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User Modeling and User-Adapted Interaction最新文献

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One size does not fit all: detecting attention in children with autism using machine learning 一刀切：使用机器学习检测自闭症儿童的注意力
IF 3.6 3区 计算机科学
User Modeling and User-Adapted Interaction Pub Date : 2023-06-17 DOI: 10.1007/s11257-023-09371-0
Bilikis Banire, Dena Al Thani, M. Qaraqe
{"title":"One size does not fit all: detecting attention in children with autism using machine learning","authors":"Bilikis Banire, Dena Al Thani, M. Qaraqe","doi":"10.1007/s11257-023-09371-0","DOIUrl":"https://doi.org/10.1007/s11257-023-09371-0","url":null,"abstract":"","PeriodicalId":49388,"journal":{"name":"User Modeling and User-Adapted Interaction","volume":" ","pages":""},"PeriodicalIF":3.6,"publicationDate":"2023-06-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46261223","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Non-binary evaluation of next-basket food recommendation 下一篮子食物推荐的非二元评价
IF 3.6 3区 计算机科学
User Modeling and User-Adapted Interaction Pub Date : 2023-06-15 DOI: 10.1007/s11257-023-09369-8
Yue Liu, Palakorn Achananuparp, Ee-Peng Lim
{"title":"Non-binary evaluation of next-basket food recommendation","authors":"Yue Liu, Palakorn Achananuparp, Ee-Peng Lim","doi":"10.1007/s11257-023-09369-8","DOIUrl":"https://doi.org/10.1007/s11257-023-09369-8","url":null,"abstract":"","PeriodicalId":49388,"journal":{"name":"User Modeling and User-Adapted Interaction","volume":" ","pages":""},"PeriodicalIF":3.6,"publicationDate":"2023-06-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42662272","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Choice models and recommender systems effects on users’ choices 选择模型和推荐系统对用户选择的影响
IF 3.6 3区 计算机科学
User Modeling and User-Adapted Interaction Pub Date : 2023-05-18 DOI: 10.1007/s11257-023-09366-x
Naieme Hazrati, F. Ricci
{"title":"Choice models and recommender systems effects on users’ choices","authors":"Naieme Hazrati, F. Ricci","doi":"10.1007/s11257-023-09366-x","DOIUrl":"https://doi.org/10.1007/s11257-023-09366-x","url":null,"abstract":"","PeriodicalId":49388,"journal":{"name":"User Modeling and User-Adapted Interaction","volume":" ","pages":""},"PeriodicalIF":3.6,"publicationDate":"2023-05-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44162953","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deep adversarial group recommendation with user feature space separation 基于用户特征空间分离的深度对抗组推荐
IF 3.6 3区 计算机科学
User Modeling and User-Adapted Interaction Pub Date : 2023-05-18 DOI: 10.1007/s11257-023-09367-w
Jianwen Sun, Shangheng Du, Ruxia Liang, Xiaoxuan Shen, Qing Li, Sannyuya Liu, Zongkai Yang
{"title":"Deep adversarial group recommendation with user feature space separation","authors":"Jianwen Sun, Shangheng Du, Ruxia Liang, Xiaoxuan Shen, Qing Li, Sannyuya Liu, Zongkai Yang","doi":"10.1007/s11257-023-09367-w","DOIUrl":"https://doi.org/10.1007/s11257-023-09367-w","url":null,"abstract":"","PeriodicalId":49388,"journal":{"name":"User Modeling and User-Adapted Interaction","volume":"1 1","pages":""},"PeriodicalIF":3.6,"publicationDate":"2023-05-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"42193859","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Group recommender systems for tourism: how does personality predict preferences for attractions, travel motivations, preferences and concerns? 旅游团体推荐系统：个性如何预测对景点的偏好、旅行动机、偏好和关注？
IF 3.6 3区 计算机科学
User Modeling and User-Adapted Interaction Pub Date : 2023-05-15 DOI: 10.1007/s11257-023-09361-2
Patrícia Alves, Helena Martins, Pedro Saraiva, João Carneiro, Paulo Novais, Goreti Marreiros
