Volume 16, Number 4, August 2022
Hypergraph Convolution on Nodes-Hyperedges Network for Semi-Supervised Node Classification.

Hanrui Wu Michael K. Ng

Distributed Triangle Approximately Counting Algorithms in Simple Graph Stream.

Xu Yang Chao Song Mengdi Yu Jiqing Gu Ming Liu

When Less Is More: Systematic Analysis of Cascade-Based Community Detection.

Liudmila Prokhorenkova Alexey Tikhonov Nelly Litvak

Multiple Graphs and Low-Rank Embedding for Multi-Source Heterogeneous Domain Adaptation.

Hanrui Wu Michael K. Ng

sGrapp: Butterfly Approximation in Streaming Graphs.

Aida Sheshbolouki M. Tamer Özsu

Real-Time Anomaly Detection in Edge Streams.

Siddharth Bhatia Rui Liu Bryan Hooi Minji Yoon Kijung Shin Christos Faloutsos

Auto IV: Counterfactual Prediction via Automatic Instrumental Variable Decomposition.

Junkun Yuan Anpeng Wu Kun Kuang Bo Li Runze Wu Fei Wu Lanfen Lin

ABLE: Meta-Path Prediction in Heterogeneous Information Networks.

Chenji Huang Yixiang Fang Xuemin Lin Xin Cao Wenjie Zhang

Disambiguation Enabled Linear Discriminant Analysis for Partial Label Dimensionality Reduction.

Min-Ling Zhang Jing-Han Wu Wei-Xuan Bao

Adaptive Model Scheduling for Resource-efficient Data Labeling.

Mu Yuan Lan Zhang Xiang-Yang Li Xiang-Yang Li Hui Xiong

Domain-Specific Keyword Extraction Using Joint Modeling of Local and Global Contextual Semantics.

Muhammad Abulaish Mohd Fazil Mohammed J. Zaki

Privacy-Preserving Mechanisms for Multi-Label Image Recognition.

Honghui Xu Zhipeng Cai Wei Li

A Self-Supervised Representation Learning of Sentence Structure for Authorship Attribution.

Fereshteh Jafariakinabad Kien A. Hua

A Trajectory Evaluator by Sub-tracks for Detecting VOT-based Anomalous Trajectory.

Fei Gao Jiada Li Yisu Ge Jianwen Shao Shufang Lu Libo Weng

Causal Feature Selection with Missing Data.

Kui Yu Yajing Yang Wei Ding

TRACE: Travel Reinforcement Recommendation Based on Location-Aware Context Extraction.

Zhe Fu Li Yu Xi Niu

Mixed Information Flow for Cross-Domain Sequential Recommendations.

Muyang Ma Pengjie Ren Zhumin Chen Zhaochun Ren Lifan Zhao Peiyu Liu Jun Ma Maarten de Rijke

RHPTree - Risk Hierarchical Pattern Tree for Scalable Long Pattern Mining.

Danlu Liu Yu Li William Baskett Dan Lin Chi-Ren Shyu

Forecasting the Market with Machine Learning Algorithms: An Application of NMC-BERT-LSTM-DQN-X Algorithm in Quantitative Trading.

Chang Liu Jie Yan Feiyue Guo Min Guo

Compression of Deep Learning Models for Text: A Survey.

Manish Gupta Puneet Agrawal


Volume 16, Number 3, June 2022
Scalable Mining of High-Utility Sequential Patterns With Three-Tier MapReduce Model.

Jerry Chun-Wei Lin Youcef Djenouri Gautam Srivastava Yuanfa Li Philip S. Yu

Deciphering Feature Effects on Decision-Making in Ordinal Regression Problems: An Explainable Ordinal Factorization Model.

Mengzhuo Guo Zhongzhi Xu Qingpeng Zhang Xiuwu Liao Jiapeng Liu

Toward Understanding and Evaluating Structural Node Embeddings.

Junchen Jin Mark Heimann Di Jin Danai Koutra

HCBST: An Efficient Hybrid Sampling Technique for Class Imbalance Problems.

Robert A. Sowah Bernard Kuditchar Godfrey A. Mills Amevi Acakpovi Raphael A. Twum Gifty Buah Robert Agboyi

Time-Aware Graph Embedding: A Temporal Smoothness and Task-Oriented Approach.

Yonghui Xu Shengjie Sun Huiguo Zhang Chang'an Yi Yuan Miao Dong Yang Xiaonan Meng Yi Hu Ke Wang Huaqing Min Hengjie Song Chuanyan Miao

A Normalizing Flow-Based Co-Embedding Model for Attributed Networks.

Shangsong Liang Zhuo Ouyang Zaiqiao Meng

Social Group Query Based on Multi-Fuzzy-Constrained Strong Simulation.

Guliu Liu Lei Li Guanfeng Liu Xindong Wu

Graph Community Infomax.

