{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T17:38:31Z","timestamp":1779385111768,"version":"3.53.1"},"publisher-location":"Cham","reference-count":25,"publisher":"Springer Nature Switzerland","isbn-type":[{"value":"9783031785375","type":"print"},{"value":"9783031785382","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,1,1]],"date-time":"2025-01-01T00:00:00Z","timestamp":1735689600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025]]},"DOI":"10.1007\/978-3-031-78538-2_19","type":"book-chapter","created":{"date-parts":[[2025,1,24]],"date-time":"2025-01-24T07:29:34Z","timestamp":1737703774000},"page":"214-225","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":4,"title":["Masking the\u00a0Bias: From Echo Chambers to\u00a0Large Scale Aspect-Based Sentiment Analysis"],"prefix":"10.1007","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-4048-1841","authenticated-orcid":false,"given":"Yeonjung","family":"Lee","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5338-750X","authenticated-orcid":false,"given":"Yusuf M\u00fccahit","family":"\u00c7etinkaya","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-0877-5487","authenticated-orcid":false,"given":"Emre","family":"K\u00fclah","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-4524-8232","authenticated-orcid":false,"given":"Hakk\u0131","family":"Toroslu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-5602-8270","authenticated-orcid":false,"given":"Hasan","family":"Davulcu","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"297","published-online":{"date-parts":[[2025,1,25]]},"reference":[{"issue":"10","key":"19_CR1","doi-asserted-by":"publisher","first-page":"P10008","DOI":"10.1088\/1742-5468\/2008\/10\/P10008","volume":"2008","author":"VD Blondel","year":"2008","unstructured":"Blondel, V.D., Guillaume, J.L., Lambiotte, R., Lefebvre, E.: Fast unfolding of communities in large networks. J. Stat. Mech: Theory Exp. 2008(10), P10008 (2008)","journal-title":"J. Stat. Mech: Theory Exp."},{"issue":"2","key":"19_CR2","first-page":"7","volume":"34","author":"MD Buhrmester","year":"2022","unstructured":"Buhrmester, M.D., Cowan, M.A., Whitehouse, H.: What motivates barrier-crossing leadership? New England J. Public Policy 34(2), 7 (2022)","journal-title":"New England J. Public Policy"},{"key":"19_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s13278-020-00665-4","volume":"10","author":"YM \u00c7etinkaya","year":"2020","unstructured":"\u00c7etinkaya, Y.M., Toroslu, \u0130H., Davulcu, H.: Developing a twitter bot that can join a discussion using state-of-the-art architectures. Soc. Netw. Anal. Min. 10, 1\u201321 (2020)","journal-title":"Soc. Netw. Anal. Min."},{"key":"19_CR4","unstructured":"Chebolu, S.U.S., Dernoncourt, F., Lipka, N., Solorio, T.: A review of datasets for aspect-based sentiment analysis. In: International Joint Conference on Natural Language Processing (2022)"},{"key":"19_CR5","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s41109-016-0001-4","volume":"1","author":"D Cherepnalkoski","year":"2016","unstructured":"Cherepnalkoski, D., Mozeti\u010d, I.: Retweet networks of the European parliament: evaluation of the community structure. Appl. Network Sci. 1, 1\u201320 (2016)","journal-title":"Appl. Network Sci."},{"key":"19_CR6","unstructured":"Devlin, J., Chang, M.W., Lee, K., Toutanova, K.: BERT: pre-training of deep bidirectional transformers for language understanding. arXiv preprint arXiv:1810.04805 (2018)"},{"key":"19_CR7","doi-asserted-by":"crossref","unstructured":"Elmas, T., Randl, M., Attia, Y.: # teamfollowback: Detection & analysis of follow back accounts on social media. In: Proceedings of the International AAAI Conference on Web and Social Media, vol.\u00a018, pp. 381\u2013393 (2024)","DOI":"10.1609\/icwsm.v18i1.31321"},{"key":"19_CR8","doi-asserted-by":"crossref","unstructured":"Garimella, K., De\u00a0Francisci\u00a0Morales, G., Gionis, A., Mathioudakis, M.: Political discourse on social media: echo chambers, gatekeepers, and the price of bipartisanship. In: Proceedings of the 2018 World Wide Web Conference, pp. 913\u2013922 (2018)","DOI":"10.1145\/3178876.3186139"},{"key":"19_CR9","doi-asserted-by":"crossref","unstructured":"Hoang, C.D., Dinh, Q.V., Tran, N.H.: Aspect-category-opinion-sentiment extraction using generative transformer model. In: 2022 RIVF International Conference on Computing and Communication Technologies (RIVF), pp.\u00a01\u20136 (2022)","DOI":"10.1109\/RIVF55975.2022.10013820"},{"key":"19_CR10","doi-asserted-by":"crossref","unstructured":"Khashabi, D., Chaturvedi, S., Roth, M., Upadhyay, S., Roth, D.: Looking Beyond the Surface: a challenge set for reading comprehension over multiple sentences. In: Proceedings of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL) (2018)","DOI":"10.18653\/v1\/N18-1023"},{"issue":"2","key":"19_CR11","doi-asserted-by":"publisher","first-page":"44","DOI":"10.1145\/3610409.3610412","volume":"23","author":"Y Lee","year":"2023","unstructured":"Lee, Y., Ozer, M., Corman, S.R., Davulcu, H.: Identifying behavioral factors leading to differential polarization effects of adversarial botnets. ACM SIGAPP Appl. Comput. Rev. 23(2), 44\u201356 (2023)","journal-title":"ACM SIGAPP Appl. Comput. Rev."