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ACM Transactions on Intelligent Systems and Technology (2019)


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2019 Volume 10 Issue 1

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ACM TIST Special Issue on Visual Analytics
Nan Cao | Steffen Koch | David Gotz | Yingcai Wu

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RelationLines: Visual Reasoning of Egocentric Relations from Heterogeneous Urban Data
Wei Chen | Jing Xia | Xu-Meng Wang | Yi Wang | Jun Chen | Liang Chang

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Traffic Simulation and Visual Verification in Smog
Mingliang Xu | Hua Wang | Shili Chu | Yong Gan | Xiaoheng Jiang | Yafei Li | Bing Zhou

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Visual Analytics of Heterogeneous Data Using Hypergraph Learning
Cong Xie | Wen Zhong | Wei Xu | Klaus Mueller

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BayesPiles: Visualisation Support for Bayesian Network Structure Learning
Athanasios Vogogias | Jessie Kennedy | Daniel Archambault | Benjamin Bach | V. Anne Smith | Hannah Currant

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DeepTracker: Visualizing the Training Process of Convolutional Neural Networks
Dongyu Liu | Weiwei Cui | Kai Jin | Yuxiao Guo | Huamin Qu

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Learning Facial Expressions with 3D Mesh Convolutional Neural Network
Hai Jin | Yuanfeng Lian | Jing Hua

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ResumeVis: A Visual Analytics System to Discover Semantic Information in Semi-structured Resume Data
Chen Zhang | Hao Wang

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Visual Interfaces for Recommendation Systems: Finding Similar and Dissimilar Peers
Fan Du | Catherine Plaisant | Neil Spring | Ben Shneiderman

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CapVis: Toward Better Understanding of Visual-Verbal Saliency Consistency
Haoran Liang | Ming Jiang | Ronghua Liang | Qi Zhao

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D-Map+: Interactive Visual Analysis and Exploration of Ego-centric and Event-centric Information Diffusion Patterns in Social Media
Siming Chen | Shuai Chen | Zhenhuang Wang | Jie Liang | Yadong Wu | Xiaoru Yuan


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2019 Volume 10 Issue 2

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Federated Machine Learning: Concept and Applications
Qiang Yang | Yang Liu | Tianjian Chen | Yongxin Tong

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A Survey of Zero-Shot Learning: Settings, Methods, and Applications
Wei Wang | Vincent W. Zheng | Han Yu | Chunyan Miao

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Goal and Plan Recognition Design for Plan Libraries
Reuth Mirsky | Kobi Gal | Roni Stern | Meir Kalech

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Enumerating Connected Subgraphs and Computing the Myerson and Shapley Values in Graph-Restricted Games
Oskar Skibski | Talal Rahwan | Tomasz P. Michalak | Michael J. Wooldridge

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Understanding Event Organization at Scale in Event-Based Social Networks
Jason Shuo Zhang | Qin Lv

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Inferring Online Social Ties from Offline Geographical Activities
Hsun-Ping Hsieh | Cheng-Te Li

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Reconstruction of Hidden Representation for Robust Feature Extraction
Zeng Yu | Tianrui Li | Ning Yu | Yi Pan | Hongmei Chen | Bing Liu

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A Simple Baseline for Travel Time Estimation using Large-scale Trip Data
Hongjian Wang | Xianfeng Tang | Yu-Hsuan Kuo | Daniel Kifer | Zhenhui Li

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Deep Multi-scale Discriminative Networks for Double JPEG Compression Forensics
Cheng Deng | Zhao Li | Xinbo Gao | Dacheng Tao


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2019 Volume 10 Issue 3

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Combating Fake News: A Survey on Identification and Mitigation Techniques
Karishma Sharma | Feng Qian | He Jiang | Natali Ruchansky | Ming Zhang | Yan Liu

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Co-saliency Detection with Graph Matching
Zun Li | Congyan Lang | Jiashi Feng | Yidong Li | Tao Wang | Songhe Feng

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Location-Specific Influence Quantification in Location-Based Social Networks
Ankita Likhyani | Srikanta Bedathur | P. Deepak

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Predicting Academic Performance for College Students: A Campus Behavior Perspective
Huaxiu Yao | Defu Lian | Yi Cao | Yifan Wu | Tao Zhou

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Motion-Aware Compression and Transmission of Mesh Animation Sequences
Bailin Yang | Luhong Zhang | Frederick W. B. Li | Xiaoheng Jiang | Zhigang Deng | Meng Wang | Mingliang Xu

