IEEE Transactions on Big Data, Volume 10 (original) (raw)



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Volume 10, Number 1, February 2024

Xingyu Cao
, Xiangtao Zhang
, Ce Zhu
, Jiani Liu
, Yipeng Liu
:
TS-RTPM-Net: Data-Driven Tensor Sketching for Efficient CP Decomposition. 1-11

Meng Wang
, Yanhao Yang, David Bindel
, Kun He
:
Streaming Local Community Detection Through Approximate Conductance. 12-22

Zihao Wang
, Ming Jiang
, Junli Wang
:
PHAED: A Speaker-Aware Parallel Hierarchical Attentive Encoder-Decoder Model for Multi-Turn Dialogue Generation. 23-34

Han Wu
, Guanqi Zhu
, Qi Liu
, Hengshu Zhu
, Hao Wang
, Hongke Zhao
, Chuanren Liu
, Enhong Chen
, Hui Xiong
:
A Multi-Aspect Neural Tensor Factorization Framework for Patent Litigation Prediction. 35-54

Naiyao Liang
, Zuyuan Yang
, Junhang Chen
, Zhenni Li
, Shengli Xie
:
Label-Weighted Graph-Based Learning for Semi-Supervised Classification Under Label Noise. 55-65

Qingtian Zeng
, Shuai Guo
, Rui Cao
, Ziqi Zhao
, Hua Duan
:
Legal Transition Sequence Recognition of a Bounded Petri Net Using a Gate Recurrent Unit. 66-76

Jinghuan Lao, Dong Huang
, Chang-Dong Wang
, Jian-Huang Lai
:
Towards Scalable Multi-View Clustering via Joint Learning of Many Bipartite Graphs. 77-91

Wen Qin
, Xin Luo
, MengChu Zhou
:
Adaptively-Accelerated Parallel Stochastic Gradient Descent for High-Dimensional and Incomplete Data Representation Learning. 92-107
Volume 10, Number 2, April 2024

Changyong Yu
, Tianmei Ren
, Wenyu Li, Huimin Liu, Haitao Ma
, Yuhai Zhao
:
BL: An Efficient Index for Reachability Queries on Large Graphs. 108-121

Wenrui Li
, Xiaoyu Wang
, Yuetian Sun
, Snezana Milanovic, Mark A. Kon
, Julio Enrique Castrillón-Candás
:
Multilevel Stochastic Optimization for Imputation in Massive Medical Data Records. 122-131

Li Li
, Chuanqi Tao
, Hongjing Guo
, Jingxuan Zhang
, Xiaobing Sun
:
FATS: Feature Distribution Analysis-Based Test Selection for Deep Learning Enhancement. 132-145

Yunguo Guan
, Rongxing Lu
, Songnian Zhang
, Yandong Zheng
, Jun Shao
, Guiyi Wei
:
Efficient and Privacy-Preserving Aggregate Query Over Public Property Graphs. 146-157

Yongli Cheng
, Yan Ma
, Hong Jiang
, Lingfang Zeng
, Fang Wang
, Xianghao Xu
, Yuhang Wu
:
TgStore: An Efficient Storage System for Large Time-Evolving Graphs. 158-173

Huanghuang Liang
, Zheng Zhang
, Chuang Hu
, Yili Gong
, Dazhao Cheng
:
A Survey on Spatio-Temporal Big Data Analytics Ecosystem: Resource Management, Processing Platform, and Applications. 174-193

Ehsan Hallaji
, Roozbeh Razavi-Far
, Mehrdad Saif
, Boyu Wang
, Qiang Yang:
Decentralized Federated Learning: A Survey on Security and Privacy. 194-213
Volume 10, Number 3, June 2024

Youcef Djenouri
, Ahmed Nabil Belbachir
, Tomasz P. Michalak
, Gautam Srivastava
:
A Federated Convolution Transformer for Fake News Detection. 214-225

Chaoyu Gong
, Jim Demmel
, Yang You
:
Scalable Evidential K-Nearest Neighbor Classification on Big Data. 226-237

Seungeun Oh
, Hyelin Nam, Jihong Park
, Praneeth Vepakomma
, Ramesh Raskar
, Mehdi Bennis
, Seong-Lyun Kim
:
Mix2SFL: Two-Way Mixup for Scalable, Accurate, and Communication-Efficient Split Federated Learning. 238-248

Yu Shi
, Xi Zhang
, Yuming Shang
, Ning Yu
:
Don't Be Misled by Emotion! Disentangle Emotions and Semantics for Cross-Language and Cross-Domain Rumor Detection. 249-259

