Data Mining and Knowledge Discovery

Papers
(The H4-Index of Data Mining and Knowledge Discovery is 20. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2020-10-01 to 2024-10-01.)
ArticleCitations
The great multivariate time series classification bake off: a review and experimental evaluation of recent algorithmic advances244
Counterfactual explanations and how to find them: literature review and benchmarking100
A survey of community detection methods in multilayer networks93
A comprehensive taxonomy for explainable artificial intelligence: a systematic survey of surveys on methods and concepts80
MultiRocket: multiple pooling operators and transformations for fast and effective time series classification77
Time series extrinsic regression50
Deep graph similarity learning: a survey44
Fake review detection on online E-commerce platforms: a systematic literature review41
Forecast evaluation for data scientists: common pitfalls and best practices38
Relational Learning Analysis of Social Politics using Knowledge Graph Embedding34
Time series motifs discovery under DTW allows more robust discovery of conserved structure34
Improving embedded knowledge graph multi-hop question answering by introducing relational chain reasoning34
Benchmarking and survey of explanation methods for black box models34
End-to-end deep representation learning for time series clustering: a comparative study33
XEM: An explainable-by-design ensemble method for multivariate time series classification32
Smoothed dilated convolutions for improved dense prediction32
Algorithmic fairness datasets: the story so far31
Word-class embeddings for multiclass text classification26
Data-driven detection of counterpressing in professional football25
Graph convolutional networks for traffic forecasting with missing values22
Improving position encoding of transformers for multivariate time series classification20
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