Pub Date : 2023-05-01DOI: 10.1007/978-3-031-19097-1_23
Sadat Shahriar, Arjun Mukherjee, O. Gnawali
{"title":"Deception Detection with Feature-Augmentation by Soft Domain Transfer","authors":"Sadat Shahriar, Arjun Mukherjee, O. Gnawali","doi":"10.1007/978-3-031-19097-1_23","DOIUrl":"https://doi.org/10.1007/978-3-031-19097-1_23","url":null,"abstract":"","PeriodicalId":91955,"journal":{"name":"Proceedings. International Workshop on Social Informatics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2023-05-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"76204655","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}
. Demographic classification is essential in fairness assessment in recommender systems or in measuring unintended bias in online networks and voting systems. Important fields like education and politics, which often lay a foundation for the future of equality in society, need scrutiny to design policies that can better foster equality in resource distribution constrained by the unbalanced demographic distribution of people in the country. We collect three publicly available datasets to train state-of-the-art classifiers in the domain of gender and caste classification. We train the models in the Indian context, where the same name can have different styling conventions (Jolly Abraham/Kumar Abhishikta in one state may be written as Abraham Jolly/Abishikta Kumar in the other). Finally, we also perform cross-testing (training and testing on different datasets) to understand the efficacy of the above models. We also perform an error analysis of the prediction models. Finally, we attempt to assess the bias in the existing Indian system as case studies and find some intriguing patterns manifesting in the complex demographic layout of the sub-continent across the dimensions of gender and caste.
{"title":"Decoding Demographic un-fairness from Indian Names","authors":"Medidoddi Vahini, Jalend Bantupalli, Souvic Chakraborty, Animesh Mukherjee","doi":"10.48550/arXiv.2209.03089","DOIUrl":"https://doi.org/10.48550/arXiv.2209.03089","url":null,"abstract":". Demographic classification is essential in fairness assessment in recommender systems or in measuring unintended bias in online networks and voting systems. Important fields like education and politics, which often lay a foundation for the future of equality in society, need scrutiny to design policies that can better foster equality in resource distribution constrained by the unbalanced demographic distribution of people in the country. We collect three publicly available datasets to train state-of-the-art classifiers in the domain of gender and caste classification. We train the models in the Indian context, where the same name can have different styling conventions (Jolly Abraham/Kumar Abhishikta in one state may be written as Abraham Jolly/Abishikta Kumar in the other). Finally, we also perform cross-testing (training and testing on different datasets) to understand the efficacy of the above models. We also perform an error analysis of the prediction models. Finally, we attempt to assess the bias in the existing Indian system as case studies and find some intriguing patterns manifesting in the complex demographic layout of the sub-continent across the dimensions of gender and caste.","PeriodicalId":91955,"journal":{"name":"Proceedings. International Workshop on Social Informatics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-09-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"74744583","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}
Pub Date : 2022-08-15DOI: 10.1007/978-3-031-19097-1_3
Bridget Smart, Joshua Watt, Sara Benedetti, Lewis Mitchell, M. Roughan
{"title":"#IStandWithPutin Versus #IStandWithUkraine: The Interaction of Bots and Humans in Discussion of the Russia/Ukraine War","authors":"Bridget Smart, Joshua Watt, Sara Benedetti, Lewis Mitchell, M. Roughan","doi":"10.1007/978-3-031-19097-1_3","DOIUrl":"https://doi.org/10.1007/978-3-031-19097-1_3","url":null,"abstract":"","PeriodicalId":91955,"journal":{"name":"Proceedings. International Workshop on Social Informatics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-08-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"80602609","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}
