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Data Mining and Knowledge Discovery, Volume 36
Volume 36, Number 1, January 2022
- George Petrides
, Wouter Verbeke
:
Cost-sensitive ensemble learning: a unifying framework. 1-28 - Baptiste Lafabregue
, Jonathan Weber
, Pierre Gançarski
, Germain Forestier
:
End-to-end deep representation learning for time series clustering: a comparative study. 29-81 - Weiyi Liu, Kun Yue
, Jianyu Li, Jie Li, Jin Li, Zhijian Zhang:
Inferring range of information diffusion based on historical frequent items. 82-107 - Tatiana Makhalova
, Sergei O. Kuznetsov
, Amedeo Napoli:
Mint: MDL-based approach for Mining INTeresting Numerical Pattern Sets. 108-145 - Xiaoling Lu, Yuxuan Guo, Jiayi Chen, Feifei Wang
:
Topic change point detection using a mixed Bayesian model. 146-173 - Roberta Falcone, Laura Anderlucci
, Angela Montanari:
Matrix sketching for supervised classification with imbalanced classes. 174-208 - Wen Bai, Yadi Chen, Di Wu, Zhichuan Huang, Yipeng Zhou
, Chuan Xu:
Generalized core maintenance of dynamic bipartite graphs. 209-239 - Artur Mrowca
, Florian Gyrock, Stephan Günnemann:
Temporal state change Bayesian networks for modeling of evolving multivariate state sequences: model, structure discovery and parameter estimation. 240-294 - Gabriel Anzer
, Pascal Bauer
:
Expected passes. 295-317 - Clément Rebuffel, Marco Roberti
, Laure Soulier, Geoffrey Scoutheeten, Rossella Cancelliere, Patrick Gallinari:
Controlling hallucinations at word level in data-to-text generation. 318-354 - Antonio Longa
, Giulia Cencetti, Bruno Lepri, Andrea Passerini:
An efficient procedure for mining egocentric temporal motifs. 355-378 - Rianne Margaretha Schouten
, Marcos L. P. Bueno, Wouter Duivesteijn, Mykola Pechenizkiy
:
Mining sequences with exceptional transition behaviour of varying order using quality measures based on information-theoretic scoring functions. 379-413 - Carlos H. C. Teixeira
, Mayank Kakodkar, Vinícius Vitor dos Santos Dias, Wagner Meira Jr., Bruno Ribeiro:
Sequential stratified regeneration: MCMC for large state spaces with an application to subgraph count estimation. 414-447 - Antonis Matakos
, Aristides Gionis
:
Strengthening ties towards a highly-connected world. 448-476 - Stylianos Paraschiakos
, Cláudio Rebelo de Sá, Jeremiah Okai, P. Eline Slagboom, Marian Beekman
, Arno J. Knobbe:
A recurrent neural network architecture to model physical activity energy expenditure in older people. 477-512
Volume 36, Number 2, March 2022
- Raisa Dzhamtyrova
, Carsten Maple:
Dynamic cyber risk estimation with competitive quantile autoregression. 513-536 - Bhisham Dev Verma, Rameshwar Pratap, Debajyoti Bera
:
Efficient binary embedding of categorical data using BinSketch. 537-565 - Chaitanya Manapragada
, Heitor Murilo Gomes
, Mahsa Salehi
, Albert Bifet
, Geoffrey I. Webb
:
An eager splitting strategy for online decision trees in ensembles. 566-619 - Bram Steenwinckel
, Gilles Vandewiele, Michael Weyns, Terencio Agozzino, Filip De Turck, Femke Ongenae:
INK: knowledge graph embeddings for node classification. 620-667 - Chitta Ranjan
, Samaneh Ebrahimi, Kamran Paynabar:
Sequence graph transform (SGT): a feature embedding function for sequence data mining. 668-708 - Bruno Ordozgoiti, Ananth Mahadevan
, Antonis Matakos, Aristides Gionis:
Provable randomized rounding for minimum-similarity diversification. 709-738 - Christian Toth
, Denis Helic
, Bernhard C. Geiger
:
Synwalk: community detection via random walk modelling. 739-780 - Anton Björklund
, Andreas Henelius
, Emilia Oikarinen
, Kimmo Kallonen
, Kai Puolamäki
:
Robust regression via error tolerance. 781-810 - Guilherme F. Marchezini, Anísio M. Lacerda, Gisele L. Pappa
, Wagner Meira Jr., Débora M. Miranda, Marco Aurélio Romano-Silva
, Danielle S. Costa, Leandro Malloy Diniz:
Counterfactual inference with latent variable and its application in mental health care. 811-840 - Hamish Flynn
, David Reeb, Melih Kandemir
, Jan Peters:
PAC-Bayesian lifelong learning for multi-armed bandits. 841-876 - Ryan Mercer
, Sara Alaee, Alireza Abdoli, Nader Shakibay Senobari, Shailendra Singh, Amy C. Murillo, Eamonn J. Keogh:
Introducing the contrast profile: a novel time series primitive that allows real world classification. 877-915
Volume 36, Number 3, May 2022
- Kevin Fauvel, Élisa Fromont
, Véronique Masson, Philippe Faverdin, Alexandre Termier:
XEM: An explainable-by-design ensemble method for multivariate time series classification. 917-957 - Hankui Peng
, Nicos G. Pavlidis
:
Weighted sparse simplex representation: a unified framework for subspace clustering, constrained clustering, and active learning. 958-986 - Uwe Dick, Daniel Link
, Ulf Brefeld
:
Who can receive the pass? A computational model for quantifying availability in soccer. 987-1014 - Len Feremans, Boris Cule, Bart Goethals
:
PETSC: pattern-based embedding for time series classification. 1015-1061 - Vanessa Freitas Silva
, Maria Eduarda Silva
, Pedro Ribeiro
, Fernando Silva
:
Novel features for time series analysis: a complex networks approach. 1062-1101 - Daniel Berrar
:
Using p-values for the comparison of classifiers: pitfalls and alternatives. 1102-1139 - Francisco Valente
, Simão Paredes
, Jorge Henriques, Teresa Rocha, Paulo de Carvalho
, João Morais
:
Interpretability, personalization and reliability of a machine learning based clinical decision support system. 1140-1173 - Debo Cheng
, Jiuyong Li
, Lin Liu
, Thuc Duy Le
, Jixue Liu
, Kui Yu
:
Sufficient dimension reduction for average causal effect estimation. 1174-1196 - Guangyi Zhang
, Nikolaj Tatti
, Aristides Gionis:
Ranking with submodular functions on a budget. 1197-1218 - Pablo A. Jaskowiak
, Ivan G. Costa
, Ricardo J. G. B. Campello:
The area under the ROC curve as a measure of clustering quality. 1219-1245
Volume 36, Number 4, July 2022
- Ziyue Li
, Hao Yan
, Chen Zhang
, Fugee Tsung
:
Individualized passenger travel pattern multi-clustering based on graph regularized tensor latent dirichlet allocation. 1247-1278 - Noman Javed
, Fernand Gobet
, Peter C. R. Lane:
Simplification of genetic programs: a literature survey. 1279-1300 - Delfina Malandrino
, Roberto De Prisco, Mario Ianulardo, Rocco Zaccagnino:
An adaptive meta-heuristic for music plagiarism detection based on text similarity and clustering. 1301-1334 - Michael Merz, Ronald Richman
, Andreas Tsanakas, Mario V. Wüthrich:
Interpreting deep learning models with marginal attribution by conditioning on quantiles. 1335-1370 - Helena Aidos
:
Exploiting second-order dissimilarity representations for hierarchical clustering and visualization. 1371-1400 - Quay Au, Julia Herbinger
, Clemens Stachl
, Bernd Bischl, Giuseppe Casalicchio
:
Grouped feature importance and combined features effect plot. 1401-1450 - Bernardo A. Abreu
, João Paulo Ataide Martins
, Loïc Cerf
:
Developing Biceps to completely compute in subquadratic time a new generic type of bicluster in dense and sparse matrices. 1451-1497 - Grace Deng
, Cuize Han, David S. Matteson
:
Extended missing data imputation via GANs for ranking applications. 1498-1520 - Ioannis Mollas
, Nick Bassiliades
, Grigorios Tsoumakas
:
Conclusive local interpretation rules for random forests. 1521-1574 - Steedman Jenkins, Stefan Walzer-Goldfeld, Matteo Riondato
:
SPEck: mining statistically-significant sequential patterns efficiently with exact sampling. 1575-1599
Volume 36, Number 5, September 2022
- Fang Zhou, Suting Gao, Lyu Ni, Martin Pavlovski, Qiwen Dong, Zoran Obradovic, Weining Qian:
Dynamic self-paced sampling ensemble for highly imbalanced and class-overlapped data classification. 1601-1622 - Chang Wei Tan
, Angus Dempster, Christoph Bergmeir, Geoffrey I. Webb
:
MultiRocket: multiple pooling operators and transformations for fast and effective time series classification. 1623-1646 - Laurens Arp
, Mitra Baratchi
, Holger H. Hoos:
VPint: value propagation-based spatial interpolation. 1647-1678 - Esther Galbrun
:
The minimum description length principle for pattern mining: a survey. 1679-1727 - Franka Bause, Erich Schubert
, Nils M. Kriege
:
EmbAssi: embedding assignment costs for similarity search in large graph databases. 1728-1755 - Simen Eide
, David S. Leslie, Arnoldo Frigessi:
Dynamic slate recommendation with gated recurrent units and Thompson sampling. 1756-1786 - Huazhu Chen, Weiwei Wang
, Shousheng Luo:
Coupled block diagonal regularization for multi-view subspace clustering. 1787-1814 - Benjamin Regler
, Matthias Scheffler
, Luca M. Ghiringhelli
:
TCMI: a non-parametric mutual-dependence estimator for multivariate continuous distributions. 1815-1864 - Andrea Bontempelli
, Fausto Giunchiglia, Andrea Passerini, Stefano Teso
:
Human-in-the-loop handling of knowledge drift. 1865-1884 - Hugo Manuel Proença
, Peter Grünwald
, Thomas Bäck
, Matthijs van Leeuwen
:
Robust subgroup discovery. 1885-1970 - Paul Magron
, Cédric Févotte:
Neural content-aware collaborative filtering for cold-start music recommendation. 1971-2005 - Yibin Sun
, Bernhard Pfahringer, Heitor Murilo Gomes
, Albert Bifet
:
SOKNL: A novel way of integrating K-nearest neighbours with adaptive random forest regression for data streams. 2006-2032
Volume 36, Number 6, November 2022
- Emre Yalcin
:
Exploring potential biases towards blockbuster items in ranking-based recommendations. 2033-2073 - Alessandro Fabris
, Stefano Messina, Gianmaria Silvello
, Gian Antonio Susto
:
Algorithmic fairness datasets: the story so far. 2074-2152 - Alene K. Rhea
, Kelsey Markey
, Lauren D'Arinzo
, Hilke Schellmann, Mona Sloane
, Paul Squires, Falaah Arif Khan
, Julia Stoyanovich
:
An external stability audit framework to test the validity of personality prediction in AI hiring. 2153-2193 - Mariano G. Beiró
, Kyriaki Kalimeri:
Fairness in vulnerable attribute prediction on social media. 2194-2213 - Nuo Li
, Bin Guo, Yan Liu, Yasan Ding, En Xu, Lina Yao, Zhiwen Yu:
Transfer how much: a fine-grained measure of the knowledge transferability of user behavior sequences in social network. 2214-2236 - Yichen Zhou, Giles Hooker
:
Decision tree boosted varying coefficient models. 2237-2271 - Yandi Zhu
, Xiaoling Lu, Jingya Hong, Feifei Wang
:
Joint dynamic topic model for recognition of lead-lag relationship in two text corpora. 2272-2298 - Zhiqiang Zhong
, Cheng-Te Li, Jun Pang:
Personalised meta-path generation for heterogeneous graph neural networks. 2299-2333 - Shahrzad Haddadan
, Cristina Menghini, Matteo Riondato
, Eli Upfal:
Reducing polarization and increasing diverse navigability in graphs by inserting edges and swapping edge weights. 2334-2378 - Sajal Halder
, Kwan Hui Lim, Jeffrey Chan
, Xiuzhen Zhang:
POI recommendation with queuing time and user interest awareness. 2379-2409 - Ece Calikus
, Slawomir Nowaczyk
, Mohamed-Rafik Bouguelia, Onur Dikmen:
Wisdom of the contexts: active ensemble learning for contextual anomaly detection. 2410-2458

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