Heli Sun Yang Li Bing Lv Wujie Yan Liang He Shaojie Qiao Jianbin Huang

Network Public Opinion Detection During the Coronavirus Pandemic: A Short-Text Relational Topic Model.

Yuanchun Jiang Ruicheng Liang Ji Zhang Jianshan Sun Ye-Zheng Liu Yang Qian

NTP-Miner: Nonoverlapping Three-Way Sequential Pattern Mining.

Youxi Wu Lanfang Luo Yan Li Lei Guo Philippe Fournier-Viger Xingquan Zhu Xindong Wu

Unsupervised Adversarial Network Alignment with Reinforcement Learning.

Yang Zhou Jiaxiang Ren Ruoming Jin Zijie Zhang Jingyi Zheng Zhe Jiang Da Yan Dejing Dou

Context-aware Spatial-Temporal Neural Network for Citywide Crowd Flow Prediction via Modeling Long-range Spatial Dependency.

Jie Feng Yong Li Ziqian Lin Can Rong Funing Sun Diansheng Guo Depeng Jin

Corpus-level and Concept-based Explanations for Interpretable Document Classification.

Tian Shi Xuchao Zhang Ping Wang Chandan K. Reddy

Context-Aware Semantic Annotation of Mobility Records.

Huandong Wang Yong Li Junjie Lin Hancheng Cao Depeng Jin

DACHA: A Dual Graph Convolution Based Temporal Knowledge Graph Representation Learning Method Using Historical Relation.

Ling Chen Xing Tang Weiqi Chen Yuntao Qian Yansheng Li Yongjun Zhang

Balance-Subsampled Stable Prediction Across Unknown Test Data.

Kun Kuang Hengtao Zhang Runze Wu Fei Wu Yueting Zhuang Aijun Zhang

Network Embedding via Motifs.

Ping Shao Yang Yang Shengyao Xu Chunping Wang

Semi-Supervised Ensemble Learning for Dealing with Inaccurate and Incomplete Supervision.

Mona Nashaat Aindrila Ghosh James Miller Shaikh Quader

Knowledge Distillation with Attention for Deep Transfer Learning of Convolutional Networks.

Xingjian Li Haoyi Xiong Zeyu Chen Jun Huan Ji Liu Cheng-Zhong Xu Dejing Dou

Online and Distributed Robust Regressions with Extremely Noisy Labels.

Shuo Lei Xuchao Zhang Liang Zhao Arnold P. Boedihardjo Chang-Tien Lu


Volume 16, Number 2, April 2022
Spatio-Temporal Event Forecasting Using Incremental Multi-Source Feature Learning.

Liang Zhao Yuyang Gao Jieping Ye Feng Chen Yanfang Ye Chang-Tien Lu Naren Ramakrishnan

KRAN: Knowledge Refining Attention Network for Recommendation.

Zhenyu Zhang Lei Zhang Dingqi Yang Liu Yang

Assessing Large-Scale Power Relations among Locations from Mobility Data.

Lucas Santos de Oliveira Pedro Olmo Stancioli Vaz de Melo Aline Carneiro Viana

Hybrid Variational Autoencoder for Recommender Systems.

Hangbin Zhang Raymond K. Wong Victor W. Chu

Con&Net: A Cross-Network Anchor Link Discovery Method Based on Embedding Representation.

Xueyuan Wang Hongpo Zhang Zongmin Wang Yaqiong Qiao Jiangtao Ma Honghua Dai

Embedding Heterogeneous Information Network in Hyperbolic Spaces.

Yiding Zhang Xiao Wang Nian Liu Chuan Shi

S2OSC: A Holistic Semi-Supervised Approach for Open Set Classification.

Yang Yang Hongchen Wei Zhen-Qiang Sun Guang-Yu Li Yuanchun Zhou Hui Xiong Jian Yang

Opinion Dynamics Optimization by Varying Susceptibility to Persuasion via Non-Convex Local Search.

Rediet Abebe T.-H. Hubert Chan Jon M. Kleinberg Zhibin Liang David C. Parkes Mauro Sozio Charalampos E. Tsourakakis

Learning Sentence-to-Hashtags Semantic Mapping for Hashtag Recommendation on Microblogs.

Riccardo Cantini Fabrizio Marozzo Giovanni Bruno Paolo Trunfio

Dynamically Adjusting Diversity in Ensembles for the Classification of Data Streams with Concept Drift.

Juan Isidro González Hidalgo Silas G. T. C. Santos Roberto S. M. Barros

Wealth Flow Model: Online Portfolio Selection Based on Learning Wealth Flow Matrices.

Jianfei Yin Ruili Wang Yeqing Guo Yizhe Bai Shunda Ju Weili Liu Joshua Zhexue Huang

A Synopsis Based Approach for Itemset Frequency Estimation over Massive Multi-Transaction Stream.