},{"key":"19_CR12","doi-asserted-by":"crossref","unstructured":"Li, X., Bing, L., Zhang, W., Lam, W.: Exploiting BERT for end-to-end aspect-based sentiment analysis. In: Proceedings of the 5th Workshop on Noisy User-generated Text (W-NUT 2019)","DOI":"10.18653\/v1\/D19-5505"},{"key":"19_CR13","doi-asserted-by":"crossref","unstructured":"Mao, Y., Shen, Y., Yu, C., Cai, L.: A joint training dual-MRC framework for aspect based sentiment analysis. In: Proceedings of the AAAI Conference on Artificial Intelligence, vol.\u00a035, pp. 13543\u201313551 (2021)","DOI":"10.1609\/aaai.v35i15.17597"},{"key":"19_CR14","doi-asserted-by":"crossref","unstructured":"Marcacini, R.M., Silva, E.: Aspect-based sentiment analysis using BERT with disentangled attention. In: LatinX in AI at International Conference on Machine Learning 2021 (2021)","DOI":"10.52591\/lxai2021072416"},{"key":"19_CR15","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2022.110150","volume":"260","author":"X Mei","year":"2023","unstructured":"Mei, X., Zhou, Y., Zhu, C., Wu, M., Li, M., Pan, S.: A disentangled linguistic graph model for explainable aspect-based sentiment analysis. Knowl.-Based Syst. 260, 110150 (2023)","journal-title":"Knowl.-Based Syst."},{"key":"19_CR16","doi-asserted-by":"crossref","unstructured":"Mousavi, M., Davulcu, H., Ahmadi, M., Axelrod, R., Davis, R., Atran, S.: Effective messaging on social media: what makes online content go viral? In: Proceedings of the ACM Web Conference 2022, pp. 2957\u20132966 (2022)","DOI":"10.1145\/3485447.3512016"},{"key":"19_CR17","doi-asserted-by":"crossref","unstructured":"Rao, A., Morstatter, F., Lerman, K.: Retweets amplify the echo chamber effect. In: Proceedings of the International Conference on Advances in Social Networks Analysis and Mining. pp. 30\u201337 (2023)","DOI":"10.1145\/3625007.3627485"},{"key":"19_CR18","doi-asserted-by":"crossref","unstructured":"Scaria, K., Gupta, H., Goyal, S., Sawant, S.A., Mishra, S., Baral, C.: InstructABSA: instruction learning for aspect based sentiment analysis. arXiv preprint arXiv:2302.08624 (2023)","DOI":"10.18653\/v1\/2024.naacl-short.63"},{"key":"19_CR19","doi-asserted-by":"crossref","unstructured":"Seckin, O.C., Atalay, A., Otenen, E., Duygu, U., Varol, O.: Mechanisms driving online vaccine debate during the Covid-19 pandemic. Soc. Media+ Soc. 10(1), 20563051241229657 (2024)","DOI":"10.1177\/20563051241229657"},{"key":"19_CR20","doi-asserted-by":"crossref","unstructured":"Torres-Lugo, C., Yang, K.C., Menczer, F.: The manufacture of partisan echo chambers by follow train abuse on twitter. In: Proceedings of the International AAAI Conference on Web and Social Media, vol.\u00a016, pp. 1017\u20131028 (2022)","DOI":"10.1609\/icwsm.v16i1.19354"},{"key":"19_CR21","doi-asserted-by":"crossref","unstructured":"Tsugawa, S., Ohsaki, H.: Negative messages spread rapidly and widely on social media. In: Proceedings of the 2015 ACM on Conference on Online Social Networks, pp. 151\u2013160 (2015)","DOI":"10.1145\/2817946.2817962"},{"key":"19_CR22","doi-asserted-by":"crossref","unstructured":"Xu, L., Chia, Y.K., Bing, L.: Learning span-level interactions for aspect sentiment triplet extraction. arXiv preprint arXiv:2107.12214 (2021)","DOI":"10.18653\/v1\/2021.acl-long.367"},{"key":"19_CR23","doi-asserted-by":"crossref","unstructured":"Yan, H., Dai, J., Qiu, X., Zhang, Z., et\u00a0al.: A unified generative framework for aspect-based sentiment analysis. arXiv preprint arXiv:2106.04300 (2021)","DOI":"10.18653\/v1\/2021.acl-long.188"},{"key":"19_CR24","doi-asserted-by":"crossref","unstructured":"Zhang, W., Li, X., Deng, Y., Bing, L., Lam, W.: A survey on aspect-based sentiment analysis: tasks, methods, and challenges. IEEE Trans. Knowl. Data Eng. (2022)","DOI":"10.1109\/TKDE.2022.3230975"},{"issue":"3","key":"19_CR25","first-page":"991","volume":"8","author":"Y Zhang","year":"2012","unstructured":"Zhang, Y., Wu, Y., Yang, Q.: Community discovery in twitter based on user interests. J. Comput. Inf. Syst. 8(3), 991\u20131000 (2012)","journal-title":"J. Comput. Inf. Syst."}],"container-title":["Lecture Notes in Computer Science","Social Networks Analysis and Mining"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-031-78538-2_19","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,1,24]],"date-time":"2025-01-24T07:29:50Z","timestamp":1737703790000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/978-3-031-78538-2_19"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025]]},"ISBN":["9783031785375","9783031785382"],"references-count":25,"URL":"https:\/\/doi.org\/10.1007\/978-3-031-78538-2_19","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"value":"0302-9743","type":"print"},{"value":"1611-3349","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025]]},"assertion":[{"value":"25 January 2025","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ASONAM","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Advances in Social Networks Analysis and Mining","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Rende","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Italy","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2024","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2 September 2024","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"5 September 2024","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"16","order":9,"name":"conference_number","label":"Conference Number","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"asonam-12024","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"https:\/\/asonam.cpsc.ucalgary.ca\/2024\/","order":11,"name":"conference_url","label":"Conference URL","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}