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Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online)最新文献

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An Analysis of Classification Approaches for Hit Song Prediction using Engineered Metadata Features with Lyrics and Audio Features 基于歌词和音频特征的工程元数据特征的热门歌曲预测分类方法分析
Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online) Pub Date : 2023-01-31 DOI: 10.48550/arXiv.2301.13507
Mengyisong Zhao, Morgan Harvey, D. Cameron, F. Hopfgartner, V. Gillet
{"title":"An Analysis of Classification Approaches for Hit Song Prediction using Engineered Metadata Features with Lyrics and Audio Features","authors":"Mengyisong Zhao, Morgan Harvey, D. Cameron, F. Hopfgartner, V. Gillet","doi":"10.48550/arXiv.2301.13507","DOIUrl":"https://doi.org/10.48550/arXiv.2301.13507","url":null,"abstract":"Hit song prediction, one of the emerging fields in music information retrieval (MIR), remains a considerable challenge. Being able to understand what makes a given song a hit is clearly beneficial to the whole music industry. Previous approaches to hit song prediction have focused on using audio features of a record. This study aims to improve the prediction result of the top 10 hits among Billboard Hot 100 songs using more alternative metadata, including song audio features provided by Spotify, song lyrics, and novel metadata-based features (title topic, popularity continuity and genre class). Five machine learning approaches are applied, including: k-nearest neighbours, Naive Bayes, Random Forest, Logistic Regression and Multilayer Perceptron. Our results show that Random Forest (RF) and Logistic Regression (LR) with all features (including novel features, song audio features and lyrics features) outperforms other models, achieving 89.1% and 87.2% accuracy, and 0.91 and 0.93 AUC, respectively. Our findings also demonstrate the utility of our novel music metadata features, which contributed most to the models' discriminative performance.","PeriodicalId":93543,"journal":{"name":"Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online)","volume":"03 1","pages":"303-311"},"PeriodicalIF":0.0,"publicationDate":"2023-01-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"89735636","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}
引用次数: 1
Motivations, Purposes, and Means of Creating Information Cocoons Intentionally for Oneself: Looking on the Bright Side 有意为自己创造信息茧的动机、目的和手段:看光明的一面
Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online) Pub Date : 2023-01-01 DOI: 10.1007/978-3-031-28032-0_10
Shiting Fu, Tingting Jiang
{"title":"Motivations, Purposes, and Means of Creating Information Cocoons Intentionally for Oneself: Looking on the Bright Side","authors":"Shiting Fu, Tingting Jiang","doi":"10.1007/978-3-031-28032-0_10","DOIUrl":"https://doi.org/10.1007/978-3-031-28032-0_10","url":null,"abstract":"","PeriodicalId":93543,"journal":{"name":"Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online)","volume":"59 1","pages":"123-130"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76148371","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}
引用次数: 0
How Many Features Do We Need to Identify Bots on Twitter? 我们需要多少特征来识别Twitter上的机器人?
Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online) Pub Date : 2023-01-01 DOI: 10.1007/978-3-031-28035-1_22
Fatima Tabassum, Sameera Mubarak, Lin Liu, J. Du
{"title":"How Many Features Do We Need to Identify Bots on Twitter?","authors":"Fatima Tabassum, Sameera Mubarak, Lin Liu, J. Du","doi":"10.1007/978-3-031-28035-1_22","DOIUrl":"https://doi.org/10.1007/978-3-031-28035-1_22","url":null,"abstract":"","PeriodicalId":93543,"journal":{"name":"Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online)","volume":"35 1","pages":"312-327"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85473882","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}
引用次数: 0
Using Crossmodal Correspondence Between Colors and Music to Enhance Online Art Exhibition Visitors' Experience 利用色彩与音乐的跨模式对应提升在线艺术展观众体验
Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online) Pub Date : 2023-01-01 DOI: 10.1007/978-3-031-28035-1_12
Qian Guo, Tingting Jiang
{"title":"Using Crossmodal Correspondence Between Colors and Music to Enhance Online Art Exhibition Visitors' Experience","authors":"Qian Guo, Tingting Jiang","doi":"10.1007/978-3-031-28035-1_12","DOIUrl":"https://doi.org/10.1007/978-3-031-28035-1_12","url":null,"abstract":"","PeriodicalId":93543,"journal":{"name":"Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online)","volume":"43 1","pages":"144-159"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85781045","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}
引用次数: 0
From Noisy Data to Useful Color Palettes: One Step in Making Biodiversity Data FAIR 从嘈杂的数据到有用的调色板:使生物多样性数据公平的一步
Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online) Pub Date : 2023-01-01 DOI: 10.1007/978-3-031-28035-1_35
