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Data Mining and Knowledge Discovery, Volume 39
Volume 39, Number 1, January 2025
- Sae Young Moon, Gregor Kerr, Fran Silavong, Sean J. Moran:
A probabilistic model for API contract specification retrieval focusing on the openAPI standard. 1-24 - Félix Iglesias Vázquez, Henrique O. Marques
, Arthur Zimek
, Tanja Zseby:
What do anomaly scores actually mean? Dynamic characteristics beyond accuracy. 1-59 - Gustavo Lúcius Fernandes, Flavio V. D. de Figueiredo, Raphael Siston Hatushika, Maria Luiza Leão, Breno Augusto Mariano, Bruno Augusto Alemão Monteiro, Fernando Tonucci de Cerqueira Oliveira, Tales Panoutsos, João Pedro Pires, Thiago Martin Poppe, Frederico Zavam:
A systematic review of deep learning for structural geological interpretation. 1-56 - Lamprini Pappa
, Petros S. Karvelis, Chrysostomos D. Stylios:
Exploring the diverse world of SAX-based methodologies. 1-78 - Nan Xia, Yin Wang, Run-Fa Zhang, Xiangfeng Luo:
ARL: analogical reinforcement learning for knowledge graph reasoning. 1-22 - Anton Danholt Lautrup
, Tobias Hyrup
, Arthur Zimek
, Peter Schneider-Kamp
:
Syntheval: a framework for detailed utility and privacy evaluation of tabular synthetic data. 1-25 - Shameem Puthiya Parambath, Christos Anagnostopoulos, Saleh Abdullah M. Alfahad:
Thompson sampling-based recursive block elimination for dynamic assignment under limited budget in pure-exploration. 7 - Wenyi Xiao
, Huan Zhao, Vincent W. Zheng, Yangqiu Song:
Meta-path based proximity learning in heterogeneous information networks. 8 - Alexander Galozy
, Slawomir Nowaczyk
, Mattias Ohlsson
:
A new bandit setting balancing information from state evolution and corrupted context. 9 - Inzamamul Alam
, Md. Samiullah, S. M. Asaduzzaman, Upama Kabir, A. M. Aahad
, Simon S. Woo:
MIRACLE: Malware image recognition and classification by layered extraction. 10
Volume 39, Number 2, March 2025
- Maodi Hu
, Donghuan Song, Li Qian, Zhixiong Zhang:
Domain-level relation extraction for informative taxonomy learning. 11 - Giulia Bernardini
, Chang Liu, Grigorios Loukides, Alberto Marchetti-Spaccamela, Solon P. Pissis
, Leen Stougie, Michelle Sweering:
Missing value replacement in strings and applications. 12 - Braulio Valentin Sanchez Vinces, Erich Schubert, Arthur Zimek
, Robson L. F. Cordeiro:
A comparative evaluation of clustering-based outlier detection. 13 - Chang Wei Tan
, Matthieu Herrmann, Mahsa Salehi, Geoffrey I. Webb:
Proximity forest 2.0: a new effective and scalable similarity-based classifier for time series. 14 - Yiming Xu, Bin Shi
, Bo Dong, Jiaxiang Wang, Hua Wei, Qinghua Zheng:
TED: related party transaction guided tax evasion detection on heterogeneous graph. 15 - Lutz Oettershagen, Athanasios L. Konstantinidis, Giuseppe F. Italiano:
Inferring tie strength in temporal networks. 16
Volume 39, Number 3, May 2025
- Vanessa Freitas Silva, Maria Eduarda Silva
, Pedro Ribeiro
, Fernando Silva:
Multilayer horizontal visibility graphs for multivariate time series analysis. 17 - Eugênio F. Cabral, Braulio Valentin Sanchez Vinces, Guilherme D. F. Silva, Jörg Sander, Robson L. F. Cordeiro
:
Efficient outlier detection in numerical and categorical data. 18 - Karan Vombatkere, Aristides Gionis, Evimaria Terzi:
Forming coordinated teams that balance task coverage and expert workload. 19 - Alessandro Hill, Kalen Goo, Puneet Agarwal:
