
1
2022
SPEck: mining statistically-significant sequential patterns efficiently with exact sampling. Zbl 1507.68287
Jenkins, Steedman; Walzer-Goldfeld, Stefan; Riondato, Matteo
1
2022
The minimum description length principle for pattern mining: a survey. Zbl 1509.68240
Galbrun, Esther
1
2022
An efficient procedure for mining egocentric temporal motifs. Zbl 1497.91240
Longa, Antonio; Cencetti, Giulia; Lepri, Bruno; Passerini, Andrea
1
2022
The network-untangling problem: from interactions to activity timelines. Zbl 1472.68120
Rozenshtein, Polina; Tatti, Nikolaj; Gionis, Aristides
4
2021
The great multivariate time series classification bake off: a review and experimental evaluation of recent algorithmic advances. Zbl 1478.62267
Pasos Ruiz, Alejandro; Flynn, Michael; Large, James; Middlehurst, Matthew; Bagnall, Anthony
4
2021
A survey of community detection methods in multilayer networks. Zbl 1472.68143
Huang, Xinyu; Chen, Dongming; Ren, Tao; Wang, Dongqi
3
2021
An alternating nonmonotone projected Barzilai-Borwein algorithm of nonnegative factorization of big matrices. Zbl 1483.68307
Li, Ting; Tang, Jiayi; Wan, Zhong
3
2021
For real: a thorough look at numeric attributes in subgroup discovery. Zbl 1472.68150
Meeng, Marvin; Knobbe, Arno
2
2021
BROCCOLI: overlapping and outlier-robust biclustering through proximal stochastic gradient descent. Zbl 1491.62047
Hess, Sibylle; Pio, Gianvito; Hochstenbach, Michiel; Ceci, Michelangelo
2
2021
Sparse randomized shortest paths routing with Tsallis divergence regularization. Zbl 1473.90050
Leleux, Pierre; Courtain, Sylvain; Guex, Guillaume; Saerens, Marco
2
2021
Time series extrinsic regression. Predicting numeric values from time series data. Zbl 1478.62269
Tan, Chang Wei; Bergmeir, Christoph; Petitjean, François; Webb, Geoffrey I.
2
2021
Time series motifs discovery under DTW allows more robust discovery of conserved structure. Zbl 1478.62245
Alaee, Sara; Mercer, Ryan; Kamgar, Kaveh; Keogh, Eamonn
2
2021
Implicit consensus clustering from multiple graphs. Zbl 1491.62045
Boutalbi, Rafika; Labiod, Lazhar; Nadif, Mohamed
1
2021
Characterizing attitudinal network graphs through frustration cloud. Zbl 1486.91069
Rusnak, Lucas; Tešić, Jelena
1
2021
Tackling ordinal regression problem for heterogeneous data: sparse and deep multi-task learning approaches. Zbl 1478.62190
Wang, Lu; Zhu, Dongxiao
1
2021
Efficient set-valued prediction in multi-class classification. Zbl 1478.62173
Mortier, Thomas; Wydmuch, Marek; Dembczyński, Krzysztof; Hüllermeier, Eyke; Waegeman, Willem
1
2021
Adversarial balancing-based representation learning for causal effect inference with observational data. Zbl 1473.68140
Du, Xin; Sun, Lei; Duivesteijn, Wouter; Nikolaev, Alexander; Pechenizkiy, Mykola
1
2021
Feature extraction from unequal length heterogeneous EHR time series via dynamic time warping and tensor decomposition. Zbl 1478.62273
Zhang, Chi; Fanaee-T, Hadi; Thoresen, Magne
1
2021
Detecting virtual concept drift of regressors without ground truth values. Zbl 1473.68158
Oikarinen, Emilia; Tiittanen, Henri; Henelius, Andreas; Puolamäki, Kai
1
2021
Gaussian bandwidth selection for manifold learning and classification. Zbl 1455.68174
Lindenbaum, Ofir; Salhov, Moshe; Yeredor, Arie; Averbuch, Amir
9
2020
On normalization and algorithm selection for unsupervised outlier detection. Zbl 1464.62281
Kandanaarachchi, Sevvandi; Muñoz, Mario A.; Hyndman, Rob J.; Smith-Miles, Kate
7
2020
ROCKET: exceptionally fast and accurate time series classification using random convolutional kernels. Zbl 1460.62144
Dempster, Angus; Petitjean, François; Webb, Geoffrey I.