Guangtao Wang Gao Cong Ying Zhang Zhen Hai Jieping Ye

Measuring the Network Vulnerability Based on Markov Criticality.

Hui-Jia Li Lin Wang Zhan Bu Jie Cao Yong Shi

Exploiting Heterogeneous Graph Neural Networks with Latent Worker/Task Correlation Information for Label Aggregation in Crowdsourcing.

Hanlu Wu Tengfei Ma Lingfei Wu Fangli Xu Shouling Ji

A Robust Reputation-Based Group Ranking System and Its Resistance to Bribery.

João Saúde Guilherme Ramos Ludovico Boratto Carlos Caleiro

Establishing Smartphone User Behavior Model Based on Energy Consumption Data.

Ming Ding Tianyu Wang Xudong Wang

High-Value Token-Blocking: Efficient Blocking Method for Record Linkage.

Kevin O'Hare Anna Jurek-Loughrey Cassio P. de Campos

Constrained Dual-Level Bandit for Personalized Impression Regulation in Online Ranking Systems.

Zhao Li Junshuai Song Zehong Hu Zhen Wang Jun Gao

Community Detection in Partially Observable Social Networks.

Cong Tran Won-Yong Shin Andreas Spitz

On-Shelf Utility Mining of Sequence Data.

Chunkai Zhang Zilin Du Yuting Yang Wensheng Gan Philip S. Yu

Communication from the Editor-in-Chief: State of the ACM Transactions on Knowledge Discovery from Data.

Charu C. Aggarwal


Volume 16, Number 1, February 2022
Unsupervised Subspace Extraction via Deep Kernelized Clustering.

Gyoung S. Na Hyunju Chang

New Multi-View Classification Method with Uncertain Data.

Bo Liu Haowen Zhong Yanshan Xiao

BiLabel-Specific Features for Multi-Label Classification.

Min-Ling Zhang Jun-Peng Fang Yi-Bo Wang

MSIPA: Multi-Scale Interval Pattern-Aware Network for ICU Transfer Prediction.

Wu Lee Yuliang Shi Hongfeng Sun Lin Cheng Kun Zhang Xinjun Wang Zhiyong Chen

Jointly Modeling Heterogeneous Student Behaviors and Interactions among Multiple Prediction Tasks.

Haobing Liu Yanmin Zhu Tianzi Zang Yanan Xu Jiadi Yu Feilong Tang

CrowdTC: Crowd-powered Learning for Text Classification.

Keyu Yang Yunjun Gao Lei Liang Song Bian Lu Chen Baihua Zheng

Modeling Temporal Patterns with Dilated Convolutions for Time-Series Forecasting.

Yangfan Li Kenli Li Cen Chen Xu Zhou Zeng Zeng Keqin Li

Lost in Transduction: Transductive Transfer Learning in Text Classification.

Alejandro Moreo Andrea Esuli Fabrizio Sebastiani

Generic Multi-label Annotation via Adaptive Graph and Marginalized Augmentation.

Lichen Wang Zhengming Ding Yun Fu

MCS+: An Efficient Algorithm for Crawling the Community Structure in Multiplex Networks.

Ricky Laishram Jeremy D. Wendt Sucheta Soundarajan

Explainable Artificial Intelligence-Based Competitive Factor Identification.

Juhee Han Younghoon Lee

Distributed Latent Dirichlet Allocation on Streams.

Yunyan Guo Jianzhong Li

Recurrent Coupled Topic Modeling over Sequential Documents.

Jinjin Guo Longbing Cao Zhiguo Gong

Bayesian Additive Matrix Approximation for Social Recommendation.

Huafeng Liu Liping Jing Jingxuan Wen Pengyu Xu Jian Yu Michael K. Ng

A Joint Passenger Flow Inference and Path Recommender System for Deploying New Routes and Stations of Mass Transit Transportation.

Fandel Lin Hsun-Ping Hsieh

MULFE: Multi-Label Learning via Label-Specific Feature Space Ensemble.

Yaojin Lin Qinghua Hu Jinghua Liu Xingquan Zhu Xindong Wu

Graph-Based Stock Recommendation by Time-Aware Relational Attention Network.

Jianliang Gao Xiaoting Ying Cong Xu Jianxin Wang Shichao Zhang Zhao Li

A Latent Variable Augmentation Method for Image Categorization with Insufficient Training Samples.

Luyue Lin Xin Zheng Bo Liu Wei Chen Yanshan Xiao

Cross-domain Recommendation with Bridge-Item Embeddings.

Chen Gao Yong Li Fuli Feng Xiangning Chen Kai Zhao Xiangnan He Depeng Jin

DiMBERT: Learning Vision-Language Grounded Representations with Disentangled Multimodal-Attention.

Fenglin Liu Xian Wu Shen Ge Xuancheng Ren Wei Fan Xu Sun Yuexian Zou