Recommending the right academic programs: an interest mining approach using BERTopic. 20 - Min Zhang
, Xiao Liao, Xinlei Wang, Xiaojuan Wang, Lei Jin:
Multi-neighbor social recommendation with attentional graph convolutional network. 21 - Mostafa Mirzaie, Behshid Behkamal, Mohammad Allahbakhsh, Samad Paydar, Elisa Bertino:
Ada-Context: adaptive context-aware grid-based approach for curation of data streams. 22 - Henrik Biermann
, Daniel Memmert
, Niklas Petersen
, Dominik Raabe
:
Contextualization of soccer analysis with tactical periodization and machine learning. 23 - Vahideh Monemizadeh, Kourosh Kiani:
Detecting anomalies using rotated isolation forest. 24 - Shitong Xiao, Rui Chen, Hongtao Song, Riwei Lai, Qilong Han, Li Li:
Proxy-enhanced cross-domain sequential recommendation. 25 - Liming Bao, Yan Wang, Xiaoyu Song:
HyEED: embedding learning of knowledge graphs with entity description in hyperbolic space. 26 - Alberto Azzari
, Manuele Bicego, Carlo Combi, Andrea Cracco, Pietro Sala:
TSRF-Dist: a novel time series distance based on extremely randomized canonical interval forests. 27
Volume 39, Number 4, July 2025
- Bharadwaj Sudarsan, Ganesh Kumar Pugalendhi:
Clustering using GRASP and path relinking for the max k-cut problem. 28 - David Cruz, Jorge P. Batista:
Tractable probabilistic models and computational complexity. 29 - Yizhou Li, Yijie Wang, Hongzuo Xu, Bin Li, Xiaohui Zhou:
Deep anomaly detection with partition contrastive learning for tabular data. 30 - Rahul Kumar, João Mendes-Moreira, Joydeep Chandra:
CSCN: an efficient snapshot ensemble learning based sparse transformer model for long-range spatial-temporal traffic flow prediction. 31 - Keqin Shi, Zhihua Ding, Zhen Chen, Hao He, Weiqiang Sun, Weisheng Hu:
A multi-scale time series forecasting framework with temporal hierarchical information fusion and reconciliation. 32 - Weihua Gong
, Genhang Shen, Anlun Zhao, Lianghuai Yang, Zhen Cheng:
Deep graph embedding learning based on multi-variational graph autoencoders for POI recommendation. 33 - Wenqiong Zhang, Yun Li, Yikai Wang:
Data debiasing via causal diffusion model. 34 - Yinghao Zhang, Tingting Xu, Debo Cheng, Jiuyong Li, Lin Liu, Ziqi Xu, Zaiwen Feng:
Data-driven learning optimal K values for K-nearest neighbour matching in causal inference. 35 - Guo Zhong, Min Zhong, Shengqi Wu, Yuzhi Liang, Pengfei Song, Shixun Lin, Xiuyun Zhu:
Locality adaptive incomplete multi-view subspace clustering. 36 - Man Yuan, Licheng Xing, Jingshu Yuan, Kexin Zhai:
Knowledge graph completion based on asymmetric translation and automatic entity type representation. 37 - Ioannis Mavroudopoulos, Kostas Tsichlas, Anastasios Gounaris:
Sequential pattern detection: similarities and differences across various fields. 38 - Hassan Ismail Fawaz, Ganesh Del Grosso, Tanguy Kerdoncuff, Aurélie Boisbunon, Illyyne Saffar:
Deep unsupervised domain adaptation for time series classification: a benchmark. 39 - Junjie Dong
, Mudi Jiang, Lianyu Hu, Zengyou He
:
Hamming encoder: mining discriminative k-mers for discrete sequence classification. 40 - Edward A. Small
, Wei Shao, Zeliang Zhang, Peihan Liu, Jeffrey Chan, Kacper Sokol, Flora D. Salim:
How robust is your fair model? Exploring the robustness of prominent fairness strategies. 41

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