Big Data Mining and Analytics Open Access Editors-in-Chief: Yi Pan, Weimin Zheng
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Volume 9 Issue 1, February 2026
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Special Issue on Recent Advances in Statistical Analytics Theories and Methods for Big Data
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PP. 1-337
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19 articles
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Special Issue on Recent Advances in Statistical Analytics Theories and Methods for Big Data
Open Access
Editorial: Special Issue on Recent Advances in Statistical Analytics Theories and Methods for Big Data
Joshua Zhexue Huang, Yulin He, Ponnuthurai Nagaratnam Suganthan
Published: 10 December 2025
2026, 9(1): 1-3
Open Access
A Mode-Partitioned Gamma Mixture Model Estimation Method for Large-Scale Multimodal Data
Jiaqi Chen, Yuyang Xu, Xu Li, Muhammad Azhar
Published: 10 December 2025
2026, 9(1): 4-22
Open Access
Rotary Position Embedding-Based Transformer Hawkes Process for Event-Type Big Data
Shan Dai, Anningzhe Gao, Zhuo Li, Yuhao Du
Published: 10 December 2025
2026, 9(1): 23-38
Open Access
Multiresolution Taxi Demand Prediction: A Big Data Statistical and Zero-Inflated Spatiotemporal GNN Approach
Yifei Shen, Wenlong Shi, Jiaxing Shen, [...], Hengzhi Wang, Hanqing Wu, Jiannong Cao << Fewer
Published: 10 December 2025
2026, 9(1): 39-56
Open Access
Discriminative Subspace Clustering Based on Local Hyperdisk for High-Dimensional Big Data
Yufeng Yu, Xuanyi Chen, Jiali Luo, [...], Yingchao Cheng, Zhifeng Hao << Fewer
Published: 10 December 2025
2026, 9(1): 57-69
Regular Articles
Open Access
Attention-Based Anomaly Detection in Dynamic Network
Yiming Zhao, Wenjun Wang, Nannan Wu, [...], Jilei Liu, Ying Sun, Wei Yu, Quannan Zu << Fewer
Published: 10 December 2025
2026, 9(1): 70-86
Open Access
CPSORCL: A Cooperative Particle Swarm Optimization Method with Random Contrastive Learning for Interactive Feature Selection
Yahan Li, Xiaohan Zhang, Junliang Shang, [...], Qianqian Ren, Jinxing Liu << Fewer
Published: 10 December 2025
2026, 9(1): 87-102
Open Access
Big Data-Driven Decision Support System Framework for Sustainable Multi-Criteria Computing in Green Systems
Mohammad Jafar Mokarram, Arsalan Najafi, Jamshid Aghaei, Meng Yuan
Published: 10 December 2025
2026, 9(1): 103-118
Open Access
A Comprehensive Review of Cell-Type Deconvolution in Spatial Transcriptomic Data
Lanying Wang, Yuxuan Hu, Lin Gao
Published: 10 December 2025
2026, 9(1): 119-142
Open Access
Leveraging Adaptive Evolutionary Optimization for Drug Molecular Design Involving Many Properties
Xin Xia, Xiangxiang Zeng, Xingyi Zhang, [...], Chunhou Zheng, Yajie Zhang, Yansen Su << Fewer
Published: 10 December 2025
2026, 9(1): 143-159
Open Access
A Multi-Branch Dual Residual Attention CNN Model for Pediatric Pneumonia Classification
Xiaokang Wang, Jiale Yu, Yi Lin, [...], Biyuan Yao, Zhao Qiu, Yuefu Zhan, Jing Chen, Xu Zhang << Fewer
Published: 10 December 2025
2026, 9(1): 160-177
Open Access
Multimodal Nested Attention Network for Lymph Node Metastasis Prediction of Thyroid Carcinoma
Guojun Li, Jincao Yao, Chanjuan Peng, [...], Yinjie Hu, Xuhan Feng, Jianfeng Yang, Xingyu Gao, Dong Xu, Xiaolin Li, Chulin Sha, Min He << Fewer
Published: 10 December 2025
2026, 9(1): 178-197
Open Access
Display Content, Display Methods, and Evaluation Methods of the HCI in Explainable Recommender Systems: A Survey
Weiqing Li, Yue Xu, Yuefeng Li, Yinghui Huang
Published: 10 December 2025
2026, 9(1): 198-228
Open Access
A Trustworthy Method for Multimodal Emotion Recognition
Junxiao Xue, Xiaozhen Liu, Jie Wang, [...], Xuecheng Wu, Bin Wu << Fewer
Published: 10 December 2025
2026, 9(1): 229-247
Open Access
ESA-Net: An Efficient and Lightweight Model for Medical Image Segmentation
Haiquan Liu, Mingcan Cen, Chong Zhang, [...], Angela An, Shuxiang Song << Fewer
Published: 10 December 2025
2026, 9(1): 248-262
Open Access
Interpret When Possible: A Tree-Based Hybrid Framework for Interpretable Classification
Yifan Li, Shuhan Qi, Lei Cui, [...], Chao Xing, Lei Zhang, Xuan Wang << Fewer
Published: 10 December 2025
2026, 9(1): 263-283
Open Access
MLFD: A Novel Meta-Learning Method with Fourier Transform Data Augmentation for Domain Generalization
Xiaobo Zhang, Xinaoxue Zhang, Like Wei, [...], Wei Wang, Yan Yang << Fewer
Published: 10 December 2025
2026, 9(1): 284-294
Open Access
Semi-Supervised Learning with Adaptive Pseudo-Label Selection and Correction for Predicting Overall Survival Time of Esophageal Cancer
Hailin Yue, Hulin Kuang, Jin Liu, [...], Junjian Li, Jie Zhu, Xiaoding Zhou, Pei Yang, Qifeng Wang, Jianxin Wang << Fewer
Published: 10 December 2025
2026, 9(1): 295-313
Open Access
Machine Learning for Predicting Drug Resistance in Tuberculosis: A Systematic Review of Model Performance and Clinical Applications
Bright G. Akwaronwu, Folasade Y. Ayankoya, Shade O. Kuyoro, [...], Innocent Uche Akwaronwu, Oluwabamise Joseph Adeniyi << Fewer
Published: 10 December 2025
2026, 9(1): 314-337