{"title":"On the Impact of Social Media Recommendations on Opinion Consensus","authors":"V. Auletta, Antonio Coppola, Diodato Ferraioli","doi":"10.48550/arXiv.2204.03299","DOIUrl":"https://doi.org/10.48550/arXiv.2204.03299","url":null,"abstract":"We consider a discrete opinion formation problem in a setting where agents are influenced by both information diffused by their social relations and from recommendations received directly from the social media manager. We study how the\"strength\"of the influence of the social media and the homophily ratio affect the probability of the agents of reaching a consensus and how these factors can determine the type of consensus reached. In a simple 2-symmetric block model we prove that agents converge either to a consensus or to a persistent disagreement. In particular, we show that when the homophily ratio is large, the social media has a very low capacity of determining the outcome of the opinion dynamics. On the other hand, when the homophily ratio is low, the social media influence can have an important role on the dynamics, either by making harder to reach a consensus or inducing it on extreme opinions. Finally, in order to extend our analysis to more general and realistic settings we give some experimental evidences that our results still hold on general networks.","PeriodicalId":293643,"journal":{"name":"International Conference of the Italian Association for Artificial Intelligence","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-04-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121764870","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}
M. Anteghini, J. D’Souza, V. A. M. D. Santos, S. Auer
{"title":"Easy Semantification of Bioassays","authors":"M. Anteghini, J. D’Souza, V. A. M. D. Santos, S. Auer","doi":"10.1007/978-3-031-08421-8_14","DOIUrl":"https://doi.org/10.1007/978-3-031-08421-8_14","url":null,"abstract":"","PeriodicalId":293643,"journal":{"name":"International Conference of the Italian Association for Artificial Intelligence","volume":"106 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-11-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129506414","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":"Clustering-Based Interpretation of Deep ReLU Network","authors":"Nicola Picchiotti, M. Gori","doi":"10.1007/978-3-031-08421-8_28","DOIUrl":"https://doi.org/10.1007/978-3-031-08421-8_28","url":null,"abstract":"","PeriodicalId":293643,"journal":{"name":"International Conference of the Italian Association for Artificial Intelligence","volume":"117 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-10-13","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123768345","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":"Learned Sorted Table Search and Static Indexes in Small Model Space","authors":"Domenico Amato, Giosuè Lo Bosco, R. Giancarlo","doi":"10.1007/978-3-031-08421-8_32","DOIUrl":"https://doi.org/10.1007/978-3-031-08421-8_32","url":null,"abstract":"","PeriodicalId":293643,"journal":{"name":"International Conference of the Italian Association for Artificial Intelligence","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-07-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131305099","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. Badar, Arnav Varma, Adrian Staniec, Mahmoud Gamal, Omar Magdy, Haris Iqbal, E. Arani, Bahram Zonooz
{"title":"Highlighting the Importance of Reducing Research Bias and Carbon Emissions in CNNs","authors":"A. Badar, Arnav Varma, Adrian Staniec, Mahmoud Gamal, Omar Magdy, Haris Iqbal, E. Arani, Bahram Zonooz","doi":"10.1007/978-3-031-08421-8_36","DOIUrl":"https://doi.org/10.1007/978-3-031-08421-8_36","url":null,"abstract":"","PeriodicalId":293643,"journal":{"name":"International Conference of the Italian Association for Artificial Intelligence","volume":"83 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-06-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124119018","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":"First Approach to Semantics of Silence in Testimonies","authors":"Alfonso Garcés-Báez, A. López-López","doi":"10.1007/978-3-030-35166-3_6","DOIUrl":"https://doi.org/10.1007/978-3-030-35166-3_6","url":null,"abstract":"","PeriodicalId":293643,"journal":{"name":"International Conference of the Italian Association for Artificial Intelligence","volume":"225 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115493077","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":"Strongly Equivalent Epistemic Answer Set Programs","authors":"Ezgi Iraz Su","doi":"10.1007/978-3-030-35166-3_8","DOIUrl":"https://doi.org/10.1007/978-3-030-35166-3_8","url":null,"abstract":"","PeriodicalId":293643,"journal":{"name":"International Conference of the Italian Association for Artificial Intelligence","volume":"148 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116627636","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}
R. Damiano, V. Lombardo, Giulia Monticone, Antonio Pizzo
{"title":"Artificial Intelligence for Dramatic Performance","authors":"R. Damiano, V. Lombardo, Giulia Monticone, Antonio Pizzo","doi":"10.1007/978-3-030-35166-3_38","DOIUrl":"https://doi.org/10.1007/978-3-030-35166-3_38","url":null,"abstract":"","PeriodicalId":293643,"journal":{"name":"International Conference of the Italian Association for Artificial Intelligence","volume":"36 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127272218","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":"Hybrid Semantics-Aware Recommendations Exploiting Knowledge Graph Embeddings","authors":"C. Musto, Pierpaolo Basile, G. Semeraro","doi":"10.1007/978-3-030-35166-3_7","DOIUrl":"https://doi.org/10.1007/978-3-030-35166-3_7","url":null,"abstract":"","PeriodicalId":293643,"journal":{"name":"International Conference of the Italian Association for Artificial Intelligence","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125022189","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":"Frequency Assignment in High Performance Computing Systems","authors":"Andrea Borghesi, M. Milano, L. Benini","doi":"10.1007/978-3-030-35166-3_11","DOIUrl":"https://doi.org/10.1007/978-3-030-35166-3_11","url":null,"abstract":"","PeriodicalId":293643,"journal":{"name":"International Conference of the Italian Association for Artificial Intelligence","volume":"20 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-11-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124962740","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}