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 Book Chapter Book Chapter Faculty Publications- Book Chapter 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 Prediction and analysis of financial crises using machine learning Description An account of the resource This study presents a comparative analysis of various machine learning algorithms for credit risk assessment. The algorithms were tested on two credit datasets: German Credit Dataset and Australian Credit Dataset. The performance of the algorithms was evaluated based on several metrics, including sensitivity, specificity, accuracy, F-score, and Kappa. The results showed that the FCPFS-QDNN algorithm outperformed other algorithms in both datasets, achieving high accuracy, sensitivity, specificity, and F-score. On the other hand, the ACO Algorithm and Multilayer Perceptron algorithms were found to perform poorly in both datasets. The findings of this study have significant implications for credit risk assessment in banking and financial institutions. The study recommends the use of the FCPFS-QDNN algorithm for credit risk assessment due to its superior performance compared to other algorithms. 2023, IGI Global. All rights reserved. Creator An entity primarily responsible for making the resource Baranidharan S.; Rathod H.S. Source A related resource from which the described resource is derived Advancement in Business Analytics Tools for Higher Financial Performance, pp. 200-214. Publisher An entity responsible for making the resource available IGI Global 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/10.4018/978-1-6684-8386-2.ch010" target="_blank" rel="noreferrer noopener">https://doi.org/10.4018/978-1-6684-8386-2.ch010</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85171232813&amp;doi=10.4018%2F978-1-6684-8386-2.ch010&amp;partnerID=40&amp;md5=dbcd436022763f602f9498bdd739e493" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85171232813&amp;doi=10.4018%2f978-1-6684-8386-2.ch010&amp;partnerID=40&amp;md5=dbcd436022763f602f9498bdd739e493</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 978-166848388-6; 1668483866; 978-166848386-2 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 Book chapter Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Baranidharan S., CHRIST University (Deemed), India; Rathod H.S., Shri Jairambhai Patel Institute of Business Management, India