Rui Chen
, Yongqiang Tang
, Xiangrui Cai
, Xiaojie Yuan
, Wenlong Feng
, Wensheng Zhang
:
Graph Structure Aware Contrastive Multi-View Clustering. 260-274

Yaojin Lin
, Yulin Li
, Chenxi Wang
, Lei Guo
, Jinkun Chen
:
Label Distribution Learning Based on Horizontal and Vertical Mining of Label Correlations. 275-287

Xiaodong Li
, Pangjing Wu
, Chenxin Zou
, Qing Li
:
Hierarchical Deep Reinforcement Learning for VWAP Strategy Optimization. 288-300

Yanhui Zhu
, Fang Hu
, Lei Hsin Kuo
, Jia Liu
:
SCOREH+: A High-Order Node Proximity Spectral Clustering on Ratios-of-Eigenvectors Algorithm for Community Detection. 301-312

Meiting Xue
, Zian Zhou
, Pengfei Jiao
, Huijun Tang
:
Fine-Tuned Personality Federated Learning for Graph Data. 313-319
Volume 10, Number 4, August 2024

Lei Wang
, Leon Wong
, Zhu-Hong You
, De-Shuang Huang
:
AMDECDA: Attention Mechanism Combined With Data Ensemble Strategy for Predicting CircRNA-Disease Association. 320-329

Lu Guo
, Limin Wang
, Qilong Li
, Kuo Li
:
Learning Balanced Bayesian Classifiers From Labeled and Unlabeled Data. 330-342

Ghulam Mujtaba
, Sunder Ali Khowaja
, Muhammad Aslam Jarwar
, Jaehyuk Choi
, Eun-Seok Ryu
:
FRC-GIF: Frame Ranking-Based Personalized Artistic Media Generation Method for Resource Constrained Devices. 343-355

Xin Liu
, Jiuluan Lv
, Feng Chen
, Qingjie Wei
, Hangxuan He
, Ying Qian
:
Multi-Party Federated Recommendation Based on Semi-Supervised Learning. 356-370

Yibing Bai
, Zhenqiu Shu
, Jun Yu
, Zhengtao Yu
, Xiao-Jun Wu
:
Proxy-Based Graph Convolutional Hashing for Cross-Modal Retrieval. 371-385

Zhi-Long Han
, Ting-Zhu Huang
, Xi-Le Zhao
, Hao Zhang
, Yun-Yang Liu
:
Multi-Dimensional Data Recovery via Feature-Based Fully-Connected Tensor Network Decomposition. 386-399

Jianghe Cai
, Yuhui Deng
, Yi Zhou
, Jiande Huang
, Geyong Min
:
FIG: Feature-Weighted Information Granules With High Consistency Rate. 400-414

Xiao Zhang
, Zhaoqian He
, Jinhai Li
, Changlin Mei
, Yanyan Yang:
Bi-Selection of Instances and Features Based on Neighborhood Importance Degree. 415-428

Yifei Yang, Xiaoke Ma
:
Graph Contrastive Learning for Clustering of Multi-Layer Networks. 429-441

Shujing Yang, Fuyuan Cao
, Kui Yu
, Jiye Liang
:
Learning Causal Chain Graph Structure via Alternate Learning and Double Pruning. 442-456

Wenjun Ma
, Yibing Zhao
, Xiaomao Fan
:
Cascaded Knowledge-Level Fusion Network for Online Course Recommendation System. 457-469

Peng Zhou
, Yunyun Zhang
, Zhaolong Ling
, Yuanting Yan
, Shu Zhao
, Xindong Wu
:
Online Heterogeneous Streaming Feature Selection Without Feature Type Information. 470-485

Yuling Su
, Hong Zhao
, Yifeng Zheng
, Yu Wang
:
Few-Shot Learning With Multi-Granularity Knowledge Fusion and Decision-Making. 486-497

Guoxiang Tong
, Quanquan Li
, Yan Song
:
Enhanced Multi-Scale Features Mutual Mapping Fusion Based on Reverse Knowledge Distillation for Industrial Anomaly Detection and Localization. 498-513

Xingbo Liu
, Jiamin Li
, Xiushan Nie
, Xuening Zhang
, Shaohua Wang
, Yilong Yin
:
Scalable Unsupervised Hashing via Exploiting Robust Cross-Modal Consistency. 514-527

Xinxin Hu
, Haotian Chen
, Junjie Zhang
, Hongchang Chen
, Shuxin Liu
, Xing Li
, Yahui Wang
, Xiangyang Xue
:
GAT-COBO: Cost-Sensitive Graph Neural Network for Telecom Fraud Detection. 528-542

Dawei Dai
, Yingge Liu
, Yutang Li
, Shiyu Fu
, Shuyin Xia
, Guoyin Wang
:
LGRL: Local-Global Representation Learning for On-the-Fly FG-SBIR. 543-555

