Data Mining and Knowledge Discovery

Papers
(The H4-Index of Data Mining and Knowledge Discovery is 26. 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 2022-06-01 to 2026-06-01.)
ArticleCitations
Joint dynamic topic model for recognition of lead-lag relationship in two text corpora238
Knowledge graph completion based on asymmetric translation and automatic entity type representation196
A probabilistic model for API contract specification retrieval focusing on the openAPI standard192
Structural-temporal coupling anomaly detection with dynamic graph transformer192
Counterfactual explanations as interventions in latent space165
Traffic forecasting on new roads using spatial contrastive pre-training (SCPT)140
Discord-based counterfactual explanations for time series classification92
Thompson sampling-based recursive block elimination for dynamic assignment under limited budget in pure-exploration75
TCMI: a non-parametric mutual-dependence estimator for multivariate continuous distributions72
Exploiting sensor data in professional road cycling: personalized data-driven approach for frequent fitness monitoring70
The grammar of interactive explanatory model analysis68
Correction: TSelect: selecting relevant and non-redundant channels for multivariate time series classification63
Quantitative evaluation of motif sets in time series56
Exploring zero-shot essay scoring: from feature-based to LLM-based approaches49
Representing ensembles of networks for fuzzy cluster analysis: a case study47
Hydra: competing convolutional kernels for fast and accurate time series classification43
Combating confirmation bias: a unified pseudo-labeling framework for entity alignment35
VEM$$^2$$L: an easy but effective framework for fusing text and structure knowledge on sparse knowledge graph completion35
Correction: Marginal effects for non-linear prediction functions35
Consistent attributions for transformer-based reversible comparison classifiers31
Leveraging internal representations of GNNs with Shapley values29
MMA: metadata supported multi-variate attention for onset detection and prediction29
Fitter: post-mining user-preferred co-location patterns interactively28
Wisdom of the contexts: active ensemble learning for contextual anomaly detection28
Fine-grained multi-prompt essay scoring with multi-level disentanglement26
Improve contrastive clustering performance by multiple fusing-augmenting ViT blocks26
Reflective-net: learning from explanations26
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