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Online Heterogeneous Transfer Learning by Knowledge Transition
Hanrui Wu | Yuguang Yan | Yuzhong Ye | Huaqing Min | Michael K. Ng | Qingyao Wu

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CNNs Based Viewpoint Estimation for Volume Visualization
Neng Shi | Yubo Tao

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A Semi-Boosted Nested Model With Sensitivity-Based Weighted Binarization for Multi-Domain Network Intrusion Detection
Joseph W. Mikhail | John M. Fossaceca | Ronald Iammartino

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A Local Mean Representation-based K-Nearest Neighbor Classifier
Jianping Gou | Wenmo Qiu | Zhang Yi | Yong Xu | Qirong Mao | Yongzhao Zhan

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Recognizing Multi-Agent Plans When Action Models and Team Plans Are Both Incomplete
Hankz Hankui Zhuo

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Using Social Dependence to Enable Neighbourly Behaviour in Open Multi-Agent Systems
Fatemeh Golpayegani | Ivana Dusparic | Siobhán Clarke

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Exploiting the Value of the Center-dark Channel Prior for Salient Object Detection
Chunbiao Zhu | Wenhao Zhang | Thomas H. Li | Shan Liu | Ge Li


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2019 Volume 10 Issue 4

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Trajectory Data Classification: A Review
Jiang Bian | Dayong Tian | Yuanyan Tang | Dacheng Tao

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Survey and Cross-benchmark Comparison of Remaining Time Prediction Methods in Business Process Monitoring
Ilya Verenich | Marlon Dumas | Marcello La Rosa | Fabrizio Maria Maggi | Irene Teinemaa

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Multi-Modal Curriculum Learning over Graphs
Chen Gong | Jian Yang | Dacheng Tao

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Large-Scale Frequent Episode Mining from Complex Event Sequences with Hierarchies
Xiang Ao | Haoran Shi | Jin Wang | Luo Zuo | Hongwei Li | Qing He

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Efficient User Guidance for Validating Participatory Sensing Data
Thanh Cong Phan | Thanh Tam Nguyen | Hongzhi Yin | Bolong Zheng | Bela Stantic | Nguyen Quoc Viet Hung

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Short Text Analysis Based on Dual Semantic Extension and Deep Hashing in Microblog
Wanqiu Cui | Junping Du | Dawei Wang | Xunpu Yuan | Feifei Kou | Liyan Zhou | Nan Zhou

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Spatio-temporal Adaptive Pricing for Balancing Mobility-on-Demand Networks
Suining He | Kang G. Shin

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Privacy-aware Tag Recommendation for Accurate Image Privacy Prediction
Ashwini Tonge | Cornelia Caragea

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Personalized Reason Generation for Explainable Song Recommendation
Guoshuai Zhao | Hao Fu | Ruihua Song | Tetsuya Sakai | Zhongxia Chen | Xing Xie | Xueming Qian

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DiffQue: Estimating Relative Difficulty of Questions in Community Question Answering Services
Deepak Thukral | Adesh Pandey | Rishabh Gupta | Vikram Goyal | Tanmoy Chakraborty

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Spatial Ensemble Learning for Heterogeneous Geographic Data with Class Ambiguity
Zhe Jiang | Arpan Man Sainju | Yan Li | Shashi Shekhar | Joseph F. Knight

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ALERA: Accelerated Reinforcement Learning Driven Adaptation to Electro-Mechanical Degradation in Nonlinear Control Systems Using Encoded State Space Error Signatures
Suvadeep Banerjee | Abhijit Chatterjee


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2019 Volume 10 Issue 5

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Introduction to the Special Section on Advances in Causal Discovery and Inference
Jiuyong Li | Kun Zhang | Emre Kiciman | Peng Cui

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Estimating and Controlling the False Discovery Rate of the PC Algorithm Using Edge-specific P-Values
Eric V. Strobl | Peter L. Spirtes | Shyam Visweswaran

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Detecting Causal Relationships in Simulation Models Using Intervention-based Counterfactual Analysis
Benjamin Herd | Simon Miles

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Stable Specification Search in Structural Equation Models with Latent Variables
Ridho Rahmadi | Perry Groot | Tom Heskes

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Local Learning Approaches for Finding Effects of a Specified Cause and Their Causal Paths
Yue Liu | Zheng Cai | Chunchen Liu | Zhi Geng

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Measuring Conditional Independence by Independent Residuals for Causal Discovery
Hao Zhang | Shuigeng Zhou | Jihong Guan | Jun Huan

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Toward Accounting for Hidden Common Causes When Inferring Cause and Effect from Observational Data
David Heckerman

