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 Forex Analysis on USD to INR Conversion: A Comparative Analysis of Multiple Statistical and Machine Learning Algorithms Subject The topic of the resource Decision Tree; FOREX; KNN; Lasso; Linear Regression; Linear SVR; LSTM; Random Forest; Ridge; RNN; SVR Description An account of the resource Foreign Currency Exchange (FOREX) engages a major role in world economy and the international market. It is a vast study based on determining whether or not to wait, buy or sell on a trading currency pair. The main objective is to predict the future currency prices using historical data in order to make more informed and accurate investment decisions for business traders and monetary market. This work experimented and implements ten machine learning strategies namely Random Forest, Decision Tree, Support vector regressor (SVM), Linear SVM, Linear Regression, Ridge, Lasso, K-Nearest Neighbor (KNN), Recurrent Neural Network (RNN) and Long Short-Term Memory (LSTM) to assess the historical data and help the traders to invest in foreign currency exchange. The dataset used to validate and verify the machine learning algorithms is available in public domain and it is the daily Foreign Currency Exchange price of United States Dollars (USD) to Indian Rupees (INR). The experimented result shows that the Long Short-Term Memory (LSTM) model performs a bit better than the other machine learning models for this particular case. This work straight away does not reject the other methods it rather needs more experimental analysis with other models that has changed architecture and different dataset. 2024 IEEE. Creator An entity primarily responsible for making the resource Fatima A.; Sarangi P.K.; Sahoo A.K.; Dutta M.; Nayak S.R.; Sinha D. Source A related resource from which the described resource is derived Proceedings of the 14th International Conference on Cloud Computing, Data Science and Engineering, Confluence 2024, pp. 870-875. 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 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/Confluence60223.2024.10463476" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/Confluence60223.2024.10463476</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85190260132&amp;doi=10.1109%2FConfluence60223.2024.10463476&amp;partnerID=40&amp;md5=6bb2c8d3282cf716395742b0f55dc97a" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85190260132&amp;doi=10.1109%2fConfluence60223.2024.10463476&amp;partnerID=40&amp;md5=6bb2c8d3282cf716395742b0f55dc97a</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835034483-7 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 Fatima A., Chitkara University Institute of Engineering &amp; Technology, Chitkara University, Punjab, India; Sarangi P.K., Chitkara University School of Engineering &amp; Technology, Chitkara University, Himachal Pradesh, India; Sahoo A.K., Graphic Era Hill University, Dehradun, India; Dutta M., Chitkara University Institute of Engineering &amp; Technology, Chitkara University, Punjab, India; Nayak S.R., School of Computer Engineering, Kiit Deemed to Be University, Odisha, Bhubaneswar, 751024, India; Sinha D., Christ (Deemed to Be University), Delhi NCR, India