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 Articles Article Faculty Publications -Articles 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 Acute Leukemia Subtype Recognition in Blood Smear Images with Machine Learning Subject The topic of the resource Acute Leukemia; cell analysis; Image processing; Leukemia Classification; Segmentation Description An account of the resource Acute leukemia is a swiftly progressing blood cancer affecting white blood cells which poses a significant threat to the immune system and often leads to fatal outcomes if not detected and treated promptly. The current manual diagnostic method, being time-consuming and prone to errors, necessitates an urgent shift toward a comprehensive automated system. This paper presents an innovative approach to automatically identify acute leukemia cells and their subtypes by analyzing microscopic blood smear images. The proposed methodology involves the segmentation of clustered lymphocytes, isolation of nuclei, and extraction of diverse features from each nucleus. A random forest classifier is then trained to categorize nuclei into healthy or cancerous, with further precision in classifying cancerous nuclei into specific subtypes. The method achieves an impressive 97% accuracy across all evaluations, holding profound implications for pathologists and medical practitioners in their decision-making processes. 2024, J.J. Strossmayer University of Osijek, Faculty of Electrical Engineering, Computer Science and Information Technology. All rights reserved. Creator An entity primarily responsible for making the resource Patil A.P.; Hiremath M. Source A related resource from which the described resource is derived International Journal of Electrical and Computer Engineering Systems, Vol-15, No. 7, pp. 563-570. Publisher An entity responsible for making the resource available J.J. Strossmayer University of Osijek , Faculty of Electrical Engineering, Computer Science and Information Technology 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/10.32985/ijeces.15.7.2" target="_blank" rel="noreferrer noopener">https://doi.org/10.32985/ijeces.15.7.2</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85199139463&amp;doi=10.32985%2Fijeces.15.7.2&amp;partnerID=40&amp;md5=9bd641d0c97f8c41adb4912167c1d886" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85199139463&amp;doi=10.32985%2fijeces.15.7.2&amp;partnerID=40&amp;md5=9bd641d0c97f8c41adb4912167c1d886</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 18476996 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 Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Patil A.P., Department of Computer Science, CHRIST (Deemed to be University), Bengaluru, India; Hiremath M., Department of Computer Science, CHRIST (Deemed to be University), Bengaluru, India