ACM Transactions on Information Systems (TOIS) (2022)

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2022 Volume 40 Issue 1

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CATS: Customizable Abstractive Topic-based Summarization.
Seyed Ali Bahrainian|George Zerveas|Fabio Crestani|Carsten Eickhoff
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Multi-interest Diversification for End-to-end Sequential Recommendation.
Wanyu Chen|Pengjie Ren|Fei Cai|Fei Sun|Maarten de Rijke
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Topic Difficulty: Collection and Query Formulation Effects.
J. Shane Culpepper|Guglielmo Faggioli|Nicola Ferro|Oren Kurland
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Contextualized Knowledge-aware Attentive Neural Network: Enhancing Answer Selection with Knowledge.
Yang Deng|Yuexiang Xie|Yaliang Li|Min Yang|Wai Lam|Ying Shen
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Hierarchical Hyperedge Embedding-Based Representation Learning for Group Recommendation.
Lei Guo|Hongzhi Yin|Tong Chen|Xiangliang Zhang|Kai Zheng
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The Simpson's Paradox in the Offline Evaluation of Recommendation Systems.
Amir Hossein Jadidinejad|Craig Macdonald|Iadh Ounis
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Interpretable Aspect-Aware Capsule Network for Peer Review Based Citation Count Prediction.
Siqing Li|Yaliang Li|Wayne Xin Zhao|Bolin Ding|Ji-Rong Wen
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Anytime Ranking on Document-Ordered Indexes.
Joel Mackenzie|Matthias Petri|Alistair Moffat
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Unstructured Text Enhanced Open-Domain Dialogue System: A Systematic Survey.
Longxuan Ma|Mingda Li|Wei-Nan Zhang|Jiapeng Li|Ting Liu
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Knowledge-Guided Disentangled Representation Learning for Recommender Systems.
Shanlei Mu|Yaliang Li|Wayne Xin Zhao|Siqing Li|Ji-Rong Wen
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On the Study of Transformers for Query Suggestion.
Agnès Mustar|Sylvain Lamprier|Benjamin Piwowarski
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A Graph Theoretic Approach for Multi-Objective Budget Constrained Capsule Wardrobe Recommendation.
Shubham Patil|Debopriyo Banerjee|Shamik Sural
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User Profiling Based on Nonlinguistic Audio Data.
Jiaxing Shen|Jiannong Cao|Oren Lederman|Shaojie Tang|Alex 'Sandy' Pentland
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Joint Representation Learning with Relation-Enhanced Topic Models for Intelligent Job Interview Assessment.
Dazhong Shen|Chuan Qin|Hengshu Zhu|Tong Xu|Enhong Chen|Hui Xiong
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What and How long: Prediction of Mobile App Engagement.
Yuan Tian|Ke Zhou|Dan Pelleg
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Knowledge Preserving and Distribution Alignment for Heterogeneous Domain Adaptation.
Hanrui Wu|Qingyao Wu|Michael K. Ng
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Collaborative Reflection-Augmented Autoencoder Network for Recommender Systems.
Lianghao Xia|Chao Huang|Yong Xu|Huance Xu|Xiang Li|Weiguo Zhang
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CHA: Categorical Hierarchy-based Attention for Next POI Recommendation.
Hongyu Zang|Dongcheng Han|Xin Li|Zhifeng Wan|Mingzhong Wang
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A Review on Question Generation from Natural Language Text.
Ruqing Zhang|Jiafeng Guo|Lu Chen|Yixing Fan|Xueqi Cheng
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Question Tagging via Graph-guided Ranking.
Xiao Zhang|Meng Liu|Jianhua Yin|Zhaochun Ren|Liqiang Nie

