Big Data Mining and Analytics Open Access Editors-in-Chief: Yi Pan, Weimin Zheng
Home Big Data Mining and Analytics All Issues Volume 7 Issue 4
Volume 7 Issue 4, December 2024
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PP. 1015-1416
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27 articles
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Special Section on Edge AI Empowered Giant Model Training
Open Access
Editorial: Special Section on Edge AI Empowered Giant Model Training
Dongxiao Yu, Xu Chen, Zhipeng Cai
Published: 04 December 2024
2024, 7(4): 1015-1016
Open Access
A Multi-Task Based Clustering Personalized Federated Learning Method
Ao Xiong, Han Zhou, Yu Song, [...], Dong Wang, Xu Wei, Da Li, Bo Gao << Fewer
Published: 04 December 2024
2024, 7(4): 1017-1030
Open Access
Large-Scale Model Meets Federated Learning: A Hierarchical Hybrid Distributed Training Mechanism for Intelligent Intersection Large-Scale Model
Chang Liu, Shaoyong Guo, Fangfang Dang, [...], Xuesong Qiu, Sujie Shao << Fewer
Published: 04 December 2024
2024, 7(4): 1031-1049
Open Access
A Remedy for Heterogeneous Data: Clustered Federated Learning with Gradient Trajectory
Ruiqi Liu, Songcan Yu, Linsi Lan, [...], Junbo Wang, Krishna Kant, Neville Calleja << Fewer
Published: 04 December 2024
2024, 7(4): 1050-1064
Open Access
Energy Efficiency Maximization in RISs-Assisted UAVs-Based Edge Computing Network Using Deep Reinforcement Learning
Chuanwen Luo, Jian Zhang, Jianxiong Guo, [...], Yi Hong, Zhibo Chen, Shuyang Gu << Fewer
Published: 04 December 2024
2024, 7(4): 1065-1083
Open Access
Backdoor Attack to Giant Model in Fragment-Sharing Federated Learning
Senmao Qi, Hao Ma, Yifei Zou, [...], Yuan Yuan, Zhenzhen Xie, Peng Li, Xiuzhen Cheng << Fewer
Published: 04 December 2024
2024, 7(4): 1084-1097
Open Access
Personalized Privacy-Preserving Data Utilization Approach Powered by Distributed-GAN
Shuo Wang, Chao Wang, Tianshuo Dong, [...], Yunhua He, Ke Xiao << Fewer
Published: 04 December 2024
2024, 7(4): 1098-1113
Special Section on Challenges and Opportunities in Biomedical Big Data Analysis: From Large Language Models to Clinical Applications
Open Access
Editorial: Special Section on Challenges and Opportunities in Biomedical Big Data Analysis: From Large Language Models to Clinical Applications
Yanjie Wei, Huiling Zhang, Zhipeng Cai, [...], Fa Zhang, Zhaolei Zhang << Fewer
Published: 04 December 2024
2024, 7(4): 1114-1115
Open Access
MedBench: A Comprehensive, Standardized, and Reliable Benchmarking System for Evaluating Chinese Medical Large Language Models
Mianxin Liu, Weiguo Hu, Jinru Ding, [...], Jie Xu, Xiaoyang Li, Lifeng Zhu, Zhian Bai, Xiaoming Shi, Benyou Wang, Haitao Song, Pengfei Liu, Xiaofan Zhang, Shanshan Wang, Kang Li, Haofen Wang, Tong Ruan, Xuanjing Huang, Xin Sun, Shaoting Zhang << Fewer
Published: 04 December 2024
2024, 7(4): 1116-1128
Open Access
SpaCCC: Large Language Model-Based Cell-Cell Communication Inference for Spatially Resolved Transcriptomic Data
Boya Ji, Xiaoqi Wang, Debin Qiao, [...], Liwen Xu, Shaoliang Peng << Fewer
Published: 04 December 2024
2024, 7(4): 1129-1147
Open Access
Large Language Models in Psychiatry: Current Applications, Limitations, and Future Scope
Zhe Liu, Yihang Bao, Shuai Zeng, [...], Ruiyi Qian, Miaohan Deng, An Gu, Jianye Li, Weidi Wang, Wenxiang Cai, Wenhao Li, Han Wang, Dong Xu, Guan Ning Lin << Fewer
Published: 04 December 2024
2024, 7(4): 1148-1168
Open Access
Transformer-Based Single-Cell Language Model: A Survey
Wei Lan, Guohang He, Mingyang Liu, [...], Qingfeng Chen, Junyue Cao, Wei Peng << Fewer
Published: 04 December 2024
2024, 7(4): 1169-1186
Open Access
KEXNet: A Knowledge-Enhanced Model for Improved Chest X-Ray Lesion Detection
Quan Yan, Junwen Duan, Jianxin Wang