Hong Cui, Noah Giebink, J. Starr, Dylan Longert, Bruce Ford, Étienne Léveillé‐Bourret
{"title":"From Noisy Data to Useful Color Palettes: One Step in Making Biodiversity Data FAIR","authors":"Hong Cui, Noah Giebink, J. Starr, Dylan Longert, Bruce Ford, Étienne Léveillé‐Bourret","doi":"10.1007/978-3-031-28035-1_35","DOIUrl":"https://doi.org/10.1007/978-3-031-28035-1_35","url":null,"abstract":"","PeriodicalId":93543,"journal":{"name":"Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online)","volume":"3 1","pages":"469-481"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81484876","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}
引用次数: 0
Recovering and Reusing Historical Data for Science: Retrospective Curation Practices Across Disciplines 为科学恢复和再利用历史数据:跨学科的回顾性策展实践
Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online) Pub Date : 2023-01-01 DOI: 10.1007/978-3-031-28035-1_2
Amanda H. Sorensen, Camila Escobar-Vredevoogd, Travis L. Wagner, Katrina Fenlon
{"title":"Recovering and Reusing Historical Data for Science: Retrospective Curation Practices Across Disciplines","authors":"Amanda H. Sorensen, Camila Escobar-Vredevoogd, Travis L. Wagner, Katrina Fenlon","doi":"10.1007/978-3-031-28035-1_2","DOIUrl":"https://doi.org/10.1007/978-3-031-28035-1_2","url":null,"abstract":"","PeriodicalId":93543,"journal":{"name":"Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online)","volume":"26 1","pages":"14-28"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88251562","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}
引用次数: 1
Contextualizing Session Resuming Reasons with Tasks Involving Expected Cross-session Searches 将会话恢复原因与涉及预期跨会话搜索的任务联系起来
Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online) Pub Date : 2023-01-01 DOI: 10.1007/978-3-031-28032-0_32
Yuan Li, Robert G. Capra
{"title":"Contextualizing Session Resuming Reasons with Tasks Involving Expected Cross-session Searches","authors":"Yuan Li, Robert G. Capra","doi":"10.1007/978-3-031-28032-0_32","DOIUrl":"https://doi.org/10.1007/978-3-031-28032-0_32","url":null,"abstract":"","PeriodicalId":93543,"journal":{"name":"Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online)","volume":"129 1","pages":"406-422"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79590145","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}
引用次数: 0
The Design, Development, and Implementation of an LIS General Education Course for Non-lIS University Students in the Philippines 菲律宾非LIS大学生通识教育课程的设计、开发与实施
Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online) Pub Date : 2023-01-01 DOI: 10.1007/978-3-031-28035-1_32
Elijah John F. Dar Juan
{"title":"The Design, Development, and Implementation of an LIS General Education Course for Non-lIS University Students in the Philippines","authors":"Elijah John F. Dar Juan","doi":"10.1007/978-3-031-28035-1_32","DOIUrl":"https://doi.org/10.1007/978-3-031-28035-1_32","url":null,"abstract":"","PeriodicalId":93543,"journal":{"name":"Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online)","volume":"46 1","pages":"436-444"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90768619","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}
引用次数: 0
Do You Speak Meme? A Dynamic Digital Language for the InformationSociety 你会说米姆吗?面向信息社会的动态数字语言
Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online) Pub Date : 2023-01-01 DOI: 10.1007/978-3-031-28035-1_39
Minhyung Jo, S. Ho, G. Burnett
{"title":"Do You Speak Meme? A Dynamic Digital Language for the InformationSociety","authors":"Minhyung Jo, S. Ho, G. Burnett","doi":"10.1007/978-3-031-28035-1_39","DOIUrl":"https://doi.org/10.1007/978-3-031-28035-1_39","url":null,"abstract":"","PeriodicalId":93543,"journal":{"name":"Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online)","volume":"13 1","pages":"523-534"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90778211","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}
引用次数: 0
#Receipts: A Case Study of the Sonja Ahlers Archive as Platform Feminism 收据:Sonja Ahlers档案作为平台女权主义的案例研究
Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online) Pub Date : 2023-01-01 DOI: 10.1007/978-3-031-28035-1_3
Jennifer Douglas, Alexandra Alisauskas
{"title":"#Receipts: A Case Study of the Sonja Ahlers Archive as Platform Feminism","authors":"Jennifer Douglas, Alexandra Alisauskas","doi":"10.1007/978-3-031-28035-1_3","DOIUrl":"https://doi.org/10.1007/978-3-031-28035-1_3","url":null,"abstract":"","PeriodicalId":93543,"journal":{"name":"Diversity, divergence, dialogue : 16th international conference, iConference 2021, Beijing, China, March 17-31, 2021 : proceedings. iConference (Conference) (16th : 2021 : Online)","volume":"11 1","pages":"29-35"},"PeriodicalIF":0.0,"publicationDate":"2023-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76068145","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}
引用次数: 0
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