{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,15]],"date-time":"2026-06-15T11:59:48Z","timestamp":1781524788318,"version":"3.54.1"},"publisher-location":"New York, New York, USA","reference-count":15,"publisher":"ACM Press","license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1145\/3184558.3191827","type":"proceedings-article","created":{"date-parts":[[2018,4,18]],"date-time":"2018-04-18T18:04:25Z","timestamp":1524074665000},"page":"1961-1966","source":"Crossref","is-referenced-by-count":63,"title":["Aspect-Based Financial Sentiment Analysis using Deep Learning"],"prefix":"10.1145","author":[{"given":"Hitkul","family":"Jangid","sequence":"first","affiliation":[{"name":"IIIT-Delhi, Delhi, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Shivangi","family":"Singhal","sequence":"additional","affiliation":[{"name":"IIIT-Delhi, Delhi, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Rajiv Ratn","family":"Shah","sequence":"additional","affiliation":[{"name":"IIIT-Delhi, Delhi, India"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Roger","family":"Zimmermann","sequence":"additional","affiliation":[{"name":"National University of Singapore, Singapore, Singapore"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"320","reference":[{"key":"key-10.1145\/3184558.3191827-1","doi-asserted-by":"crossref","unstructured":"Piotr Bojanowski, Edouard Grave, Armand Joulin, and Tomas Mikolov. 2016. Enriching Word Vectors with Subword Information. arXiv preprint arXiv:1607.04606 (2016).","DOI":"10.1162\/tacl_a_00051"},{"key":"key-10.1145\/3184558.3191827-2","unstructured":"Jasper Friedrichs Debanjan Mahata, Shubham Gupta. 2017. InfyNLP at SMM4H Task 2: Stacked Ensemble of Shallow Convolutional Neural Networks for Identifying Personal Medication Intake from Twitter. In Proceedings of the Second Workshop on Social Media Mining for Health Applications (SMM4H). Health Language Processing Laboratory; 2017, Vol. 1996. 68--71."},{"key":"key-10.1145\/3184558.3191827-3","unstructured":"CJ Hutto Eric Gilbert. 2014. Vader: A parsimonious rule-based model for sentiment analysis of social media text. In Eighth International Conference on Weblogs and Social Media (ICWSM-14). Available at (20\/04\/16) http:\/\/comp. social. gatech. edu\/papers\/icwsm14. vader. hutto. pdf."},{"key":"key-10.1145\/3184558.3191827-4","doi-asserted-by":"crossref","unstructured":"Fr&#233;deric Godin, Baptist Vandersmissen, Wesley De Neve, and Rik Van de Walle. 2015. Multimedia Lab @ ACL WNUT NER Shared Task: Named Entity Recognition for Twitter Microposts using Distributed Word Representations. In Proceedings of the Workshop on Noisy User-generated Text. 146--153.","DOI":"10.18653\/v1\/W15-4322"},{"key":"key-10.1145\/3184558.3191827-5","doi-asserted-by":"crossref","unstructured":"Soufian Jebbara and Philipp Cimiano. 2016. Aspect-Based Sentiment Analysis Using a Two-Step Neural Network Architecture. In Semantic Web Challenges, Harald Sack, Stefan Dietze, Anna Tordai, and Christoph Lange (Eds.). Springer International Publishing, Cham, 153--167.","DOI":"10.1007\/978-3-319-46565-4_12"},{"key":"key-10.1145\/3184558.3191827-6","unstructured":"Yoon Kim. 2014. Convolutional Neural Networks for Sentence Classification. CoRR abs\/1408.5882 (2014). arXiv:1408.5882 http:\/\/arxiv.org\/abs\/1408.5882"},{"key":"key-10.1145\/3184558.3191827-7","unstructured":"Tomas Mikolov, Ilya Sutskever, Kai Chen, Greg S Corrado, and Jeff Dean. 2013. Distributed Representations of Words and Phrases and their Compositionality. In Advances in Neural Information Processing Systems 26, C. J. C. Burges, L. Bottou, M. Welling, Z. Ghahramani, and K. Q. Weinberger (Eds.). Curran Associates, Inc., 3111--3119. http:\/\/papers.nips.cc\/paper\/ 5021-distributed-representations-of-words-and-phrases-and-their-compositionality. pdf"},{"key":"key-10.1145\/3184558.3191827-8","doi-asserted-by":"crossref","unstructured":"Bo Pang, Lillian Lee, and Shivakumar Vaithyanathan. 