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 Quantum inspired automatic clustering algorithms: A comparative study of genetic algorithm and bat algorithm Subject The topic of the resource Automatic clustering; Bat algorithm; DB Index; Friedman test; Genetic algorithm; Meta-heuristic algorithm; Quantum computing; Statistical test (t-test) Description An account of the resource This article is intendant to present two automatic clustering techniques of image datasets, based on quantum inspired framework with two different metaheuristic algorithms, viz., Genetic Algorithm (GA) and Bat Algorithm (BA). This work provides two novel techniques to automatically find out the optimum clusters present in images and also provides a comparative study between the Quantum Inspired Genetic Algorithm (QIGA) and Quantum Inspired Bat Algorithm (QIBA). A comparison is also presented between these quantum inspired algorithms with their analogous classical counterparts. During the experiment, it was perceived that the quantum inspired techniques beat their classical techniques. The comparison was prepared based on the mean values of the fitness, standard deviation, standard error of the computed fitness of the cluster validity index and the optimal computational time. Finally, the supremacy of the algorithms was verified in terms of the p-value which was computed by t-test (statistical superiority test) and ranking of the proposed procedures was produced by the Friedman test. During the computation, the betterment of the fitness was judge by a well-known cluster validity index, named, DB index. The experiments were carried out on four Berkeley image and two real life grey scale images. 2020 Walter de Gruyter GmbH, Berlin/Boston. All rights reserved. Creator An entity primarily responsible for making the resource Dey A.; Dey S.; Bhattacharyya S.; Platos J.; Snasel V. Source A related resource from which the described resource is derived Quantum Machine Learning, pp. 89-114. Publisher An entity responsible for making the resource available De Gruyter Date A point or period of time associated with an event in the lifecycle of the resource 2020-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1515/9783110670707-005" target="_blank" rel="noreferrer noopener">https://doi.org/10.1515/9783110670707-005</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85092074044&amp;doi=10.1515%2F9783110670707-005&amp;partnerID=40&amp;md5=7b65320aa74dc818a3d3e18a70a8ddd2" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85092074044&amp;doi=10.1515%2f9783110670707-005&amp;partnerID=40&amp;md5=7b65320aa74dc818a3d3e18a70a8ddd2</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 978-311067070-7; 978-311067072-1 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 Dey A., RCC Institute of Information Technology Kolkata, West Bengal, India; Dey S., Department of Computer Science Sukanta Mahavidyalaya, Sukanta Nagar Dhupguri, Jalpaiguri, West Bengal, India; Bhattacharyya S., Department of Computer Science and Engineering CHRIST (Deemed to be University), Bangalore, India; Platos J., VSB Technical University of Ostrava, Czech Republic; Snasel V., VSB Technical University of Ostrava, Czech Republic