Big Data Mining and Analytics Open Access Editors-in-Chief: Yi Pan, Weimin Zheng
Home Big Data Mining and Analytics All Issues Volume 9 Issue 4
Volume 9 Issue 4, August 2026
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PP. 919-1171
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12 articles
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Open Access
Multi-Layer Stacking Ensemble Learning Framework Utilizing Gut Microbiota Data for Colorectal Cancer Classification
Yaoyang Liu, Feng Zhang, Hongda Chen, [...], Kuangyu Chen, Yuhan Zhang, Chenyu Luo, Jiahui Luo, Na Li, Min Dai, Jidong Zhai, Xiaoyong Du << Fewer
Published: 21 July 2026
2026, 9(4): 919-938
Open Access
LXformer: A Long-Term Time Series Forecasting Model Based on Multi-Granularity Feature Extraction for Edge Devices
Zhikui Chen, Rui Lin, Bo Xu, [...], Yu Shao, Xun Tu, Liang Zhao << Fewer
Published: 21 July 2026
2026, 9(4): 939-958
Open Access
You Only Forward Once: Prediction and Rationalization in a Single Forward Pass
Wei Xue, Han Jiang, Junwen Duan, [...], Jianxin Wang, Zhe Qu << Fewer
Published: 21 July 2026
2026, 9(4): 959-977
Open Access
Enhancing Distance Entropy Preservation via L2 Normalization and Geodesic Distances in High-Dimensional Single-Cell Data Visualization
Ziqi Rong, Jinpu Cai, Jiahao Qiu, [...], Pengcheng Xu, Lana X. Garmire, Qiuyu Lian, Hongyi Xin << Fewer
Published: 21 July 2026
2026, 9(4): 978-994
Open Access
SWAN: Sliding Window based Attention Network for Early Battery Anomaly Detection
Wenrui Ma, Tianhang Zhou, Kezhou Chen, [...], Linjie Shen, Zhao Li, Xinyi Ding << Fewer
Published: 21 July 2026
2026, 9(4): 995-1008
Open Access
A Novel Exchange Rate Forecasting Paradigm Based on Multi-Agent Collaboration and Multimodal Big Data-Driven Methods
Di Han, Jiaqi Chen, Zikun Guo, [...], Qixian Li, Bocheng Wang << Fewer
Published: 21 July 2026
2026, 9(4): 1009-1025
Open Access
DBG-DDA: A Dual-Branch Graph Learning Method for Drug−Disease Associations Prediction
Zhenghua Guan, Baiying Lei, Xiaoting Zeng, [...], Jialan Tang, Tianfu Wang, Weilin Chen, Liang Yang << Fewer
Published: 21 July 2026
2026, 9(4): 1026-1045
Open Access
RAG-Based Language Model with Enhanced Indexing Optimization for Financial Intelligent Customer Service Application
Hongfeng Chai, Renfeng Chen, Hongbin Zhu
Published: 21 July 2026
2026, 9(4): 1046-1060
Open Access
Causal-Enhanced Wasserstein GAN in VAE Latent Space for Discrete Integer Data Generation
Anqi Shangguan, Nan Feng, Rong Fei, [...], Xinhong Hei, Yongze Jin, Lingxia Mu, Yajun Liu, Yu Liu << Fewer
Published: 21 July 2026
2026, 9(4): 1061-1089
Open Access
Hierarchical Structure Reveals Community Structure in Networks
Chaojun Zhang, Jianhong Mou, Bitao Dai, [...], Ying Lin, Suoyi Tan, Xin Lu << Fewer
Published: 21 July 2026
2026, 9(4): 1090-1109
Open Access
Causal Machine Learning for Surgical Interventions
Junior Ben Tamo, Nishant S. Chouhan, Micky C. Nnamdi, [...], Yining Yuan, Shreya S. Chivilkar, Wenqi Shi, Steven W. Hwang, Bruce Randall Brenn, May D. Wang << Fewer
Published: 21 July 2026
2026, 9(4): 1110-1125
Open Access
Deep Feature Learning with Concatenated Rectified Pooling Units
Hera Siddiqui, Chaity Banerjee, Erik Blasch, [...], Eduardo Pasiliao Jr., Tathagata Mukherjee << Fewer
Published: 21 July 2026
2026, 9(4): 1126-1171