7
2020
Parameterized low-rank binary matrix approximation. Zbl 1458.68075
Fomin, Fedor V.; Golovach, Petr A.; Panolan, Fahad
5
2020
TS-CHIEF: a scalable and accurate forest algorithm for time series classification. Zbl 1435.62031
Shifaz, Ahmed; Pelletier, Charlotte; Petitjean, François; Webb, Geoffrey I.
4
2020
FastEE: fast ensembles of elastic distances for time series classification. Zbl 1464.62395
Tan, Chang Wei; Petitjean, François; Webb, Geoffrey I.
3
2020
SIAS-miner: mining subjectively interesting attributed subgraphs. Zbl 1458.68157
Bendimerad, Anes; Mel, Ahmad; Lijffijt, Jefrey; Plantevit, Marc; Robardet, Céline; De Bie, Tijl
3
2020
An efficient \(K\)-means clustering algorithm for tall data. Zbl 1433.68330
Capó, Marco; Pérez, Aritz; Lozano, Jose A.
2
2020
Discrete-time survival forests with Hellinger distance decision trees. Zbl 1436.62480
Schmid, Matthias; Welchowski, Thomas; Wright, Marvin N.; Berger, Moritz
2
2020
Fair-by-design matching. Zbl 1458.91144
García-Soriano, David; Bonchi, Francesco
2
2020
Bayesian mean-parameterized nonnegative binary matrix factorization. Zbl 1460.62037
Lumbreras, Alberto; Filstroff, Louis; Févotte, Cédric
2
2020
An ultra-fast time series distance measure to allow data mining in more complex real-world deployments. Zbl 1477.68264
Gharghabi, Shaghayegh; Imani, Shima; Bagnall, Anthony; Darvishzadeh, Amirali; Keogh, Eamonn
1
2020
ABBA: adaptive Brownian bridge-based symbolic aggregation of time series. Zbl 1478.62250
Elsworth, Steven; Güttel, Stefan
1
2020
Relaxing the strong triadic closure problem for edge strength inference. Zbl 1433.68273
Adriaens, Florian; De Bie, Tijl; Gionis, Aristides; Lijffijt, Jefrey; Matakos, Antonis; Rozenshtein, Polina
1
2020
Robust and sparse multigroup classification by the optimal scoring approach. Zbl 1433.68372
Ortner, Irene; Filzmoser, Peter; Croux, Christophe
1
2020
Mining relaxed functional dependencies from data. Zbl 1458.68047
Caruccio, Loredana; Deufemia, Vincenzo; Polese, Giuseppe
1
2020
Delayed labelling evaluation for data streams. Zbl 1455.68167
Grzenda, Maciej; Gomes, Heitor Murilo; Bifet, Albert
1
2020
Large-scale network motif analysis using compression. Zbl 1455.68134
Bloem, Peter; de Rooij, Steven
1
2020
Introducing time series snippets: a new primitive for summarizing long time series. Zbl 1460.62147
Imani, Shima; Madrid, Frank; Ding, Wei; Crouter, Scott E.; Keogh, Eamonn
1
2020
MIDIA: exploring denoising autoencoders for missing data imputation. Zbl 1455.68191
Ma, Qian; Lee, Wang-Chien; Fu, Tao-Yang; Gu, Yu; Yu, Ge
1
2020
Deep learning for time series classification: a review. Zbl 1458.68196
Ismail Fawaz, Hassan; Forestier, Germain; Weber, Jonathan; Idoumghar, Lhassane; Muller, Pierre-Alain
29
2019
A review on distance based time series classification. Zbl 1458.62191
Abanda, Amaia; Mori, Usue; Lozano, Jose A.