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BAMB: A Balanced Markov Blanket Discovery Approach to Feature Selection
Zhaolong Ling | Kui Yu | Hao Wang | Lin Liu | Wei Ding | Xindong Wu

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Multi-View Fusion with Extreme Learning Machine for Clustering
Yongshan Zhang | Jia Wu | Chuan Zhou | Zhihua Cai | Jian Yang | Philip S. Yu

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Take a Look Around: Using Street View and Satellite Images to Estimate House Prices
Stephen Law | Brooks Paige | Chris Russell

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Distributed Deep Forest and its Application to Automatic Detection of Cash-Out Fraud
Ya-Lin Zhang | Jun Zhou | Wenhao Zheng | Ji Feng | Longfei Li | Ziqi Liu | Ming Li | Zhiqiang Zhang | Chaochao Chen | Xiaolong Li | Yuan (Alan) Qi | Zhi-Hua Zhou

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Correlated Multi-label Classification with Incomplete Label Space and Class Imbalance
Ali Braytee | Wei Liu | Ali Anaissi | Paul J. Kennedy

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An Analysis of Approaches Taken in the ACM RecSys Challenge 2018 for Automatic Music Playlist Continuation
Hamed Zamani | Markus Schedl | Paul Lamere | Ching-Wei Chen

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RecRules: Recommending IF-THEN Rules for End-User Development
Fulvio Corno | Luigi De Russis | Alberto Monge Roffarello

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PlayeRank: Data-driven Performance Evaluation and Player Ranking in Soccer via a Machine Learning Approach
Luca Pappalardo | Paolo Cintia | Paolo Ferragina | Emanuele Massucco | Dino Pedreschi | Fosca Giannotti


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2019 Volume 10 Issue 6

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Deep Reinforcement Learning for Vehicular Edge Computing: An Intelligent Offloading System
Zhaolong Ning | Peiran Dong | Xiaojie Wang | Joel J. P. C. Rodrigues | Feng Xia

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A Trust Computing-based Security Routing Scheme for Cyber Physical Systems
Yuxin Liu | Xiao Liu | Anfeng Liu | Neal N. Xiong | Fang Liu

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Crowdsourcing Mechanism for Trust Evaluation in CPCS Based on Intelligent Mobile Edge Computing
Tian Wang | Hao Luo | Xi Zheng | Mande Xie

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Edge-enabled Disaster Rescue: A Case Study of Searching for Missing People
Fang Liu | Yeting Guo | Zhiping Cai | Nong Xiao | Ziming Zhao

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Using Sparse Representation to Detect Anomalies in Complex WSNs
Xiaoming Li | Guangquan Xu | Xi Zheng | Kaitai Liang | Emmanouil Panaousis | Tao Li | Wei Wang | Chao Shen

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Comparison and Modelling of Country-level Microblog User and Activity in Cyber-physical-social Systems Using Weibo and Twitter Data
Po Yang | Jing Liu | Jun Qi | Yun Yang | Xulong Wang | Zhihan Lv

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Energy-efficient Static Task Scheduling on VFI-based NoC-HMPSoCs for Intelligent Edge Devices in Cyber-physical Systems
Umair Ullah Tariq | Haider Ali | Lu Liu | John Panneerselvam | Xiaojun Zhai

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Lightweight Convolution Neural Networks for Mobile Edge Computing in Transportation Cyber Physical Systems
Junhao Zhou | Hong-Ning Dai | Hao Wang

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Efficient and Privacy-preserving Fog-assisted Health Data Sharing Scheme
Wenjuan Tang | Ju Ren | Kuan Zhang | Deyu Zhang | Yaoxue Zhang | Xuemin (Sherman) Shen

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Secure Deduplication System with Active Key Update and Its Application in IoT
Jin Li | Tong Li | Zheli Liu | Xiaofeng Chen

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A Visual Analysis Approach for Understanding Durability Test Data of Automotive Products
Ying Zhao | Lei Wang | Shijie Li | Fangfang Zhou | Xiaoru Lin | Qiang Lu | Lei Ren

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Mixture of Joint Nonhomogeneous Markov Chains to Cluster and Model Water Consumption Behavior Sequences
Milad Leyli-Abadi | Allou Samé | Latifa Oukhellou | Nicolas Cheifetz | Pierre Mandel | Cédric Féliers | Olivier Chesneau

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Special Issue on Intelligent Edge Computing for Cyber Physical and Cloud Systems
Weijia Jia | Geyong Min | Yang Xiang | Arun Kumar Sangaiah