{"title":"An Evidential Neural Network Model for Regression Based on Random Fuzzy Numbers","authors":"T. Denoeux","doi":"10.1007/978-3-031-17801-6_6","DOIUrl":"https://doi.org/10.1007/978-3-031-17801-6_6","url":null,"abstract":"","PeriodicalId":87206,"journal":{"name":"Science & Christian belief","volume":"57 2 1","pages":"57-66"},"PeriodicalIF":0.0,"publicationDate":"2022-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83392346","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":"A Distributional Approach for Soft Clustering Comparison and Evaluation","authors":"A. Campagner, D. Ciucci, T. Denoeux","doi":"10.48550/arXiv.2206.09827","DOIUrl":"https://doi.org/10.48550/arXiv.2206.09827","url":null,"abstract":". The development of external evaluation criteria for soft clustering (SC) has received limited attention: existing methods do not provide a general approach to extend comparison measures to SC, and are unable to account for the uncertainty represented in the results of SC algorithms. In this article, we propose a general method to address these limitations, grounding on a novel interpretation of SC as distributions over hard clusterings, which we call distributional measures . We provide an in-depth study of complexity- and metric-theoretic properties of the proposed approach, and we describe approximation techniques that can make the calculations tractable. Finally, we illustrate our approach through a simple but illustrative experiment.","PeriodicalId":87206,"journal":{"name":"Science & Christian belief","volume":"46 6","pages":"3-12"},"PeriodicalIF":0.0,"publicationDate":"2022-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"72507112","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":"The Extension of Dempster's Combination Rule Based on Generalized Credal Sets","authors":"A. Bronevich, I. Rozenberg","doi":"10.1007/978-3-031-17801-6_23","DOIUrl":"https://doi.org/10.1007/978-3-031-17801-6_23","url":null,"abstract":"","PeriodicalId":87206,"journal":{"name":"Science & Christian belief","volume":"4 1","pages":"242-250"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82012457","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}
A. Hoarau, Arnaud Martin, Jean-Christophe Dubois, Y. Gall
{"title":"Imperfect Labels with Belief Functions for Active Learning","authors":"A. Hoarau, Arnaud Martin, Jean-Christophe Dubois, Y. Gall","doi":"10.1007/978-3-031-17801-6_5","DOIUrl":"https://doi.org/10.1007/978-3-031-17801-6_5","url":null,"abstract":"","PeriodicalId":87206,"journal":{"name":"Science & Christian belief","volume":"25 1","pages":"44-53"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76028718","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":"An Intelligent System for Managing Uncertain Temporal Flood Events","authors":"Manel Chehibi, Ahlem Ferchichi, I. Farah","doi":"10.1007/978-3-031-17801-6_18","DOIUrl":"https://doi.org/10.1007/978-3-031-17801-6_18","url":null,"abstract":"","PeriodicalId":87206,"journal":{"name":"Science & Christian belief","volume":"26 1","pages":"184-193"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"78697342","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":"On Conditional Belief Functions in the Dempster-Shafer Theory","authors":"R. Jirousek, V. Kratochvíl, P. P. Shenoy","doi":"10.1007/978-3-031-17801-6_20","DOIUrl":"https://doi.org/10.1007/978-3-031-17801-6_20","url":null,"abstract":"","PeriodicalId":87206,"journal":{"name":"Science & Christian belief","volume":"40 1","pages":"207-218"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86167307","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":"A Practical Strategy for Valid Partial Prior-Dependent Possibilistic Inference","authors":"D. Hose, M. Hanss, Ryan Martin","doi":"10.1007/978-3-031-17801-6_19","DOIUrl":"https://doi.org/10.1007/978-3-031-17801-6_19","url":null,"abstract":"","PeriodicalId":87206,"journal":{"name":"Science & Christian belief","volume":"54 1","pages":"197-206"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88425512","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":"Evidential Trustworthiness Estimation for Cooperative Perception","authors":"A. Lima, V. Berge-Cherfaoui, P. Bonnifait","doi":"10.1007/978-3-031-17801-6_17","DOIUrl":"https://doi.org/10.1007/978-3-031-17801-6_17","url":null,"abstract":"","PeriodicalId":87206,"journal":{"name":"Science & Christian belief","volume":"36 1","pages":"174-183"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"77318560","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":"On Improving a Group of Evidential Sources with Different Contextual Corrections","authors":"S. Mutmainah, S. Hachour, F. Pichon, D. Mercier","doi":"10.1007/978-3-031-17801-6_11","DOIUrl":"https://doi.org/10.1007/978-3-031-17801-6_11","url":null,"abstract":"","PeriodicalId":87206,"journal":{"name":"Science & Christian belief","volume":"43 1","pages":"109-118"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84510941","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":"A Qualitative Counterpart of Belief Functions with Application to Uncertainty Propagation in Safety Cases","authors":"Yassir Idmessaoud, D. Dubois, Jérémie Guiochet","doi":"10.1007/978-3-031-17801-6_22","DOIUrl":"https://doi.org/10.1007/978-3-031-17801-6_22","url":null,"abstract":"","PeriodicalId":87206,"journal":{"name":"Science & Christian belief","volume":"26 1","pages":"231-241"},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83532544","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}