{"title":"Group recommender systems for tourism: how does personality predict preferences for attractions, travel motivations, preferences and concerns?","authors":"Patrícia Alves,&nbsp;Helena Martins,&nbsp;Pedro Saraiva,&nbsp;João Carneiro,&nbsp;Paulo Novais,&nbsp;Goreti Marreiros","doi":"10.1007/s11257-023-09361-2","DOIUrl":"10.1007/s11257-023-09361-2","url":null,"abstract":"<p><p>To travel in leisure is an emotional experience, and therefore, the more the information about the tourist is known, the more the personalized recommendations of places and attractions can be made. But if to provide recommendations to a tourist is complex, to provide them to a group is even more. The emergence of personality computing and personality-aware recommender systems (RS) brought a new solution for the cold-start problem inherent to the conventional RS and can be the leverage needed to solve conflicting preferences in heterogenous groups and to make more precise and personalized recommendations to tourists, as it has been evidenced that personality is strongly related to preferences in many domains, including tourism. Although many studies on psychology of tourism can be found, not many predict the tourists' preferences based on the Big Five personality dimensions. This work aims to find how personality relates to the choice of a wide range of tourist attractions, traveling motivations, and travel-related preferences and concerns, hoping to provide a solid base for researchers in the tourism RS area to automatically model tourists in the system without the need for tedious configurations, and solve the cold-start problem and conflicting preferences. By performing Exploratory and Confirmatory Factor Analysis on the data gathered from an online questionnaire, sent to Portuguese individuals from different areas of formation and age groups (<i>n</i> = 1035), we show all five personality dimensions can help predict the choice of tourist attractions and travel-related preferences and concerns, and that only neuroticism and openness predict traveling motivations.</p>","PeriodicalId":49388,"journal":{"name":"User Modeling and User-Adapted Interaction","volume":" ","pages":"1-70"},"PeriodicalIF":3.6,"publicationDate":"2023-05-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10183697/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9706138","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
A novel group recommender system for domain-independent decision support customizing a grouping genetic algorithm 基于分组遗传算法的领域独立决策支持群推荐系统
IF 3.6 3区 计算机科学
User Modeling and User-Adapted Interaction Pub Date : 2023-04-19 DOI: 10.1007/s11257-023-09360-3
Akrivi Krouska, C. Troussas, C. Sgouropoulou
{"title":"A novel group recommender system for domain-independent decision support customizing a grouping genetic algorithm","authors":"Akrivi Krouska, C. Troussas, C. Sgouropoulou","doi":"10.1007/s11257-023-09360-3","DOIUrl":"https://doi.org/10.1007/s11257-023-09360-3","url":null,"abstract":"","PeriodicalId":49388,"journal":{"name":"User Modeling and User-Adapted Interaction","volume":"1 1","pages":"1-28"},"PeriodicalIF":3.6,"publicationDate":"2023-04-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"43636908","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Deploying a robotic positive psychology coach to improve college students' psychological well-being. 部署机器人积极心理学教练提高大学生心理健康水平
IF 3.6 3区 计算机科学
User Modeling and User-Adapted Interaction Pub Date : 2023-04-01 Epub Date: 2022-07-11 DOI: 10.1007/s11257-022-09337-8
Sooyeon Jeong, Laura Aymerich-Franch, Kika Arias, Sharifa Alghowinem, Agata Lapedriza, Rosalind Picard, Hae Won Park, Cynthia Breazeal
{"title":"Deploying a robotic positive psychology coach to improve college students' psychological well-being.","authors":"Sooyeon Jeong, Laura Aymerich-Franch, Kika Arias, Sharifa Alghowinem, Agata Lapedriza, Rosalind Picard, Hae Won Park, Cynthia Breazeal","doi":"10.1007/s11257-022-09337-8","DOIUrl":"10.1007/s11257-022-09337-8","url":null,"abstract":"<p><p>Despite the increase in awareness and support for mental health, college students' mental health is reported to decline every year in many countries. Several interactive technologies for mental health have been proposed and are aiming to make therapeutic service more accessible, but most of them only provide one-way passive contents for their users, such as psycho-education, health monitoring, and clinical assessment. We present a robotic coach that not only delivers interactive positive psychology interventions but also provides other useful skills to build rapport with college students. Results