ACM Transactions on Information Systems (TOIS) (2021)

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2021 Volume 39 Issue 2

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Effects of Personalized and Aggregate Top-N Recommendation Lists on User Preference Ratings.
Gediminas Adomavicius|Jesse C. Bockstedt|Shawn P. Curley|Jingjing Zhang
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Unbiased Learning to Rank: Online or Offline?
Qingyao Ai|Tao Yang|Huazheng Wang|Jiaxin Mao
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A Troubling Analysis of Reproducibility and Progress in Recommender Systems Research.
Maurizio Ferrari Dacrema|Simone Boglio|Paolo Cremonesi|Dietmar Jannach
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A Critical Reassessment of the Saerens-Latinne-Decaestecker Algorithm for Posterior Probability Adjustment.
Andrea Esuli|Alessio Molinari|Fabrizio Sebastiani
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Learning to Respond with Your Favorite Stickers: A Framework of Unifying Multi-Modality and User Preference in Multi-Turn Dialog.
Shen Gao|Xiuying Chen|Li Liu|Dongyan Zhao|Rui Yan
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Meaningful Answer Generation of E-Commerce Question-Answering.
Shen Gao|Xiuying Chen|Zhaochun Ren|Dongyan Zhao|Rui Yan
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Multilingual Review-aware Deep Recommender System via Aspect-based Sentiment Analysis.
Peng Liu|Lemei Zhang|Jon Atle Gulla
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Weighting Passages Enhances Accuracy.
Cristina Ioana Muntean|Franco Maria Nardini|Raffaele Perego|Nicola Tonellotto|Ophir Frieder
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Retrieval Evaluation Measures that Agree with Users' SERP Preferences: Traditional, Preference-based, and Diversity Measures.
Tetsuya Sakai|Zhaohao Zeng
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VM-NSP: Vertical Negative Sequential Pattern Mining with Loose Negative Element Constraints.
Wei Wang|Longbing Cao
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Toward Dynamic User Intention: Temporal Evolutionary Effects of Item Relations in Sequential Recommendation.
Chenyang Wang|Weizhi Ma|Min Zhang|Chong Chen|Yiqun Liu|Shaoping Ma
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Microtask Detection.
Ryen W. White|Elnaz Nouri|James Woffinden-Luey|Mark J. Encarnación|Sujay Kumar Jauhar

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2021 Volume 39 Issue 3

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Context-aware Target Apps Selection and Recommendation for Enhancing Personal Mobile Assistants.
Mohammad Aliannejadi|Hamed Zamani|Fabio Crestani|W. Bruce Croft
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CoSam: An Efficient Collaborative Adaptive Sampler for Recommendation.
Jiawei Chen|Chengquan Jiang|Can Wang|Sheng Zhou|Yan Feng|Chun Chen|Martin Ester|Xiangnan He
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A Hybrid Framework for Session Context Modeling.
Jia Chen|Jiaxin Mao|Yiqun Liu|Ziyi Ye|Weizhi Ma|Chao Wang|Min Zhang|Shaoping Ma
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Assessing Top- Preferences.
Charles L. A. Clarke|Alexandra Vtyurina|Mark D. Smucker
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Toward Comprehensive User and Item Representations via Three-tier Attention Network.
Hongtao Liu|Wenjun Wang|Qiyao Peng|Nannan Wu|Fangzhao Wu|Pengfei Jiao
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Popularity Bias in False-positive Metrics for Recommender Systems Evaluation.
Elisa Mena-Maldonado|Rocío Cañamares|Pablo Castells|Yongli Ren|Mark Sanderson
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Spoken Conversational Context Improves Query Auto-completion in Web Search.
Tung Thanh Vuong|Salvatore Andolina|Giulio Jacucci|Tuukka Ruotsalo
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Interactive Sequential Basket Recommendation by Learning Basket Couplings and Positive/Negative Feedback.
Wei Wang|Longbing Cao
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DGeye: Probabilistic Risk Perception and Prediction for Urban Dangerous Goods Management.
Jingyuan Wang|Xin Lin|Yuan Zuo|Junjie Wu
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Modeling Multiple Coexisting Category-Level Intentions for Next Item Recommendation.
Yanan Xu|Yanmin Zhu|Jiadi Yu
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HGAT: Heterogeneous Graph Attention Networks for Semi-supervised Short Text Classification.
Tianchi Yang|Linmei Hu|Chuan Shi|Houye Ji|Xiaoli Li|Liqiang Nie
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RLPS: A Reinforcement Learning-Based Framework for Personalized Search.
Jing Yao|Zhicheng Dou|Jun Xu|Ji-Rong Wen
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Reinforcement Learning-based Collective Entity Alignment with Adaptive Features.
Weixin Zeng|Xiang Zhao|Jiuyang Tang|Xuemin Lin|Paul Groth
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Editorial Message from the New Editor-in-Chief.
Min Zhang
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Inductive Contextual Relation Learning for Personalization.
Chuxu Zhang|Huaxiu Yao|Lu Yu|Chao Huang|Dongjin Song|Haifeng Chen|Meng Jiang|Nitesh V. Chawla
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Exploiting Real-time Search Engine Queries for Earthquake Detection: A Summary of Results.
Qi Zhang|Hengshu Zhu|Qi Liu|Enhong Chen|Hui Xiong