Shun Wang
, Yong Zhang
, Xuanqi Lin
, Yongli Hu
, Qingming Huang
, Baocai Yin
:
Dynamic Hypergraph Structure Learning for Multivariate Time Series Forecasting. 556-567

Charline Bour
, Abir Elbéji
, Luigi De Giovanni
, Adrian Ahne
, Guy Fagherazzi
:
ALTRUIST: A Python Package to Emulate a Virtual Digital Cohort Study Using Social Media Data. 568-575
Volume 10, Number 5, October 2024

Souha Al Katat
, Chamseddine Zaki
, Hussein Hazimeh
, Ibrahim El Bitar
, Rafael Angarita
, Lionel Trojman
:
Natural Language Processing for Arabic Sentiment Analysis: A Systematic Literature Review. 576-594

Qiang-Sheng Hua
, Hongen Wang
, Hai Jin
, Xuanhua Shi
:
Core Maintenance on Dynamic Graphs: A Distributed Approach Built on H-Index. 595-608

Zihao Zhang
, Qianqian Wang
, Quanxue Gao
, Chengquan Pei
, Wei Feng
:
Unsupervised Cross-View Subspace Clustering via Adaptive Contrastive Learning. 609-619

Huan Liu
, Pengfei Jiao
, Xuan Guo
, Huaming Wu
, Mengzhou Gao
, Jilin Zhang
:
HGN2T: A Simple but Plug-and-Play Framework Extending HGNNs on Heterogeneous Temporal Graphs. 620-632

Ana Belén Rodríguez-González
, Javier Burrieza-Galán
, Juan José Vinagre-Díaz
, Inés Peirats de Castro
, Mark Richard Wilby
, Oliva García-Cantú Ros
:
Using App Usage Data From Mobile Devices to Improve Activity-Based Travel Demand Models. 633-643

Fadi Dornaika
, Sally El Hajjar
:
An End-to-End Approach for Graph-Based Multi-View Data Clustering. 644-654

Yuan Liang
:
FAER: Fairness-Aware Event-Participant Recommendation in Event-Based Social Networks. 655-668

Yeyu Yan
, Zhongying Zhao
, Zhan Yang
, Yanwei Yu
, Chao Li
:
A Fast and Robust Attention-Free Heterogeneous Graph Convolutional Network. 669-681
Volume 10, Number 6, December 2024

Senzhang Wang
, Changdong Wang, Di Jin
, Shirui Pan
, Philip S. Yu:
Guest Editorial TBD Special Issue on Graph Machine Learning for Recommender Systems. 682

Haibo Ye
, Lijun Zhang
, Yuan Yao, Sheng-Jun Huang
:
Denoised Graph Collaborative Filtering via Neighborhood Similarity and Dynamic Thresholding. 683-693

Mankun Zhao
, Aitong Sun, Jian Yu, Xuewei Li
, Dongxiao He
, Ruiguo Yu
, Mei Yu
:
Reliable Data Augmented Contrastive Learning for Sequential Recommendation. 694-705

Ming Li
, Zhao Li
, Changqin Huang
, Yunliang Jiang
, Xindong Wu
:
EduGraph: Learning Path-Based Hypergraph Neural Networks for MOOC Course Recommendation. 706-719

Dan Du
, Pei-Yuan Lai
, Yan-Fei Wang, De-Zhang Liao
, Min Chen
:
AKGNN: Attribute Knowledge Graph Neural Networks Recommendation for Corporate Volunteer Activities. 720-730

Ling Huang
, Zhi-Yuan Li, Zhenyu He
, Yuefang Gao
:
Higher-Order Smoothness Enhanced Graph Collaborative Filtering. 731-741

Chi Zhang
, Ekanut Sotthiwat, Liangli Zhen
, Zengxiang Li
:
Augmented Multi-Party Computation Against Gradient Leakage in Federated Learning. 742-751

Dongqi Cai
, Tao Fan, Yan Kang, Lixin Fan
, Mengwei Xu
, Shangguang Wang
, Qiang Yang:
Accelerating Vertical Federated Learning. 752-760

Biwen Chen
, Honghong Zeng
, Tao Xiang
, Shangwei Guo
, Tianwei Zhang
, Yang Liu
:
ESB-FL: Efficient and Secure Blockchain-Based Federated Learning With Fair Payment. 761-774

Cheng Zhuo
, Di Gao
, Liangwei Liu:
PKDGAN: Private Knowledge Distillation With Generative Adversarial Networks. 775-788

Yuting He
, Yiqiang Chen
, Xiaodong Yang
, Hanchao Yu, Yi-Hua Huang, Yang Gu
:
Learning Critically: Selective Self-Distillation in Federated Learning on Non-IID Data. 789-800