10
2019
Exact mean computation in dynamic time warping spaces. Zbl 1458.62196
Brill, Markus; Fluschnik, Till; Froese, Vincent; Jain, Brijnesh; Niedermeier, Rolf; Schultz, David
6
2019
Multi-target prediction: a unifying view on problems and methods. Zbl 1464.62399
Waegeman, Willem; Dembczyński, Krzysztof; Hüllermeier, Eyke
5
2019
Interpretable time series classification using linear models and multi-resolution multi-domain symbolic representations. Zbl 1458.62202
Le Nguyen, Thach; Gsponer, Severin; Ilie, Iulia; O’Reilly, Martin; Ifrim, Georgiana
5
2019
A tutorial on statistically sound pattern discovery. Zbl 1464.62305
Hämäläinen, Wilhelmiina; Webb, Geoffrey I.
4
2019
Finding lasting dense subgraphs. Zbl 1458.68145
Semertzidis, Konstantinos; Pitoura, Evaggelia; Terzi, Evimaria; Tsaparas, Panayiotis
3
2019
Domain agnostic online semantic segmentation for multi-dimensional time series. Zbl 1458.62198
Gharghabi, Shaghayegh; Yeh, Chin-Chia Michael; Ding, Yifei; Ding, Wei; Hibbing, Paul; LaMunion, Samuel; Kaplan, Andrew; Crouter, Scott E.; Keogh, Eamonn
2
2019
Noise-free latent block model for high dimensional data. Zbl 1458.68171
Laclau, Charlotte; Brault, Vincent
2
2019
The decomposed normalized maximum likelihood code-length criterion for selecting hierarchical latent variable models. Zbl 1464.62233
Yamanishi, Kenji; Wu, Tianyi; Sugawara, Shinya; Okada, Makoto
2
2019
Subjectively interesting connecting trees and forests. Zbl 1458.68155
Adriaens, Florian; Lijffijt, Jefrey; De Bie, Tijl
2
2019
A probabilistic classifier ensemble weighting scheme based on cross-validated accuracy estimates. Zbl 1464.62324
Large, James; Lines, Jason; Bagnall, Anthony
2
2019
Attributed network embedding via subspace discovery. Zbl 1458.68192
Zhang, Daokun; Yin, Jie; Zhu, Xingquan; Zhang, Chengqi
2
2019
Model-free inference of diffusion networks using RKHS embeddings. Zbl 1464.62250
Hu, Shoubo; Cautis, Bogdan; Chen, Zhitang; Chan, Laiwan; Geng, Yanhui; He, Xiuqiang
1
2019
Mining skypatterns in fuzzy tensors. Zbl 1458.68176
Nadisic, Nicolas; Coussat, Aurélien; Cerf, Loïc
1
2019
A unifying view of explicit and implicit feature maps of graph kernels. Zbl 1458.68170
Kriege, Nils M.; Neumann, Marion; Morris, Christopher; Kersting, Kristian; Mutzel, Petra
1
2019
Efficient mixture model for clustering of sparse high dimensional binary data. Zbl 1464.62328
Śmieja, Marek; Hajto, Krzysztof; Tabor, Jacek
1
2019
Time series joins, motifs, discords and shapelets: a unifying view that exploits the matrix profile. Zbl 1416.62534
Yeh, Chin-Chia Michael; Zhu, Yan; Ulanova, Liudmila; Begum, Nurjahan; Ding, Yifei; Dau, Hoang Anh; Zimmerman, Zachary; Silva, Diego Furtado; Mueen, Abdullah; Keogh, Eamonn
8
2018
Anytime discovery of a diverse set of patterns with Monte Carlo tree search. Zbl 1411.68132
Bosc, Guillaume; Boulicaut, Jean-François; Raïssi, Chedy; Kaytoue, Mehdi
6
2018
Speeding up similarity search under dynamic time warping by pruning unpromising alignments. Zbl 1416.62528
Silva, Diego F.; Giusti, Rafael; Keogh, Eamonn; Batista, Gustavo E. A. P. A.