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2022 Volume 40 Issue 2

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Graph Technologies for User Modeling and Recommendation: Introduction to the Special Issue - Part 1.
Xiangnan He|Zhaochun Ren|Emine Yilmaz|Marc Najork|Tat-Seng Chua
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Bilateral Filtering Graph Convolutional Network for Multi-relational Social Recommendation in the Power-law Networks.
Minghao Zhao|Qilin Deng|Kai Wang|Runze Wu|Jianrong Tao|Changjie Fan|Liang Chen|Peng Cui
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Efficient Multi-modal Hashing with Online Query Adaption for Multimedia Retrieval.
Lei Zhu|Chaoqun Zheng|Xu Lu|Zhiyong Cheng|Liqiang Nie|Huaxiang Zhang
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Direction-Aware User Recommendation Based on Asymmetric Network Embedding.
Sheng Zhou|Xin Wang|Martin Ester|Bolang Li|Chen Ye|Zhen Zhang|Can Wang|Jiajun Bu
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Learning from Substitutable and Complementary Relations for Graph-based Sequential Product Recommendation.
Wei Zhang|Zeyuan Chen|Hongyuan Zha|Jianyong Wang
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SPEX: A Generic Framework for Enhancing Neural Social Recommendation.
Hui Li|Lianyun Li|Guipeng Xv|Chen Lin|Ke Li|Bingchuan Jiang
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HyperSoRec: Exploiting Hyperbolic User and Item Representations with Multiple Aspects for Social-aware Recommendation.
Hao Wang|Defu Lian|Hanghang Tong|Qi Liu|Zhenya Huang|Enhong Chen
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Sequential-Knowledge-Aware Next POI Recommendation: A Meta-Learning Approach.
Yue Cui|Hao Sun|Yan Zhao|Hongzhi Yin|Kai Zheng
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Beyond Relevance Ranking: A General Graph Matching Framework for Utility-Oriented Learning to Rank.
Xinyi Dai|Yunjia Xi|Weinan Zhang|Qing Liu|Ruiming Tang|Xiuqiang He|Jiawei Hou|Jun Wang|Yong Yu
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The Network Visibility Problem.
Khashayar Gatmiry|Manuel Gomez-Rodriguez
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Learning to Learn a Cold-start Sequential Recommender.
Xiaowen Huang|Jitao Sang|Jian Yu|Changsheng Xu
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Profiling Users for Question Answering Communities via Flow-Based Constrained Co-Embedding Model.
Shangsong Liang|Yupeng Luo|Zaiqiao Meng
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A Graph-Based Approach for Mitigating Multi-Sided Exposure Bias in Recommender Systems.
Masoud Mansoury|Himan Abdollahpouri|Mykola Pechenizkiy|Bamshad Mobasher|Robin Burke
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Fast Filtering of Search Results Sorted by Attribute.
Franco Maria Nardini|Roberto Trani|Rossano Venturini
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Personalized, Sequential, Attentive, Metric-Aware Product Search.
Yaoxin Pan|Shangsong Liang|Jiaxin Ren|Zaiqiao Meng|Qiang Zhang
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Exploiting Positional Information for Session-Based Recommendation.
Ruihong Qiu|Zi Huang|Tong Chen|Hongzhi Yin
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Exploiting Group Information for Personalized Recommendation with Graph Neural Networks.
Zhiqiang Tian|Yezheng Liu|Jianshan Sun|Yuanchun Jiang|Mingyue Zhu
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Does More Context Help? Effects of Context Window and Application Source on Retrieval Performance.
Tung Thanh Vuong|Salvatore Andolina|Giulio Jacucci|Tuukka Ruotsalo
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LegalGNN: Legal Information Enhanced Graph Neural Network for Recommendation.
Jun Yang|Weizhi Ma|Min Zhang|Xin Zhou|Yiqun Liu|Shaoping Ma
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Multi-Graph Heterogeneous Interaction Fusion for Social Recommendation.
Chengyuan Zhang|Yang Wang|Lei Zhu|Jiayu Song|Hongzhi Yin
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Learning a Hierarchical Intent Model for Next-Item Recommendation.
Nengjun Zhu|Jian Cao|Xinjiang Lu|Hui Xiong

