Volume 36, Number 2, March 2022
Introducing the contrast profile: a novel time series primitive that allows real world classification.

Ryan Mercer Sara Alaee Alireza Abdoli Nader Shakibay Senobari Shailendra Singh Amy C. Murillo Eamonn J. Keogh

PAC-Bayesian lifelong learning for multi-armed bandits.

Hamish Flynn David Reeb Melih Kandemir Jan Peters

Counterfactual inference with latent variable and its application in mental health care.

Guilherme F. Marchezini Anísio M. Lacerda Gisele L. Pappa Wagner Meira Jr. Débora M. Miranda Marco A. Romano-Silva Danielle S. Costa Leandro Malloy Diniz

Robust regression via error tolerance.

Anton Björklund Andreas Henelius Emilia Oikarinen Kimmo Kallonen Kai Puolamäki

Synwalk: community detection via random walk modelling.

Christian Toth Denis Helic Bernhard C. Geiger

Provable randomized rounding for minimum-similarity diversification.

Bruno Ordozgoiti Ananth Mahadevan Antonis Matakos Aristides Gionis

Sequence graph transform (SGT): a feature embedding function for sequence data mining.

Chitta Ranjan Samaneh Ebrahimi Kamran Paynabar

INK: knowledge graph embeddings for node classification.

Bram Steenwinckel Gilles Vandewiele Michael Weyns Terencio Agozzino Filip De Turck Femke Ongenae

An eager splitting strategy for online decision trees in ensembles.

Chaitanya Manapragada Heitor Murilo Gomes Mahsa Salehi Albert Bifet Geoffrey I. Webb

Efficient binary embedding of categorical data using BinSketch.

Bhisham Dev Verma Rameshwar Pratap Debajyoti Bera

Dynamic cyber risk estimation with competitive quantile autoregression.

Raisa Dzhamtyrova Carsten Maple


Volume 36, Number 1, January 2022
A recurrent neural network architecture to model physical activity energy expenditure in older people.

Stylianos Paraschiakos Cláudio Rebelo de Sá Jeremiah Okai P. Eline Slagboom Marian Beekman Arno J. Knobbe

Strengthening ties towards a highly-connected world.

Antonis Matakos Aristides Gionis

Sequential stratified regeneration: MCMC for large state spaces with an application to subgraph count estimation.

Carlos H. C. Teixeira Mayank Kakodkar Vinícius Vitor dos Santos Dias Wagner Meira Jr. Bruno Ribeiro

Mining sequences with exceptional transition behaviour of varying order using quality measures based on information-theoretic scoring functions.

Rianne M. Schouten Marcos L. P. Bueno Wouter Duivesteijn Mykola Pechenizkiy

An efficient procedure for mining egocentric temporal motifs.

Antonio Longa Giulia Cencetti Bruno Lepri Andrea Passerini

Controlling hallucinations at word level in data-to-text generation.

Clément Rebuffel Marco Roberti Laure Soulier Geoffrey Scoutheeten Rossella Cancelliere Patrick Gallinari

Expected passes.

Gabriel Anzer Pascal Bauer

Temporal state change Bayesian networks for modeling of evolving multivariate state sequences: model, structure discovery and parameter estimation.

Artur Mrowca Florian Gyrock Stephan Günnemann

Generalized core maintenance of dynamic bipartite graphs.

Wen Bai Yadi Chen Di Wu Zhichuan Huang Yipeng Zhou Chuan Xu

Matrix sketching for supervised classification with imbalanced classes.

Roberta Falcone Laura Anderlucci Angela Montanari

Topic change point detection using a mixed Bayesian model.

Xiaoling Lu Yuxuan Guo Jiayi Chen Feifei Wang

Mint: MDL-based approach for Mining INTeresting Numerical Pattern Sets.

Tatiana Makhalova Sergei O. Kuznetsov Amedeo Napoli

Inferring range of information diffusion based on historical frequent items.

Weiyi Liu Kun Yue Jianyu Li Jie Li Jin Li Zhijian Zhang

End-to-end deep representation learning for time series clustering: a comparative study.

Baptiste Lafabregue Jonathan Weber Pierre Gançarski Germain Forestier

Cost-sensitive ensemble learning: a unifying framework.

George Petrides Wouter Verbeke