6
2018
Model-based and actual independence for fairness-aware classification. Zbl 1411.68110
Kamishima, Toshihiro; Akaho, Shotaro; Asoh, Hideki; Sakuma, Jun
5
2018
Extreme-value-theoretic estimation of local intrinsic dimensionality. Zbl 1428.60071
Amsaleg, Laurent; Chelly, Oussama; Furon, Teddy; Girard, Stéphane; Houle, Michael E.; Kawarabayashi, Ken-ichi; Nett, Michael
4
2018
Bsig: evaluating the statistical significance of biclustering solutions. Zbl 1416.62340
Henriques, Rui; Madeira, Sara C.
3
2018
Linear regression for uplift modeling. Zbl 1411.68120
Rudaś, Krzysztof; Jaroszewicz, Szymon
3
2018
Anytime parallel density-based clustering. Zbl 1416.62351
Mai, Son T.; Assent, Ira; Jacobsen, Jon; Dieu, Martin Storgaard
2
2018
A kernel-based trend pattern tracking system for portfolio optimization. Zbl 1429.91291
Lai, Zhao-Rong; Yang, Pei-Yi; Wu, Xiaotian; Fang, Liangda
2
2018
Fast and accurate mining of correlated heavy hitters. Zbl 1411.68098
Epicoco, Italo; Cafaro, Massimo; Pulimeno, Marco
1
2018
Online estimation of discrete, continuous, and conditional joint densities using classifier chains. Zbl 1416.62337
Geilke, Michael; Karwath, Andreas; Frank, Eibe; Kramer, Stefan
1
2018
Social centrality using network hierarchy and community structure. Zbl 1411.91459
Saxena, Rakhi; Kaur, Sharanjit; Bhatnagar, Vasudha
1
2018
Explaining anomalies in groups with characterizing subspace rules. Zbl 1416.62350
Macha, Meghanath; Akoglu, Leman
1
2018
Scalable and exact sampling method for probabilistic generative graph models. Zbl 1428.62061
Moreno, Sebastian; Pfeiffer, Joseph J. III; Neville, Jennifer
1
2018
Unsupervised meta-path selection for text similarity measure based on heterogeneous information networks. Zbl 1428.68318
Wang, Chenguang; Song, Yangqiu; Li, Haoran; Zhang, Ming; Han, Jiawei
1
2018
Exact variable-length anomaly detection algorithm for univariate and multivariate time series. Zbl 1428.62407
Wang, Xing; Lin, Jessica; Patel, Nital; Braun, Martin
1
2018
Robust graph regularized nonnegative matrix factorization for clustering. Zbl 1411.62168
Huang, Shudong; Wang, Hongjun; Li, Tao; Li, Tianrui; Xu, Zenglin
1
2018
Discovering recurring activity in temporal networks. Zbl 1416.62700
Kostakis, Orestis; Tatti, Nikolaj; Gionis, Aristides
6
2017
Ensemble-based community detection in multilayer networks. Zbl 1411.68122
Tagarelli, Andrea; Amelio, Alessia; Gullo, Francesco
5
2017
Social regularized von Mises-Fisher mixture model for item recommendation. Zbl 1411.68153
Salah, Aghiles; Nadif, Mohamed
4
2017
Graph summarization with quality guarantees. Zbl 1411.68089
Riondato, Matteo; García-Soriano, David; Bonchi, Francesco
3