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2022 Volume 40 Issue 3

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Component-based Analysis of Dynamic Search Performance.
Ameer Albahem|Damiano Spina|Falk Scholer|Lawrence Cavedon
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Personalizing Medication Recommendation with a Graph-Based Approach.
Suman Bhoi|Mong-Li Lee|Wynne Hsu|Andrew Hao Sen Fang|Ngiap Chuan Tan
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Embedding Hierarchical Structures for Venue Category Representation.
Meng Chen|Lei Zhu|Ronghui Xu|Yang Liu|Xiaohui Yu|Yilong Yin
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A Comparison between Term-Independence Retrieval Models for Ad Hoc Retrieval.
Edward Kai Fung Dang|Robert Wing Pong Luk|James Allan
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Hyperspherical Variational Co-embedding for Attributed Networks.
Jinyuan Fang|Shangsong Liang|Zaiqiao Meng|Maarten de Rijke
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Introduction to the Special Section on Graph Technologies for User Modeling and Recommendation, Part 2.
Xiangnan He|Zhaochun Ren|Emine Yilmaz|Marc Najork|Tat-Seng Chua
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Multimodal Web Page Segmentation Using Self-organized Multi-objective Clustering.
Srivatsa Ramesh Jayashree|Gaël Dias|Judith Jeyafreeda Andrew|Sriparna Saha|Fabrice Maurel|Stéphane Ferrari
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GraphHINGE: Learning Interaction Models of Structured Neighborhood on Heterogeneous Information Network.
Jiarui Jin|Kounianhua Du|Weinan Zhang|Jiarui Qin|Yuchen Fang|Yong Yu|Zheng Zhang|Alexander J. Smola
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Social Context-aware Person Search in Videos via Multi-modal Cues.
Dan Li|Tong Xu|Peilun Zhou|Weidong He|Yanbin Hao|Yi Zheng|Enhong Chen
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A Game Theory Approach for Estimating Reliability of Crowdsourced Relevance Assessments.
Yashar Moshfeghi|Alvaro Francisco Huertas-Rosero
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Truncated Models for Probabilistic Weighted Retrieval.
Jiaul H. Paik|Yash Agrawal|Sahil Rishi|Vaishal Shah
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I Know What You Need: Investigating Document Retrieval Effectiveness with Partial Session Contexts.
Procheta Sen|Debasis Ganguly|Gareth J. F. Jones
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An Unsupervised Aspect-Aware Recommendation Model with Explanation Text Generation.
Peijie Sun|Le Wu|Kun Zhang|Yu Su|Meng Wang
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Dynamic Structural Role Node Embedding for User Modeling in Evolving Networks.
Lili Wang|Chenghan Huang|Ying Lu|Weicheng Ma|Ruibo Liu|Soroush Vosoughi
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Graph Neural Collaborative Topic Model for Citation Recommendation.
Qianqian Xie|Yutao Zhu|Jimin Huang|Pan Du|Jian-Yun Nie
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Dual Gated Graph Attention Networks with Dynamic Iterative Training for Cross-Lingual Entity Alignment.
Zhiwen Xie|Runjie Zhu|Kunsong Zhao|Jin Liu|Guangyou Zhou|Jimmy Xiangji Huang
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LkeRec: Toward Lightweight End-to-End Joint Representation Learning for Building Accurate and Effective Recommendation.
Surong Yan|Kwei-Jay Lin|Xiaolin Zheng|Haosen Wang
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Clarifying Ambiguous Keywords with Personal Word Embeddings for Personalized Search.
Jing Yao|Zhicheng Dou|Ji-Rong Wen
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Modeling Global and Local Interactions for Online Conversation Recommendation.
Xingshan Zeng|Jing Li|Lingzhi Wang|Kam-Fai Wong
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eFraudCom: An E-commerce Fraud Detection System via Competitive Graph Neural Networks.
Ge Zhang|Zhao Li|Jiaming Huang|Jia Wu|Chuan Zhou|Jian Yang|Jianliang Gao
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Are Topics Interesting or Not? An LDA-based Topic-graph Probabilistic Model for Web Search Personalization.
Jiashu Zhao|Jimmy Xiangji Huang|Hongbo Deng|Yi Chang|Long Xia
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BotSpot++: A Hierarchical Deep Ensemble Model for Bots Install Fraud Detection in Mobile Advertising.
Yadong Zhu|Xiliang Wang|Qing Li|Tianjun Yao|Shangsong Liang