Zexi Li
, Jiaxun Lu
, Shuang Luo, Didi Zhu
, Yunfeng Shao
, Yinchuan Li
, Zhimeng Zhang, Yongheng Wang
, Chao Wu
:
Towards Effective Clustered Federated Learning: A Peer-to-Peer Framework With Adaptive Neighbor Matching. 812-826

Xiong Xiao
, Zhuo Tang
, Chuanying Li
, Bingting Jiang
, Kenli Li
:
SBPA: Sybil-Based Backdoor Poisoning Attacks for Distributed Big Data in AIoT-Based Federated Learning System. 827-838

Jiahui Geng
, Yongli Mou
, Qing Li
, Feifei Li
, Oya Beyan, Stefan Decker
, Chunming Rong
:
Improved Gradient Inversion Attacks and Defenses in Federated Learning. 839-850

Chen Chen
, Lingjuan Lyu
, Han Yu
, Gang Chen
:
Practical Attribute Reconstruction Attack Against Federated Learning. 851-863

Zhaomin Wu
, Qinbin Li
, Bingsheng He
:
Practical Vertical Federated Learning With Unsupervised Representation Learning. 864-878

Yan Kang
, Yuanqin He, Jiahuan Luo
, Tao Fan, Yang Liu
, Qiang Yang:
Privacy-Preserving Federated Adversarial Domain Adaptation Over Feature Groups for Interpretability. 879-890

Zhuoyi Peng
, Yi Yang
, Liu Yang
, Kai Chen
:
Federated Meta Embedding Concept Stock Recommendation. 891-902

Pengwei Xing
, Songtao Lu
, Lingfei Wu
, Han Yu
:
BiG-Fed: Bilevel Optimization Enhanced Graph-Aided Federated Learning. 903-914

Wang Lu
, Jindong Wang
, Yiqiang Chen
, Xin Qin
, Renjun Xu
, Dimitrios Dimitriadis
, Tao Qin
:
Personalized Federated Learning With Adaptive Batchnorm for Healthcare. 915-925

Wensheng Xia
, Ying Li
, Lan Zhang
, Zhonghai Wu
, Xiaoyong Yuan
:
Cascade Vertical Federated Learning Towards Straggler Mitigation and Label Privacy Over Distributed Labels. 926-939

Haoran Shi
, Yonghui Xu
, Yali Jiang
, Han Yu
, Lizhen Cui
:
Efficient Asynchronous Multi-Participant Vertical Federated Learning. 940-952

Xavier Tan
, Wei Chong Ng
, Wei Yang Bryan Lim
, Zehui Xiong
, Dusit Niyato
, Han Yu
:
Reputation-Aware Federated Learning Client Selection Based on Stochastic Integer Programming. 953-964

Fengwen Chen
, Guodong Long
:
FedGE: Break the Scalability Limitation of Graph Neural Network With Federated Graph Embedding. 965-974

Shenghui Li
, Edith Cheuk-Han Ngai
, Thiemo Voigt
:
An Experimental Study of Byzantine-Robust Aggregation Schemes in Federated Learning. 975-988

Shaojie Yang
, Wei Zheng
, Meiyun Xie, Xueyang Zhang:
Research of Federated Learning Application Methods and Social Responsibility. 989-1000

Rui Wang
, Oguzhan Ersoy
, Hangyu Zhu, Yaochu Jin
, Kaitai Liang
:
FEVERLESS: Fast and Secure Vertical Federated Learning Based on XGBoost for Decentralized Labels. 1001-1015

Tianyuan Zou
, Yang Liu
, Yan Kang, Wenhan Liu
, Yuanqin He, Zhihao Yi, Qiang Yang, Ya-Qin Zhang
:
Defending Batch-Level Label Inference and Replacement Attacks in Vertical Federated Learning. 1016-1027

Chengyi Yang
, Jia Liu, Hao Sun, Tongzhi Li, Zengxiang Li
:
WTDP-Shapley: Efficient and Effective Incentive Mechanism in Federated Learning for Intelligent Safety Inspection. 1028-1037

Zhuan Shi
, Lan Zhang
, Zhenyu Yao
, Lingjuan Lyu
, Cen Chen
, Li Wang, Junhao Wang, Xiang-Yang Li
:
FedFAIM: A Model Performance-Based Fair Incentive Mechanism for Federated Learning. 1038-1050

Biyao Gong
, Tianzhang Xing
, Zhidan Liu
, Wei Xi
, Xiaojiang Chen
:
Adaptive Client Clustering for Efficient Federated Learning Over Non-IID and Imbalanced Data. 1051-1065

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