Stock Price Prediction via Sentiment Analysis on News Corpora

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dc.contributor.author Al Watchi Al Hayek, Maher
dc.date.accessioned 2022-06-15T08:31:50Z
dc.date.available 2022-06-15T08:31:50Z
dc.date.copyright 2021 en_US
dc.date.issued 2021-08-14
dc.identifier.uri http://hdl.handle.net/10725/13675
dc.description.abstract The notion of stock market gains is an enticing one. For researchers, however, succeeding in developing a system that can predict market movements can be in and of itself an even more rewarding feat. With the rise of arti cial intelligence in general, and machine learning-based sentiment analysis in particular, the dream of stock market prediction has never been closer to our grasp. By leveraging the massive amounts of news data being cranked out daily, we can gauge the market mood via sentiment analysis techniques. We develop a novel version of the random forest classi er infused with the powers of collocation and concordance, both of which borrowed from the eld of linguistics. Our experimental analysis yields insightful and impressive results compared to other works in the literature. Our novel model achieves a whopping 85% accuracy in predicting stock movements. en_US
dc.language.iso en en_US
dc.subject Stocks -- Prices en_US
dc.subject Stock price forecasting en_US
dc.subject Artificial intelligence en_US
dc.subject Machine learning en_US
dc.subject Lebanese American University -- Dissertations en_US
dc.subject Dissertations, Academic en_US
dc.title Stock Price Prediction via Sentiment Analysis on News Corpora en_US
dc.type Thesis en_US
dc.term.submitted Summer en_US
dc.author.degree MS in Computer Science en_US
dc.author.school SAS en_US
dc.author.idnumber 201402278 en_US
dc.author.commembers Haraty, Ramzi
dc.author.commembers Khachan, Victor
dc.author.department N/A en_US
dc.description.physdesc 1 online resource (ix, 41 leaves): ill. (some col.) en_US
dc.author.advisor Abu-Khzam, Faisal
dc.keywords Sentiment Analysis en_US
dc.keywords Machine Learning en_US
dc.keywords Deep Learning en_US
dc.keywords Financial Forecasting en_US
dc.keywords Natural Language Processing en_US
dc.keywords Financial Corpora en_US
dc.description.bibliographiccitations Bibliography: leaf 37-41. en_US
dc.identifier.doi https://doi.org/10.26756/th.2022.237
dc.author.email maher.alwatchialhayek@lau.edu.lb en_US
dc.identifier.tou http://libraries.lau.edu.lb/research/laur/terms-of-use/thesis.php en_US
dc.publisher.institution Lebanese American University en_US
dc.author.affiliation Lebanese American University en_US

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