2002. Thumbs Up: Sentiment Classification Using Machine Learning Techniques. In Proceedings of the ACL-02 Conference on Empirical Methods in Natural Language Processing - Volume 10 (EMNLP '02). Association for Computational Linguistics, Stroudsburg, PA, USA, 79--86. https:\/\/doi.org\/10.3115\/1118693.1118704","DOI":"10.3115\/1118693.1118704"},{"key":"key-10.1145\/3184558.3191827-9","doi-asserted-by":"crossref","unstructured":"Jeffrey Pennington, Richard Socher, and Christopher D. Manning. 2014. GloVe: Global Vectors for Word Representation. In Empirical Methods in Natural Language Processing (EMNLP). 1532--1543. http:\/\/www.aclweb.org\/anthology\/ D14--1162","DOI":"10.3115\/v1\/D14-1162"},{"key":"key-10.1145\/3184558.3191827-10","doi-asserted-by":"crossref","unstructured":"Soujanya Poria, Erik Cambria, Lun-Wei Ku, Chen Gui, and Alexander Gelbukh. 2014. A rule-based approach to aspect extraction from product reviews. In Proceedings of the second workshop on natural language processing for social media (SocialNLP). 28--37.","DOI":"10.3115\/v1\/W14-5905"},{"key":"key-10.1145\/3184558.3191827-11","doi-asserted-by":"crossref","unstructured":"Rajiv Ratn Shah, Yi Yu, Akshay Verma, Suhua Tang, Anwar Dilawar Shaikh, and Roger Zimmermann. 2016. Leveraging multimodal information for event summarization and concept-level sentiment analysis. Knowledge-Based Systems 108 (2016), 102--109.","DOI":"10.1016\/j.knosys.2016.05.022"},{"key":"key-10.1145\/3184558.3191827-12","unstructured":"Jasper Snoek, Hugo Larochelle, and Ryan P Adams. 2012. Practical bayesian optimization of machine learning algorithms. In Advances in neural information processing systems. 2951--2959."},{"key":"key-10.1145\/3184558.3191827-13","doi-asserted-by":"crossref","unstructured":"Tun Thura Thet, Jin-Cheon Na, and Christopher S.G. Khoo. 2010. Aspect-based Sentiment Analysis of Movie Reviews on Discussion Boards. J. Inf. Sci. 36, 6 (Dec. 2010), 823--848. https:\/\/doi.org\/10.1177\/0165551510388123","DOI":"10.1177\/0165551510388123"},{"key":"key-10.1145\/3184558.3191827-14","unstructured":"Bo Wang and Min Liu. [n. d.]. Deep learning for aspect-based sentiment analysis. ([n. d.])."},{"key":"key-10.1145\/3184558.3191827-15","doi-asserted-by":"crossref","unstructured":"Janyce M. Wiebe, Rebecca F. Bruce, and Thomas P. O'Hara. 1999. Development and Use of a Gold-standard Data Set for Subjectivity Classifications. In Proceedings of the 37th Annual Meeting of the Association for Computational Linguistics on Computational Linguistics (ACL 99). Association for Computational Linguistics, Stroudsburg, PA, USA, 246--253. https:\/\/doi.org\/10.3115\/1034678.1034721","DOI":"10.3115\/1034678.1034721"}],"event":{"name":"Companion of the The Web Conference 2018","location":"Lyon, France","acronym":"WWW '18","number":"2018","sponsor":["IW3C2, International World Wide Web Conference Committee","SIGWEB, ACM Special Interest Group on Hypertext, Hypermedia, and Web"],"start":{"date-parts":[[2018,4,23]]},"end":{"date-parts":[[2018,4,27]]}},"container-title":["Companion of the The Web Conference 2018 on The Web Conference 2018 - WWW '18"],"original-title":[],"link":[{"URL":"https:\/\/dl.acm.org\/doi\/10.1145\/3184558.3191827","content-type":"unspecified","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/dl.acm.org\/ft_gateway.cfm?id=3191827&ftid=1958422&dwn=1","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,6,18]],"date-time":"2025-06-18T01:39:27Z","timestamp":1750210767000},"score":1,"resource":{"primary":{"URL":"http:\/\/dl.acm.org\/citation.cfm?doid=3184558.3191827"}},"subtitle":[],"proceedings-subject":"The Web Conference 2018","short-title":[],"issued":{"date-parts":[[2018]]},"references-count":15,"URL":"https:\/\/doi.org\/10.1145\/3184558.3191827","relation":{},"subject":[],"published":{"date-parts":[[2018]]}}}