2017
Classification of high-dimensional evolving data streams via a resource-efficient online ensemble. Zbl 1411.62175
Zhai, Tingting; Gao, Yang; Wang, Hao; Cao, Longbing
3
2017
Differentially private nearest neighbor classification. Zbl 1411.68104
Gursoy, Mehmet Emre; Inan, Ali; Nergiz, Mehmet Ercan; Saygin, Yucel
3
2017
On classifier behavior in the presence of mislabeling noise. Zbl 1411.68116
Mirylenka, Katsiaryna; Giannakopoulos, George; Do, Le Minh; Palpanas, Themis
2
2017
Micro-review synthesis for multi-entity summarization. Zbl 1411.68152
Nguyen, Thanh-Son; Lauw, Hady W.; Tsaparas, Panayiotis
2
2017
Identifying consistent statements about numerical data with dispersion-corrected subgroup discovery. Zbl 1411.68095
Boley, Mario; Goldsmith, Bryan R.; Ghiringhelli, Luca M.; Vreeken, Jilles
2
2017
Local community detection in multilayer networks. Zbl 1411.68106
Interdonato, Roberto; Tagarelli, Andrea; Ienco, Dino; Sallaberry, Arnaud; Poncelet, Pascal
2
2017
Measuring and moderating opinion polarization in social networks. Zbl 1411.91457
Matakos, Antonis; Terzi, Evimaria; Tsaparas, Panayiotis
2
2017
Retrieving geometric information from images: the case of hand-drawn diagrams. Zbl 1411.68135
Song, Dan; Wang, Dongming; Chen, Xiaoyu
2
2017
The PRIMPING routine – tiling through proximal alternating linearized minimization. Zbl 1409.68233
Hess, Sibylle; Morik, Katharina; Piatkowski, Nico
2
2017
Hierarchical evolving Dirichlet processes for modeling nonlinear evolutionary traces in temporal data. Zbl 1416.62365
Wang, Peng; Zhang, Peng; Zhou, Chuan; Li, Zhao; Yang, Hong
1
2017
Outlying property detection with numerical attributes. Zbl 1416.62275
Angiulli, Fabrizio; Fassetti, Fabio; Manco, Giuseppe; Palopoli, Luigi
1
2017
Evidence-based uncertainty sampling for active learning. Zbl 1411.68121
Sharma, Manali; Bilgic, Mustafa
1
2017
Efficient histogram dictionary learning for text/image modeling and classification. Zbl 1411.68111
Kim, Minyoung
1
2017
SimUSF: an efficient and effective similarity measure that is invariant to violations of the interval scale assumption. Zbl 1416.62335
Fernando, Thilak L.; Webb, Geoffrey I.
1
2017
Discovering rare categories from graph streams. Zbl 1411.68131
Zhou, Dawei; Karthikeyan, Arun; Wang, Kangyang; Cao, Nan; He, Jingrui
1
2017
Multiple Bayesian discriminant functions for high-dimensional massive data classification. Zbl 1416.62368
Zhang, Jianfei; Wang, Shengrui; Chen, Lifei; Gallinari, Patrick
1
2017
Visualizing the behavior and some symmetry properties of Bayesian confirmation measures. Zbl 1416.62064
Celotto, Emilio
1
2017
...and 168 more Documents
all top 5

Cited by 2,315 Authors