Pub Date : 2022-01-01DOI: 10.1007/978-3-031-19097-1_28
Daniel Grzenda, Trevor Spreadbury, J. Rock, Brian Dowd-Uribe, D. Uminsky
{"title":"OMGMO: Original Multi-modal Dataset of Genetically Modified Organisms in African Agriculture","authors":"Daniel Grzenda, Trevor Spreadbury, J. Rock, Brian Dowd-Uribe, D. Uminsky","doi":"10.1007/978-3-031-19097-1_28","DOIUrl":"https://doi.org/10.1007/978-3-031-19097-1_28","url":null,"abstract":"","PeriodicalId":91955,"journal":{"name":"Proceedings. International Workshop on Social Informatics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"84573141","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}
Pub Date : 2022-01-01DOI: 10.1007/978-3-031-19097-1_5
Ramon Villa Cox, H. Zeng, Ashiqur R. KhudaBukhsh, K. Carley
{"title":"Linguistic and News-Sharing Polarization During the 2019 South American Protests","authors":"Ramon Villa Cox, H. Zeng, Ashiqur R. KhudaBukhsh, K. Carley","doi":"10.1007/978-3-031-19097-1_5","DOIUrl":"https://doi.org/10.1007/978-3-031-19097-1_5","url":null,"abstract":"","PeriodicalId":91955,"journal":{"name":"Proceedings. International Workshop on Social Informatics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85027970","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}
Pub Date : 2022-01-01DOI: 10.1007/978-3-031-19097-1_25
V. Reddy, Harika Abburi, Niyati Chhaya, Tamara Mitrovska, Vasudeva Varma
{"title":"'You Are Big, S/he Is Small' Detecting Body Shaming in Online User Content","authors":"V. Reddy, Harika Abburi, Niyati Chhaya, Tamara Mitrovska, Vasudeva Varma","doi":"10.1007/978-3-031-19097-1_25","DOIUrl":"https://doi.org/10.1007/978-3-031-19097-1_25","url":null,"abstract":"","PeriodicalId":91955,"journal":{"name":"Proceedings. International Workshop on Social Informatics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86902438","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}
Pub Date : 2022-01-01DOI: 10.1007/978-3-031-19097-1_34
Gautam Kishore Shahi, William Kana Tsoplefack
{"title":"Mitigating Harmful Content on Social Media Using an Interactive User Interface","authors":"Gautam Kishore Shahi, William Kana Tsoplefack","doi":"10.1007/978-3-031-19097-1_34","DOIUrl":"https://doi.org/10.1007/978-3-031-19097-1_34","url":null,"abstract":"","PeriodicalId":91955,"journal":{"name":"Proceedings. International Workshop on Social Informatics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90496120","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}
Pub Date : 2022-01-01DOI: 10.1007/978-3-031-19097-1_14
A. Younus, M. A. Qureshi, Mingyeong Jeon, A. Kazemi, Simon Caton
{"title":"XAI Analysis of Online Activism to Capture Integration in Irish Society Through Twitter","authors":"A. Younus, M. A. Qureshi, Mingyeong Jeon, A. Kazemi, Simon Caton","doi":"10.1007/978-3-031-19097-1_14","DOIUrl":"https://doi.org/10.1007/978-3-031-19097-1_14","url":null,"abstract":"","PeriodicalId":91955,"journal":{"name":"Proceedings. International Workshop on Social Informatics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"73197613","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}
Pub Date : 2022-01-01DOI: 10.1007/978-3-031-19097-1_9
Tianyi Chen, Xu Wang, Charalampos E. Tsourakakis
{"title":"Polarizing Opinion Dynamics with Confirmation Bias","authors":"Tianyi Chen, Xu Wang, Charalampos E. Tsourakakis","doi":"10.1007/978-3-031-19097-1_9","DOIUrl":"https://doi.org/10.1007/978-3-031-19097-1_9","url":null,"abstract":"","PeriodicalId":91955,"journal":{"name":"Proceedings. International Workshop on Social Informatics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83813290","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}
Pub Date : 2022-01-01DOI: 10.1007/978-3-031-19097-1_4
Jakob Kappenberger, Kilian Theil, H. Stuckenschmidt
{"title":"Evaluating the Impact of AI-Based Priced Parking with Social Simulation","authors":"Jakob Kappenberger, Kilian Theil, H. Stuckenschmidt","doi":"10.1007/978-3-031-19097-1_4","DOIUrl":"https://doi.org/10.1007/978-3-031-19097-1_4","url":null,"abstract":"","PeriodicalId":91955,"journal":{"name":"Proceedings. International Workshop on Social Informatics","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2022-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85744544","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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