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2022 Volume 40 Issue 4

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Feature-Level Attentive ICF for Recommendation.
Zhiyong Cheng|Fan Liu|Shenghan Mei|Yangyang Guo|Lei Zhu|Liqiang Nie
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Toward Personalized Answer Generation in E-Commerce via Multi-perspective Preference Modeling.
Yang Deng|Yaliang Li|Wenxuan Zhang|Bolin Ding|Wai Lam
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Scalable Representation Learning for Dynamic Heterogeneous Information Networks via Metagraphs.
Yang Fang|Xiang Zhao|Peixin Huang|Weidong Xiao|Maarten de Rijke
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"What Can I Cook with these Ingredients?" - Understanding Cooking-Related Information Needs in Conversational Search.
Alexander Frummet|David Elsweiler|Bernd Ludwig
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Semantic Models for the First-Stage Retrieval: A Comprehensive Review.
Jiafeng Guo|Yinqiong Cai|Yixing Fan|Fei Sun|Ruqing Zhang|Xueqi Cheng
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STARec: Adaptive Learning with Spatiotemporal and Activity Influence for POI Recommendation.
Weiyu Ji|Xiangwu Meng|Yujie Zhang
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Dynamic Graph Reasoning for Conversational Open-Domain Question Answering.
Yongqi Li|Wenjie Li|Liqiang Nie
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MiDTD: A Simple and Effective Distillation Framework for Distantly Supervised Relation Extraction.
Rui Li|Cheng Yang|Tingwei Li|Sen Su
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Graph Co-Attentive Session-based Recommendation.
Zhiqiang Pan|Fei Cai|Wanyu Chen|Honghui Chen
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Collaborative Graph Learning for Session-based Recommendation.
Zhiqiang Pan|Fei Cai|Wanyu Chen|Chonghao Chen|Honghui Chen
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Reinforced Neighborhood Selection Guided Multi-Relational Graph Neural Networks.
Hao Peng|Ruitong Zhang|Yingtong Dou|Renyu Yang|Jingyi Zhang|Philip S. Yu
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A Systematic Analysis on the Impact of Contextual Information on Point-of-Interest Recommendation.
Hossein A. Rahmani|Mohammad Aliannejadi|Mitra Baratchi|Fabio Crestani
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Relevance Assessments for Web Search Evaluation: Should We Randomise or Prioritise the Pooled Documents?
Tetsuya Sakai|Sijie Tao|Zhaohao Zeng
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A Re-classification of Information Seeking Tasks and Their Computational Solutions.
Zhiwen Tang|Grace Hui Yang
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Understanding the "Pathway" Towards a Searcher's Learning Objective.
Kelsey Urgo|Jaime Arguello
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Simulating and Modeling the Risk of Conversational Search.
Zhenduo Wang|Qingyao Ai
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Combining Graph Convolutional Neural Networks and Label Propagation.
Hongwei Wang|Jure Leskovec
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The Footprint of Factorization Models and Their Applications in Collaborative Filtering.
Jinze Wang|Yongli Ren|Jie Li|Ke Deng
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Personalized and Explainable Employee Training Course Recommendations: A Bayesian Variational Approach.
Chao Wang|Hengshu Zhu|Peng Wang|Chen Zhu|Xi Zhang|Enhong Chen|Hui Xiong
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Learning Text-image Joint Embedding for Efficient Cross-modal Retrieval with Deep Feature Engineering.
Zhongwei Xie|Ling Liu|Yanzhao Wu|Luo Zhong|Lin Li
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Scaling High-Quality Pairwise Link-Based Similarity Retrieval on Billion-Edge Graphs.
Weiren Yu|Julie A. McCann|Chengyuan Zhang|Hakan Ferhatosmanoglu
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Complex-valued Neural Network-based Quantum Language Models.
Peng Zhang|Wenjie Hui|Benyou Wang|Donghao Zhao|Dawei Song|Christina Lioma|Jakob Grue Simonsen
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Grounded Task Prioritization with Context-Aware Sequential Ranking.
Chuxu Zhang|Julia Kiseleva|Sujay Kumar Jauhar|Ryen W. White
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Jointly Predicting Future Content in Multiple Social Media Sites Based on Multi-task Learning.
Peng Zhang|Baoxi Liu|Tun Lu|Xianghua Ding|Hansu Gu|Ning Gu
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Leveraging Narrative to Generate Movie Script.
Yutao Zhu|Ruihua Song|Jian-Yun Nie|Pan Du|Zhicheng Dou|Jin Zhou