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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 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
Volume 39, Number 5, September 2025
- Yantong Du, Rui Chen, Qilong Han, Qiaoyu Tan, Hongtao Song, Chi Zhang

:
Greatmeta: gradient-aware adaptive meta-learning for cold-start recommendations. 42 - Haoyu Chen

, Bo Li, Zhiyong An, Yuan Yu, Ying Jia:
SFC: a time series decomposition attention network with continuous nature for time series analysis. 43 - Zhong Li

, Yuhang Wang, Matthijs van Leeuwen
:
Towards automated self-supervised learning for truly unsupervised graph anomaly detection. 44 - Yizhou Li, Yijie Wang, Hongzuo Xu, Bin Li, Xiaohui Zhou:

Correction: Deep anomaly detection with partition contrastive learning for tabular data. 45 - Luca De Rose, Giuseppina Andresini, Annalisa Appice, Donato Malerba:

OLIVANDER: a counterfactual-based method to generate adversarial Windows PE malware. 46 - Douglas Monteiro Cavalcanti, Ricardo Cerri, Elaine Ribeiro de Faria:

ARM-stream: active recovery of miscategorizations in clustering-based data stream classifiers. 47 - Mathilde Perez, Raphaël Romero, Bo Kang, Tijl De Bie, Jefrey Lijffijt, Charlotte Laclau:

SimHawNet: a modified Hawkes process for temporal network simulation. 48 - Husheng Guo, Zhijie Wu

, Zhengqi Liu, Shuai Zhang, Wenjian Wang:
Adaptive interactive network component ensemble for streaming data with concept drift. 49 - Xiaoying Zhi, Varun Babbar, Rundong Liu, Pheobe Sun, Fran Silavong, Ruibo Shi, Sean J. Moran:

Learning a consensus sub-network with polarization regularization and one pass training. 50 - Qijie Ding, Jie Yin

, Daokun Zhang
, Junbin Gao
:
Combating confirmation bias: a unified pseudo-labeling framework for entity alignment. 51 - Frederik Brüning, Anne Driemel, Alperen Ergür, Heiko Röglin:

On the number of iterations of the DBA algorithm. 52 - Lingkai Yang

, Sally I. McClean, Malcolm J. Faddy, Mark P. Donnelly, Kashaf Khan, Kevin Burke:
Automating mixture model fitting of task durations for process conformance checking. 53 - Tim Kreuzer, Jelena Zdravkovic, Panagiotis Papapetrou:

Unpacking the trend: decomposition as a catalyst to enhance time series forecasting models. 54
Volume 39, Number 5, September 2025
- Jihoon Ko, Sojeong Kim, Kyuhan Lee, Shinhwan Kang, Dongyeong Hwang, Kijung Shin, Noseong Park:

Inductive influence estimation and maximization over unseen social networks under two diffusion models. 55 - Yisi Liu, Sha Tao:

Relation prediction based on the attention-enhanced fusion of graph strcuture and multi-hop neighborhood information in knowledge graphs. 56 - Dinh Phamtoan:

A enhanced fuzzy clustering algorithm for probability density functions and image clustering using Inception Resnet-v2 features. 57 - Theis E. Jendal

, Matteo Lissandrini
, Peter Dolog
, Katja Hose
:
Handling new users and items: a comparative study of inductive recommenders. 58 - Leandro González-Montesino, Darian H. Grass-Boada:

Trace alignment algorithm optimization. 59 - Xiao Gu, Ling Jian:

Does user-end work? User-item-aware knowledge graph convolutional networks for recommendation. 60 - Houjie Qiu

, Xingkong Ma, Bo Liu, Yiqing Cai, Baoyun Peng, Dan Huang:
PersAD: adversarial protection against text-based personality inference. 61 - Quan Yan, Yuanjing Luo, Zhangdong Wang, Junhua Xi, Geming Xia, Zhiping Cai:

Spatiotemporal attention-based real-time video watermarking. 62 - Andrei Buliga, Chiara Di Francescomarino, Chiara Ghidini, Ivan Donadello, Fabrizio Maria Maggi:

Guiding the generation of counterfactual explanations through temporal background knowledge for predictive process monitoring. 63 - Riku Green

, Grant Stevens
, Zahraa S. Abdallah
, Telmo de Menezes e Silva Filho:
Stratify: unifying multi-step forecasting strategies. 64 - Nuwan Gunasekara

, Bernhard Pfahringer, Heitor Murilo Gomes
, Albert Bifet:
Gradient boosted bagging for evolving data stream regression. 65 - Yakun Chen, Zihao Li, Chao Yang, Xianzhi Wang

, Guandong Xu:
Large language models are few-shot multivariate time series classifiers. 66 - Donghee Han, Daeyoung Roh, Euihwan Han, Hwanjun Song, Mun Yong Yi:

Fine-grained multi-prompt essay scoring with multi-level disentanglement. 67 - Yuhan Lin

, Liping Xiong
, Zhiyong Hong
, Zhiqiang Zeng, Jian Zeng, Guoqiang Zeng:
Crossmamba: multivariate time series forecasting model for cross-temporal and cross-dimensional dependencies with Mamba. 68
Volume 39, Number 6, November 2025
- Alexander Van Werde, Albert Senen-Cerda, Gianluca Kosmella

, Jaron Sanders
:
Detection and evaluation of clusters within sequential data. 69 - Jie Peng, Yongxue Shan, Yongfu Zha, Xiaodong Wang:

Adaptive multimodal graph learning for knowledge graph completion. 70 - Taha Halal, Bogdan Cautis, Benoît Groz, Ruize Gao:

Topic-aware influence maximization with deep reinforcement learning and graph attention networks. 71 - Manjusha Ravindranath, K. Selçuk Candan, Brian Appavu:

Metadata supported scale space attention networks for multivariate timeseries prediction. 72 - Rabia Saleem, Ashiq Anjum, Bo Yuan, Lu Liu:

Stable graph based decision route explanation in siamese neural networks. 73 - You Li Chong, Chin-Poo Lee

, Ming Kim Lim:
Distilcyphergpt: enhancing large language models for knowledge graph question answering in cypher through knowledge distillation. 74 - Wenjie Zhang, Tianyang Xu, Yang Hua, Zhenhua Feng, Xiaoning Song:

Fastere: a fast framework for entity relation extractions. 75 - Loren Nuyts, Lorenzo Perini, Jesse Davis

:
TSelect: selecting relevant and non-redundant channels for multivariate time series classification. 76 - Abhinav Kumar, Anjali Kumari, Pawan Kumar, Ravins Dohare:

Overlapping community detection with a new modularity measure in directed weighted networks. 77 - Xinyu Lu, Hao Li, Wei Lu, Yanshuo Chang, Feng Xue:

HRHE: hybrid relations-guided multi-modal knowledge graph completion using hierarchical embeddings. 78 - Lawrence B. Holder

, Baxter Eaves, Patrick Shafto, Christopher Pereyda, Brian L. Thomas, Diane J. Cook:
Detecting and reacting to smart home novelties. 79 - Joeun Kim, Youngjin Seo, Yeonsoo Kim, Junhyeok Kang, Jeeho Shin, Patara Trirat, Jae-Gil Lee:

Large language models are zero-shot point-of-interest recommenders. 80 - Chenxi Hu

, Tao Wu, Chunsheng Liu, Chao Chang:
JammyTS: joint attention and memory network for temporal scoping of facts. 81 - Sijing Tu, Aleksa Stankovic, Stefan Neumann, Aristides Gionis:

Optirefine: densest subgraphs and maximum cuts with k refinements. 82 - Christos Chatzis, Carla Schenker, Max Pfeffer, Evrim Acar:

tPARAFAC2: tracking evolving patterns in (incomplete) temporal data. 83 - Maryam Badar, Raneen Younis, Sandipan Sikdar, Wolfgang Nejdl

, Marco Fisichella
:
Fed-FUEL: fairness and utility enhancing agnostic federated learning framework. 84 - Ruivaldo Lobão-Neto, Brenno de Mello Alencar, Heitor Murilo Gomes

, Albert Bifet, João Gama, Guilherme Weigert Cassales, Ricardo Araújo Rios:
RMIDDM: an unsupervised and interpretable concept drift detection method for data streams. 85 - Aras Yurtman

, Daan Van Wesenbeeck
, Wannes Meert
, Hendrik Blockeel
:
Steering the LoCoMotif: Using domain knowledge in time series motif discovery. 86 - Wenqian Zhao, Kai Yang

, Yuan Liu, Peijin Ding, Zijuan Zhao:
Multi-relational knowledge graph contrastive learning for link prediction. 87 - Kakuli Mishra, Srinka Basu, Ujjwal Maulik:

Indexing demand response potential at multiple temporal granularity using network theory based analysis. 88 - Ataollah Kamal, Alessio Ragno

, Marc Plantevit, Céline Robardet:
Leveraging internal representations of GNNs with Shapley values. 89 - Kenny Schlegel, Dmitri A. Rachkovskij, Denis Kleyko, Ross W. Gayler, Peter Protzel, Peer Neubert:

Structured temporal representation in time series classification with ROCKETs and hyperdimensional computing. 90 - Jian Zhu, Sanmin Liu, Subin Huang, Ping Zhang, Wentao Yu, Tuyi Zhang, Guoyi Zhang:

Online transfer learning framework for label scarcity in evolving data streams. 91 - Thanh Le

, Trong-Nghia Pham
:
Temporal-Aware bicomplex embeddings with implicit attention for knowledge graph link prediction. 92

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