11 Le Thi, Hoai An
11 Niedermeier, Rolf
11 Webb, Geoffrey I.
10 Keogh, Eamonn J.
10 Pham Dinh Tao
8 De Bie, Tijl
8 Epifanio, Irene
8 Nichterlein, André
7 Huang, Yakui
7 Hullermeier, Eyke
7 Tatti, Nikolaj
7 Trnecka, Martin
7 van Leeuwen, Matthijs
7 Vreeken, Jilles
6 Bifet, Albert
6 Corander, Jukka
6 Fomin, Fedor V.
6 Froese, Vincent
6 Herrera, Francisco
6 Lijffijt, Jefrey
6 Pensar, Johan
5 Bagnall, Anthony J.
5 Bělohlávek, Radim
5 Dai, Yu-Hong
5 Dondi, Riccardo
5 Jiao, Licheng
5 Liu, Xinwei
5 Lu, Jie
5 Nyman, Henrik
5 Petitjean, François
5 Riondato, Matteo
5 Shang, Fanhua
5 Shang, Pengjian
5 Zhao, Hong
4 Bandyapadhyay, Sayan
4 Duivesteijn, Wouter
4 Fürnkranz, Johannes
4 Golovach, Petr A.
4 Hyndman, Rob J.
4 Jain, Brijnesh J.
4 Papapetrou, Panagiotis
4 Pechenizkiy, Mykola
4 Puolamäki, Kai
4 Purohit, Nidhi
4 Ramon, Jan
4 Tagarelli, Andrea
4 Verdonck, Tim
4 Wan, Zhong
3 Akrida, Eleni C.
3 Berger, Moritz
3 Bertsimas, Dimitris John
3 Bredereck, Robert
3 Bulteau, Laurent
3 Calders, Toon
3 Cornelis, Chris
3 Cule, Boris
3 da Silva, Murilo V. G.
3 de Lima, Alane M.
3 De Raedt, Luc
3 Del Ser, Javier
3 Džeroski, Sašo
3 Goethals, Bart
3 Gullo, Francesco
3 Guo, Qiang
3 Haghir Chehreghani, Mostafa
3 Ho, Vinh Thanh
3 Ienco, Dino
3 Kandanaarachchi, Sevvandi
3 Kaytoue, Mehdi
3 Knobbe, Arno J.
3 Li, Ting
3 Liang, Jiye
3 Lin, Yaojin
3 Lines, Jason
3 Liu, Bin
3 Liu, Jian-Guo
3 Ma, Qianli
3 Malerba, Donato
3 Mertzios, George B.
3 Molter, Hendrik
3 Mueen, Abdullah
3 Nadif, Mohamed
3 Pensa, Ruggero G.
3 Poncelet, Pascal
3 Rymar, Maciej
3 Schäfer, Patrick
3 Schmid, Matthias
3 Shang, Du
3 Simonov, Kirill
3 Smith-Miles, Kate A.
3 Spirakis, Paul G.
3 Talmon, Nimrod
3 Tran, Thi Thuy
3 Vignatti, André Luís
3 Waegeman, Willem
3 Wu, Weili
3 Yu, Jeffrey Xu
3 Zhang, Feiteng
3 Zhang, Guangquan
3 Zhang, Hongchao
...and 2,215 more Authors
all top 5

Cited in 178 Journals

171 Data Mining and Knowledge Discovery
72 Information Sciences
63 Machine Learning
27 Physica A
26 Pattern Recognition
19 European Journal of Operational Research
17 International Journal of Approximate Reasoning
15 Theoretical Computer Science
15 Advances in Data Analysis and Classification. ADAC
14 Journal of Machine Learning Research (JMLR)
11 Neural Networks
10 Computational Statistics and Data Analysis
10 Statistical Analysis and Data Mining
9 Journal of Computer and System Sciences
9 Neural Computation
8 Fuzzy Sets and Systems
8 Computers & Operations Research
8 Journal of Global Optimization
8 Statistics and Computing
7 Artificial Intelligence
7 Applied Mathematics and Computation
7 Mathematical Problems in Engineering
6 Computing
6 Journal of Applied Statistics
6 Journal of Computational and Graphical Statistics
5 Discrete Applied Mathematics
5 Information Processing Letters
5 Journal of the American Statistical Association
5 Journal of Computational and Applied Mathematics
5 SIAM Journal on Scientific Computing
5 The Journal of Artificial Intelligence Research (JAIR)
5 INFORMS Journal on Computing
5 Journal of Combinatorial Optimization
5 Communications in Nonlinear Science and Numerical Simulation
5 International Journal of Applied Mathematics and Computer Science
5 Statistical Methods and Applications
5 Algorithms
5 Computer Science Review
4 Annals of Operations Research
4 Computational Statistics
4 Computational Optimization and Applications
4 Soft Computing
4 Chaos
4 International Journal of Modern Physics C
4 Journal of Systems Science and Complexity
4 Electronic Journal of Statistics
