{"title":"How to Come Up with AI Use Cases Ideas? —An Ideation Technique Development Based on Analysis of Shadow IT Usage","authors":"Qingyu Liang, Kevin Crowston, Juanqiong Gou","doi":"10.1007/s10796-025-10676-1","DOIUrl":"https://doi.org/10.1007/s10796-025-10676-1","url":null,"abstract":"","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"283 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147359562","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Profitability of Machine Learning Models in Forecasting the S&P 500 Index","authors":"Dennis Olson, Salah Nusair, Emilios Galariotis","doi":"10.1007/s10796-026-10693-8","DOIUrl":"https://doi.org/10.1007/s10796-026-10693-8","url":null,"abstract":"","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"50 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2026-03-02","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147359563","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Mahmudul Hasan, Md. Mahedi Hassan, Sumya Akter, Petr Hajek, Mohammad Zoynul Abedin
{"title":"Advances in Explainable Big Data Analytics for Enhanced Cybersecurity","authors":"Mahmudul Hasan, Md. Mahedi Hassan, Sumya Akter, Petr Hajek, Mohammad Zoynul Abedin","doi":"10.1007/s10796-026-10701-x","DOIUrl":"https://doi.org/10.1007/s10796-026-10701-x","url":null,"abstract":"","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"4 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2026-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147359564","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Why People Use AI Voice Assistants (AIVAs): Application of the Human Interactivity Perspective to Human-AI Interactions","authors":"Youngho Yoon, One-Ki Daniel Lee","doi":"10.1007/s10796-026-10702-w","DOIUrl":"https://doi.org/10.1007/s10796-026-10702-w","url":null,"abstract":"","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"1 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2026-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147360236","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Marion Korosec-Serfaty, Pierre-Majorique Léger, Xavier Parent-Rocheleau, Sylvain Sénécal
{"title":"Critical Thinking in AI-Assisted Deontologically-Governed Professional Decision-Making: When and How Explainability, Reliability, and Transparency Matter","authors":"Marion Korosec-Serfaty, Pierre-Majorique Léger, Xavier Parent-Rocheleau, Sylvain Sénécal","doi":"10.1007/s10796-025-10691-2","DOIUrl":"https://doi.org/10.1007/s10796-025-10691-2","url":null,"abstract":"","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"51 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2026-02-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147287207","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Publisher Correction to: Investigation of Mobile Payments aiding Women Microentrepreneurs: Evidence from Rural India","authors":"Abhipsa Pal, Ashish Desai, Rahul De’","doi":"10.1007/s10796-026-10705-7","DOIUrl":"https://doi.org/10.1007/s10796-026-10705-7","url":null,"abstract":"","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"1 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2026-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146230874","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Quantifying Model Uncertainty with AutoML and Rashomon Partial Dependence Profiles: Enabling Trustworthy and Human-centered XAI","authors":"Mustafa Cavus, Jan N. van Rijn, Przemysław Biecek","doi":"10.1007/s10796-026-10698-3","DOIUrl":"https://doi.org/10.1007/s10796-026-10698-3","url":null,"abstract":"Trustworthiness of AI systems is a core objective of Human-Centered Explainable AI, and relies, among other things, on explainability and understandability of the outcome. While automated machine learning tools automate model training, they often generate not only a single “best” model but also a set of near-equivalent alternatives, known as the Rashomon set. This set provides a unique opportunity for human-centered explainability: by exposing variability among similarly performing models, we can offer users richer and more informative explanations. In this paper, we introduce <jats:italic>Rashomon partial dependence profiles</jats:italic> , a model-agnostic technique that aggregates feature effect estimates across the Rashomon set. Unlike traditional explanations derived from a single model, Rashomon partial dependence profiles explicitly quantify uncertainty and visualize variability, further enabling user trust and understanding model behavior to make informed decisions. Additionally, under high-noise conditions, the Rashomon partial dependence profiles more accurately recover ground-truth feature relationships than a single-model partial dependence profile. Experiments on synthetic and real-world datasets demonstrate that Rashomon partial dependence profiles reduce average deviation from the ground truth by up to 38%, and their confidence intervals reliably capture true feature effects. These results highlight how leveraging the Rashomon set can enhance technical rigor while centering explanations on user trust and understanding aligned with Human-centered explainable AI principles.","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"45 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2026-02-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146146038","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Unveiling Factors Impacting Social Media Reshare in Racism Discourse","authors":"Yoongi Kim, Eun Hee Park, Jongwoo Kim","doi":"10.1007/s10796-025-10665-4","DOIUrl":"https://doi.org/10.1007/s10796-025-10665-4","url":null,"abstract":"","PeriodicalId":13610,"journal":{"name":"Information Systems Frontiers","volume":"20 1 1","pages":""},"PeriodicalIF":5.9,"publicationDate":"2026-01-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"146095846","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"管理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}