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 Activity Classifier: A Novel Approach Using Naive Bayes Classification Subject The topic of the resource Acceleration sensor; Activity classifier; Bluetooth Low Energy; Internet of Things; Naive Bayes Classification Description An account of the resource Activity movements have been recognized in various applications for elderly needs, athletes activities measurements and various fields of real time environments. In this paper, a novel idea has been proposed for the classification of some of the day to day activities like walking, running, fall forward, fall backward etc. All the movements are captured using a Light Blue Bean device incorporated with a Bluetooth module and a tri-axial acceleration sensor. The acceleration sensor continuously reads the activities of a person and the Arduino is designed to continuously read the values of the sensor that works in collaboration with a mobile phone or computer. For the effective classification of a persons activity correctly, Nae Bayes Classifier is used. The entire Arduino along with acceleration sensor can be easily attached to the foot of a person right at the beginning of the user starts performing any activity. For the evaluation purpose, mainly four protocols are considered like walking, running, falling in the forward direction and falling in the backward direction. Initially five healthy adults were taken for the sample test. The results obtained are consistent in the various test cases and the device showed an overall accuracy of 90.67%. Springer Nature Switzerland AG 2020. Creator An entity primarily responsible for making the resource Muneeswari G.; Daniel D.; Natarajan K. Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-98, pp. 323-330. Publisher An entity responsible for making the resource available Springer 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/10.1007/978-3-030-33846-6_37" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-3-030-33846-6_37</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85075080097&amp;doi=10.1007%2F978-3-030-33846-6_37&amp;partnerID=40&amp;md5=6019c7f61c91efdb22d828bcb8514b79" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85075080097&amp;doi=10.1007%2f978-3-030-33846-6_37&amp;partnerID=40&amp;md5=6019c7f61c91efdb22d828bcb8514b79</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23673370 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 Muneeswari G., Department of CSE, Faculty of Engineering, Christ (Deemed to be) University, Bangalore, India; Daniel D., Department of CSE, Faculty of Engineering, Christ (Deemed to be) University, Bangalore, India; Natarajan K., Department of CSE, Faculty of Engineering, Christ (Deemed to be) University, Bangalore, India