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 Optimizing Drug Discovery for Breast Cancer in a Laboratory Environment Using Machine Learning Subject The topic of the resource Breast cancer; Deep Learning; Drug discovery; Machine learning models; Personalized medicine Description An account of the resource Breast cancer therapy can be greatly enhanced by the proposed method that combines experimental and computational techniques. Employing a state-of-the-art in vitro system, we evaluated biopsy tissues at different cancer stages, monitoring them for 48 hours. Later on, our investigation involved the application of machine learning models including nae Bayes (NB), artificial neural networks (ANN), random forest (RF), and decision trees (DT). Surprisingly, these models reached high test accuracies - ANN 93.2%, NB 90.4%, DT 87.8%, and RF 85.9%. The dataset's impedance dynamics data provide evidence for treatment efficacy. Therapeutic strategies need to be adjusted for particular patients and their stage of cancer since the results underscore the usefulness of personalized breast cancer therapy. This study will significantly contribute to new tailored treatment options available for breast cancer patients. 2024 IEEE. Creator An entity primarily responsible for making the resource Borkhade G.; Singh J.; Shelke N.A.; Upreti K.; Kuwar V.; Tiwar M. Source A related resource from which the described resource is derived 2024 International Conference on Wireless Communications, Signal Processing and Networking, WiSPNET 2024 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/WiSPNET61464.2024.10532839" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/WiSPNET61464.2024.10532839</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85195136393&amp;doi=10.1109%2FWiSPNET61464.2024.10532839&amp;partnerID=40&amp;md5=7bfe1a2451e5da729c370d3340bde84c" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85195136393&amp;doi=10.1109%2fWiSPNET61464.2024.10532839&amp;partnerID=40&amp;md5=7bfe1a2451e5da729c370d3340bde84c</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 979-835035084-5 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 Borkhade G., Bharati Vidyapeeth College of Engineering, Navi Mumbai, India; Singh J., Alliance School of Advanced Computing, Alliance University, Bangalore, India; Shelke N.A., School of Computer Science Engineering and Technology, Bennett University, Greater Noida, India; Upreti K., CHRIST (Deemed to Be University), Delhi-NCR, Department of Computer Science, Ghaziabad, India; Kuwar V., Dr. D y Patil Vidyapeeth, Centre for Online Learning, Pune, India; Tiwar M., Bharati Vidyapeeth's College of Engineering, Computer Science and Engineering, Delhi, India