Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Conference Papers Conference Paper Faculty Publications- Conference Papers Dublin Core The Dublin Core metadata element set is common to all Omeka records, including items, files, and collections. For more information see, http://dublincore.org/documents/dces/. Title A name given to the resource Improved tweets in English text classification by LSTM neural network Subject The topic of the resource English tweets; LSTM; Mendeley Data; Neural network; Word2Vec Description An account of the resource This paper analyzes the performance of an LSTM-type neural network in the sentiment analysis task in tweets in English about the COVID-19 pandemic. Primarily, the organization and cleaning a database of tweets about the COVID-19 pandemic is performed. From the original database, two other databases through different discretizations of the polarities of the tweets using Heaviside-type functions are created. Vectorization of tweets using the Word2Vec word embedding technique is carried out. Computational implementations of LSTM neural networks to the context of our research problem are adapted. Analyzes and discussions on the feasibility of the proposed solution taking into account different types of hyperparametric adjustments in the neural network models is carried out. Publicly available databases organized through the Mendeley Data public data repository are used. 2023 IEEE. Creator An entity primarily responsible for making the resource Yashasvi B.N.; Samson Lsaac J.; Raghavendra S.; Tiwari M.; Ananthi K. Source A related resource from which the described resource is derived 2023 1st International Conference on Advances in Electrical, Electronics and Computational Intelligence, ICAEECI 2023 Publisher An entity responsible for making the resource available Institute of Electrical and Electronics Engineers Inc. Date A point or period of time associated with an event in the lifecycle of the resource 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/ICAEECI58247.2023.10370893" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/ICAEECI58247.2023.10370893</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85183557680&amp;doi=10.1109%2FICAEECI58247.2023.10370893&amp;partnerID=40&amp;md5=dbec87fe8b9fff9c18cc6389e2f6ad72" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85183557680&amp;doi=10.1109%2fICAEECI58247.2023.10370893&amp;partnerID=40&amp;md5=dbec87fe8b9fff9c18cc6389e2f6ad72</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835034279-6 Format The file format, physical medium, or dimensions of the resource Online Language A language of the resource English Type The nature or genre of the resource Conference paper Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Yashasvi B.N., R N S Institute of Technology, Bangalore, India; Samson Lsaac J., Karunya Lnstitute of Technology and Sciences, Department of Biomedical Engineering, Tamilnadu, Coimbatore, India; Raghavendra S., Christ Deemed to Be University, Department of Computer Science Engineering, Benguluru, India; Tiwari M., Bharati Vidyapeeth's College of Engineering, Department of Computer Science and Engineering, Delhi, India; Ananthi K., Sri Eshwar College of Engineering, Department of Computer Science and Business Systems, Tamilnadu, Kinathukadavu, India