While the topic of listening context is widely studied in the literature of music recommender systems, the integration of regular user behavior is often omitted. In this paper, we propose PACE (PAttern-based user Consumption Embedding), a framework for building user embeddings that takes advantage of periodic listening behaviors. PACE leverages users' multichannel time-series consumption patterns to build understandable user vectors. We believe the embeddings learned with PACE unveil much about the repetitive nature of user listening dynamics. By applying this framework on long-term user histories, we evaluate the embeddings through a predictive task of activities performed while listening to music. The validation task's interest is two-fold, while it shows the relevance of our approach, it also offers an insightful way of understanding users' musical consumption habits.
虽然音乐推荐系统的文献中广泛研究了收听环境这一主题，但往往忽略了对用户定期行为的整合。在本文中，我们提出了 PACE（PAttern-based user Consumption Embedding，基于时间序列的用户消费嵌入），这是一个利用周期性收听行为构建用户嵌入的框架。PACE 利用用户的多通道时间序列消费模式来构建可理解的用户向量。我们相信，通过 PACE 学习到的嵌入式技术可以揭示用户收听动态的重复性。通过将该框架应用于长期用户历史记录，我们通过预测用户在听音乐时所进行的活动来评估嵌入。该验证任务具有双重意义，它不仅展示了我们的方法的相关性，还为了解用户的音乐消费习惯提供了一种深刻的方法。
{"title":"Modeling Activity-Driven Music Listening with PACE","authors":"Lilian Marey, Bruno Sguerra, Manuel Moussallam","doi":"10.1145/3627508.3638299","DOIUrl":"https://doi.org/10.1145/3627508.3638299","url":null,"abstract":"While the topic of listening context is widely studied in the literature of music recommender systems, the integration of regular user behavior is often omitted. In this paper, we propose PACE (PAttern-based user Consumption Embedding), a framework for building user embeddings that takes advantage of periodic listening behaviors. PACE leverages users' multichannel time-series consumption patterns to build understandable user vectors. We believe the embeddings learned with PACE unveil much about the repetitive nature of user listening dynamics. By applying this framework on long-term user histories, we evaluate the embeddings through a predictive task of activities performed while listening to music. The validation task's interest is two-fold, while it shows the relevance of our approach, it also offers an insightful way of understanding users' musical consumption habits.","PeriodicalId":220434,"journal":{"name":"Conference on Human Information Interaction and Retrieval","volume":"29 1","pages":"346-351"},"PeriodicalIF":0.0,"publicationDate":"2024-05-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141021489","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Decoding Distress: How Search Engine Data Reveals Socioeconomic Disparities in Mental Health","authors":"Hengyi Fu","doi":"10.1145/3627508.3638323","DOIUrl":"https://doi.org/10.1145/3627508.3638323","url":null,"abstract":"","PeriodicalId":220434,"journal":{"name":"Conference on Human Information Interaction and Retrieval","volume":"39 6","pages":"328-333"},"PeriodicalIF":0.0,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140254922","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Johannes Kruse, Lien Michiels, Alain Starke, N. Tintarev, Sanne Vrijenhoek
{"title":"NORMalize: A Tutorial on the Normative Design and Evaluation of Information Access Systems","authors":"Johannes Kruse, Lien Michiels, Alain Starke, N. Tintarev, Sanne Vrijenhoek","doi":"10.1145/3627508.3638319","DOIUrl":"https://doi.org/10.1145/3627508.3638319","url":null,"abstract":"","PeriodicalId":220434,"journal":{"name":"Conference on Human Information Interaction and Retrieval","volume":"1 3","pages":"422-424"},"PeriodicalIF":0.0,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140255076","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Katriina Byström, Sanna Kumpulainen, Nils Pharo, I. Ruthven
{"title":"The concept of information need and its operationalization in CHIIR research","authors":"Katriina Byström, Sanna Kumpulainen, Nils Pharo, I. Ruthven","doi":"10.1145/3627508.3638290","DOIUrl":"https://doi.org/10.1145/3627508.3638290","url":null,"abstract":"","PeriodicalId":220434,"journal":{"name":"Conference on Human Information Interaction and Retrieval","volume":"11 5","pages":"431-432"},"PeriodicalIF":0.0,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140255062","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Mixed Reality Interaction Enhanced by Whiteboard for Product Search","authors":"Yuya Tsuda, Takehiro Yamamoto, Hiroaki Ohshima","doi":"10.1145/3627508.3638346","DOIUrl":"https://doi.org/10.1145/3627508.3638346","url":null,"abstract":"","PeriodicalId":220434,"journal":{"name":"Conference on Human Information Interaction and Retrieval","volume":"19 8","pages":"396-400"},"PeriodicalIF":0.0,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140396305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"QookA: A Cooking Question Answering Dataset","authors":"Alexander Frummet, David Elsweiler","doi":"10.1145/3627508.3638311","DOIUrl":"https://doi.org/10.1145/3627508.3638311","url":null,"abstract":"","PeriodicalId":220434,"journal":{"name":"Conference on Human Information Interaction and Retrieval","volume":"18 1‐6","pages":"406-410"},"PeriodicalIF":0.0,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140255182","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Peide Zhu, A. Câmara, Nirmal Roy, David Maxwell, C. Hauff
{"title":"On the Effects of Automatically Generated Adjunct Questions for Search as Learning","authors":"Peide Zhu, A. Câmara, Nirmal Roy, David Maxwell, C. Hauff","doi":"10.1145/3627508.3638332","DOIUrl":"https://doi.org/10.1145/3627508.3638332","url":null,"abstract":"","PeriodicalId":220434,"journal":{"name":"Conference on Human Information Interaction and Retrieval","volume":"1 1","pages":"266-277"},"PeriodicalIF":0.0,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140255305","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
O. Hoeber, Abbas Pirmoradi Bezanjani, Sebastian Gomes, Baran Erfani, Zakiyyah Noorally, Yug Shah
{"title":"Visual Keyword/Result Linking: Using Interaction to Dynamically Reveal Relationships","authors":"O. Hoeber, Abbas Pirmoradi Bezanjani, Sebastian Gomes, Baran Erfani, Zakiyyah Noorally, Yug Shah","doi":"10.1145/3627508.3638307","DOIUrl":"https://doi.org/10.1145/3627508.3638307","url":null,"abstract":"","PeriodicalId":220434,"journal":{"name":"Conference on Human Information Interaction and Retrieval","volume":"7 5","pages":"66-76"},"PeriodicalIF":0.0,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140255192","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Why Do Customers Return Products? Using Customer Reviews to Predict Product Return Behaviors","authors":"Hao-Fei Cheng, Eyal Krikon, Vanessa Murdock","doi":"10.1145/3627508.3638326","DOIUrl":"https://doi.org/10.1145/3627508.3638326","url":null,"abstract":"","PeriodicalId":220434,"journal":{"name":"Conference on Human Information Interaction and Retrieval","volume":"72 5","pages":"12-22"},"PeriodicalIF":0.0,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140254885","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"UnExplored FrontCHIIRs: A Workshop Exploring Future Directions for Information Access","authors":"Adam Roegiest, Johanne Trippas","doi":"10.1145/3627508.3638302","DOIUrl":"https://doi.org/10.1145/3627508.3638302","url":null,"abstract":"","PeriodicalId":220434,"journal":{"name":"Conference on Human Information Interaction and Retrieval","volume":"43 4","pages":"436-437"},"PeriodicalIF":0.0,"publicationDate":"2024-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"140255233","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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