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 Impact of Using Partial Gait Energy Images for Human Recognition by Gait Analysis Subject The topic of the resource Behavior biometrics; Convolution neural network; Deep learning; Gait analysis; Gait energy image; Human recognition; Partial GEI; PCA; Random forest; Support vector machine; Upper body GEI Description An account of the resource Gait analysis is a behavioral biometric that classifies human, based on how they walk and other variables involved in the forward movement. In this study, we have attempted to comprehend the significance of the upper portion of the body in gait analysis for human recognition. The data for this study came from the CASIA dataset, which was donated by the Chinese Academy of Sciences Institute of Automation. We began by extracting the gait energy image (GEI) from the dataset and employing principal component analysis to minimize the dimensionality (PCA). For classification, random forest, support vector machine (SVM), and convolution neural network (CNN) algorithms are implemented to recognize the human subjects. This paper provides experimental results to show the accuracy attained when classification is done on GEI of full-body images is higher than the accuracy attained when classification is done on GEI of the lower portion of the body only. It also shows the significance of the GEI of the upper portion of the body. 2023, The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. Creator An entity primarily responsible for making the resource Singh D.; Thomas K.T. Source A related resource from which the described resource is derived Lecture Notes in Electrical Engineering, Vol-947, pp. 175-185. Publisher An entity responsible for making the resource available Springer Science and Business Media Deutschland GmbH 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/10.1007/978-981-19-5936-3_17" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-19-5936-3_17</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85149927205&amp;doi=10.1007%2F978-981-19-5936-3_17&amp;partnerID=40&amp;md5=1883c97bdde84e83c034a7f8857e2b28" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85149927205&amp;doi=10.1007%2f978-981-19-5936-3_17&amp;partnerID=40&amp;md5=1883c97bdde84e83c034a7f8857e2b28</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 18761100; ISBN: 978-981195935-6 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 Singh D., Christ (Deemed to be) University, Pune, India; Thomas K.T., Christ (Deemed to be) University, Pune, India