Published: 04 December 2024
2024, 7(4): 1187-1198
Open Access
TV-SAM: Increasing Zero-Shot Segmentation Performance on Multimodal Medical Images Using GPT-4 Generated Descriptive Prompts Without Human Annotation
Zekun Jiang, Dongjie Cheng, Ziyuan Qin, [...], Jun Gao, Qicheng Lao, Abdullaev Bakhrom Ismoilovich, Urazboev Gayrat, Yuldashov Elyorbek, Bekchanov Habibullo, Defu Tang, Linjing Wei, Kang Li, Le Zhang << Fewer
Published: 04 December 2024
2024, 7(4): 1199-1211
Open Access
SeaConvNeXt: A Lightweight Two-Branch Network Architecture for Efficient Prediction of Specific IHC Proteins and Antigens on Hematoxylin and Eosin (H&E) Images
Yuli Chen, Guoping Chen, Guoying Shi, [...], Yao Zhou, Jiayang Bai, Germán Corredor, Cheng Lu, Xiujuan Lei << Fewer
Published: 04 December 2024
2024, 7(4): 1212-1236
Open Access
Federated Learning on Heterogeneous Images in Internet of Biomedical Things
Yusen Li, Zaobo He, Peilin He, Yulin Cao
Published: 04 December 2024
2024, 7(4): 1237-1250
Open Access
Exploring Trial-and-Error in Deep Learning: Initial Application to Isotope Detection in Mass Spectrometry
Qihong Jiao, Yuxiao Wang, Yongshuai Wang, [...], Shiwei Sun, Xuefeng Cui << Fewer
Published: 04 December 2024
2024, 7(4): 1251-1261
Open Access
Multiplex Networks and Pan-Cancer Multiomics-Based Driver Gene Identification Using Graph Neural Networks
Xingyi Li, Junming Li, Jun Hao, [...], Xingyu Liao, Min Li, Xuequn Shang << Fewer
Published: 04 December 2024
2024, 7(4): 1262-1272
Open Access
MHCLSyn: Multi-View Hypergraph Contrastive Learning for Synergistic Drug Combination Prediction
Lei Li, Guodong Lü, Chunhou Zheng, [...], Renyong Lin, Yansen Su << Fewer
Published: 04 December 2024
2024, 7(4): 1273-1286
Special Section on AI for biomedical big data analysis and disease diagnosis
Open Access
MMAR-Net: A Multi-Stride and Multi-Resolution Affine Registration Network for CT Images
Fu Zhou, Fei Luo, Ruoshan Kong, [...], Yi-Ping Phoebe Chen, Feng Liu << Fewer
Published: 04 December 2024
2024, 7(4): 1287-1300
Open Access
Distributed Heterogeneous Spiking Neural Network Simulator Using Sunway Accelerators
Xuelei Li, Zhichao Wang, Yi Pan, [...], Jintao Meng, Shengzhong Feng, Yanjie Wei << Fewer
Published: 04 December 2024
2024, 7(4): 1301-1320
Open Access
Coarse-to-Fine Approach: Automatic Delineation of Kidney Ultrasound Data
Tao Peng, Yiwen Ruan, Yidong Gu, [...], Jiang Huang, Caiyin Tang, Jing Cai << Fewer
Published: 11 March 2024
2024, 7(4): 1321-1332
Open Access
Quick-MIMIC: A Multimodal Data Extraction Pipeline for MIMIC with Parallelization
Yutao Dou, Wei Li, Yangtao Zheng, [...], Xiaojun Yao, Huanxiang Liu, Albert Y. Zomaya, Shaoliang Peng << Fewer
Published: 04 December 2024
2024, 7(4): 1333-1346
Open Access
Multi-Scale DCNN with Dynamic Weight and Part Cross-Entropy Loss for Skin Lesion Diagnosis
Gaoshuai Wang, Linrunjia Liu, Fabrice Lauri, Amir HAJJAM El Hassani
Published: 04 December 2024
2024, 7(4): 1347-1361
Open Access
GFDet: Multi-Level Feature Fusion Network for Caries Detection Using Dental Endoscope Images
Nan Gao, Yukai Li, Peng Chen, [...], Jijun Tang, Tianshuang Liu << Fewer
Published: 04 December 2024
2024, 7(4): 1362-1374
Regular Articles
Open Access
Improving Few-Shot Named Entity Recognition with Causal Interventions
Zhen Yang, Yongbin Liu, Chunping Ouyang, [...], Shu Zhao, Chi Zhu << Fewer
Published: 04 December 2024
2024, 7(4): 1375-1395
Open Access
A Comprehensive Investigation to Identify Prognostic mRNA and miRNA Signatures for Renal Cell Carcinoma Utilizing a Stratification-Based Approach
Jiaqi Yu, Jiayi Cai, Aamir Fahira, [...], Keyong Liao, Yani Tongjia, Yiming Shao, Zunnan Huang << Fewer
Published: 04 December 2024
2024, 7(4): 1396-1416
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