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2021 Volume 39 Issue 4

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Integrating Collaboration and Leadership in Conversational Group Recommender Systems.
David Contreras|Maria Salamó|Ludovico Boratto
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From Users' Intentions to IF-THEN Rules in the Internet of Things.
Fulvio Corno|Luigi De Russis|Alberto Monge Roffarello
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Conversational Search and Recommendation: Introduction to the Special Issue.
Claudia Hauff|Julia Kiseleva|Mark Sanderson|Hamed Zamani|Yongfeng Zhang
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Meta-Information in Conversational Search.
Johannes Kiesel|Lars Meyer|Martin Potthast|Benno Stein
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Dialogue History Matters! Personalized Response Selection in Multi-Turn Retrieval-Based Chatbots.
Juntao Li|Chang Liu|Chongyang Tao|Zhangming Chan|Dongyan Zhao|Min Zhang|Rui Yan
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Seamlessly Unifying Attributes and Items: Conversational Recommendation for Cold-start Users.
Shijun Li|Wenqiang Lei|Qingyun Wu|Xiangnan He|Peng Jiang|Tat-Seng Chua
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Multi-Stage Conversational Passage Retrieval: An Approach to Fusing Term Importance Estimation and Neural Query Rewriting.
Sheng-Chieh Lin|Jheng-Hong Yang|Rodrigo Nogueira|Ming-Feng Tsai|Chuan-Ju Wang|Jimmy Lin
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How Am I Doing?: Evaluating Conversational Search Systems Offline.
Aldo Lipani|Ben Carterette|Emine Yilmaz
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Meta-evaluation of Conversational Search Evaluation Metrics.
Zeyang Liu|Ke Zhou|Max L. Wilson
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MyrrorBot: A Digital Assistant Based on Holistic User Models for Personalized Access to Online Services.
Cataldo Musto|Fedelucio Narducci|Marco Polignano|Marco de Gemmis|Pasquale Lops|Giovanni Semeraro
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Conversations with Search Engines: SERP-based Conversational Response Generation.
Pengjie Ren|Zhumin Chen|Zhaochun Ren|Evangelos Kanoulas|Christof Monz|Maarten de Rijke
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Theories of Conversation for Conversational IR.
Paul Thomas|Mary Czerwinski|Daniel McDuff|Nick Craswell
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A Large-scale Analysis of Mixed Initiative in Information-Seeking Dialogues for Conversational Search.
Svitlana Vakulenko|Evangelos Kanoulas|Maarten de Rijke
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Target-guided Emotion-aware Chat Machine.
Wei Wei|Jiayi Liu|Xianling Mao|Guibing Guo|Feida Zhu|Pan Zhou|Yuchong Hu|Shanshan Feng
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Why or Why Not? The Effect of Justification Styles on Chatbot Recommendations.
Daricia Wilkinson|Öznur Alkan|Q. Vera Liao|Massimiliano Mattetti|Inge Vejsbjerg|Bart P. Knijnenburg|Elizabeth Daly
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Response Ranking with Multi-types of Deep Interactive Representations in Retrieval-based Dialogues.
Ruijian Xu|Chongyang Tao|Jiazhan Feng|Wei Wu|Rui Yan|Dongyan Zhao
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Multi-Response Awareness for Retrieval-Based Conversations: Respond with Diversity via Dynamic Representation Learning.
Rui Yan|Weiheng Liao|Dongyan Zhao|Ji-Rong Wen