from our on-campus housing deployment feasibility study showed that the robotic intervention showed significant association with increases in students' psychological well-being, mood, and motivation to change. We further found that students' personality traits were associated with the intervention outcomes as well as their working alliance with the robot and their satisfaction with the interventions. Also, students' working alliance with the robot was shown to be associated with their pre-to-post change in motivation for better well-being. Analyses on students' behavioral cues showed that several verbal and nonverbal behaviors were associated with the change in self-reported intervention outcomes. The qualitative analyses on the post-study interview suggest that the robotic coach's companionship made a positive impression on students, but also revealed areas for improvement in the design of the robotic coach. Results from our feasibility study give insight into how learning users' traits and recognizing behavioral cues can help an AI agent provide personalized intervention experiences for better mental health outcomes.</p>","PeriodicalId":49388,"journal":{"name":"User Modeling and User-Adapted Interaction","volume":"33 1","pages":"571-615"},"PeriodicalIF":3.6,"publicationDate":"2023-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11086679/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44840154","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Preface to the special issue on personalization and adaptation in human–robot interactive communication 人与机器人互动交流中的个性化和适应性特刊前言
IF 3.6 3区 计算机科学
User Modeling and User-Adapted Interaction Pub Date : 2023-04-01 DOI: 10.1007/s11257-023-09365-y
Silvia Rossi, M. Staffa, M. D. Graaf, Cristina Gena
{"title":"Preface to the special issue on personalization and adaptation in human–robot interactive communication","authors":"Silvia Rossi, M. Staffa, M. D. Graaf, Cristina Gena","doi":"10.1007/s11257-023-09365-y","DOIUrl":"https://doi.org/10.1007/s11257-023-09365-y","url":null,"abstract":"","PeriodicalId":49388,"journal":{"name":"User Modeling and User-Adapted Interaction","volume":"33 1","pages":"189-194"},"PeriodicalIF":3.6,"publicationDate":"2023-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"48884969","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Influence of Device Performance and Agent Advice on User Trust and Behaviour in a Care-taking Scenario 护理场景中设备性能和代理建议对用户信任和行为的影响
IF 3.6 3区 计算机科学
User Modeling and User-Adapted Interaction Pub Date : 2023-03-30 DOI: 10.1007/s11257-023-09357-y
Ingrid Zukerman, Andisheh Partovi, J. Hohwy
{"title":"Influence of Device Performance and Agent Advice on User Trust and Behaviour in a Care-taking Scenario","authors":"Ingrid Zukerman, Andisheh Partovi, J. Hohwy","doi":"10.1007/s11257-023-09357-y","DOIUrl":"https://doi.org/10.1007/s11257-023-09357-y","url":null,"abstract":"","PeriodicalId":49388,"journal":{"name":"User Modeling and User-Adapted Interaction","volume":"1 1","pages":"1-49"},"PeriodicalIF":3.6,"publicationDate":"2023-03-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"46284017","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Clustering of conversational bandits with posterior sampling for user preference learning and elicitation 用于用户偏好学习和启发的后验抽样会话土匪聚类
IF 3.6 3区 计算机科学
User Modeling and User-Adapted Interaction Pub Date : 2023-03-06 DOI: 10.1007/s11257-023-09358-x
Qizhi Li, Canzhe Zhao, Tong Yu, Junda Wu, Shuai Li
{"title":"Clustering of conversational bandits with posterior sampling for user preference learning and elicitation","authors":"Qizhi Li, Canzhe Zhao, Tong Yu, Junda Wu, Shuai Li","doi":"10.1007/s11257-023-09358-x","DOIUrl":"https://doi.org/10.1007/s11257-023-09358-x","url":null,"abstract":"","PeriodicalId":49388,"journal":{"name":"User Modeling and User-Adapted Interaction","volume":"1 1","pages":"1-48"},"PeriodicalIF":3.6,"publicationDate":"2023-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45517546","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"计算机科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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