3 Journal of Classification
3 Algorithmica
3 Information and Computation
3 Communications in Statistics. Simulation and Computation
3 Journal of Mathematical Imaging and Vision
3 Theory of Computing Systems
3 Journal of Graph Algorithms and Applications
3 ACM Journal of Experimental Algorithmics
3 Journal of Statistical Mechanics: Theory and Experiment
3 Optimization Letters
3 SIAM Journal on Mathematics of Data Science
2 Journal of Computational Physics
2 Physics Letters. A
2 Physics Reports
2 Chaos, Solitons and Fractals
2 Physica D
2 Statistical Science
2 Journal of Scientific Computing
2 Communications in Statistics. Theory and Methods
2 International Journal of Computer Mathematics
2 Journal of Statistical Computation and Simulation
2 Mathematical Programming. Series A. Series B
2 Applied and Computational Harmonic Analysis
2 Numerical Linear Algebra with Applications
2 International Journal of Computer Vision
2 Statistica Sinica
2 Annals of Mathematics and Artificial Intelligence
2 Complexity
2 Nonlinear Dynamics
2 Optimization Methods & Software
2 Fundamenta Informaticae
2 Lobachevskii Journal of Mathematics
2 International Journal of Wavelets, Multiresolution and Information Processing
2 Journal of Mathematics and Music
2 Networks and Heterogeneous Media
2 The Annals of Applied Statistics
2 Discrete Mathematics, Algorithms and Applications
2 International Journal of Systems Science. Principles and Applications of Systems and Integration
2 Stat
1 International Journal of Modern Physics B
1 ACM Computing Surveys
1 The American Statistician
1 The Canadian Journal of Statistics
1 Computers & Mathematics with Applications
1 Discrete Mathematics
1 International Journal of Systems Science
1 Journal of Mathematical Biology
1 Journal of Statistical Physics
1 Linear and Multilinear Algebra
1 Mathematical Biosciences
1 Psychometrika
1 Scandinavian Journal of Statistics
1 ACM Transactions on Database Systems
1 Bulletin of Mathematical Biology
...and 78 more Journals
all top 5

Cited in 37 Fields

522 Computer science (68-XX)
426 Statistics (62-XX)
112 Operations research, mathematical programming (90-XX)
97 Game theory, economics, finance, and other social and behavioral sciences (91-XX)
92 Combinatorics (05-XX)
44 Numerical analysis (65-XX)
40 Linear and multilinear algebra; matrix theory (15-XX)
27 Information and communication theory, circuits (94-XX)
25 Biology and other natural sciences (92-XX)
16 Probability theory and stochastic processes (60-XX)
16 Statistical mechanics, structure of matter (82-XX)
13 Dynamical systems and ergodic theory (37-XX)
11 Systems theory; control (93-XX)
6 Geophysics (86-XX)
4 General and overarching topics; collections (00-XX)
4 Order, lattices, ordered algebraic structures (06-XX)
3 Algebraic geometry (14-XX)
3 Calculus of variations and optimal control; optimization (49-XX)
3 Quantum theory (81-XX)
2 Mathematical logic and foundations (03-XX)
2 Real functions (26-XX)
2 Harmonic analysis on Euclidean spaces (42-XX)
2 Differential geometry (53-XX)
2 Mathematics education (97-XX)
1 History and biography (01-XX)
1 Associative rings and algebras (16-XX)
1 Topological groups, Lie groups (22-XX)
1 Measure and integration (28-XX)
1 Partial differential equations (35-XX)
1 Approximations and expansions (41-XX)
1 Abstract harmonic analysis (43-XX)
1 Operator theory (47-XX)
1 Geometry (51-XX)
1 General topology (54-XX)
1 Algebraic topology (55-XX)
1 Mechanics of deformable solids (74-XX)
1 Fluid mechanics (76-XX)

Citations by Year