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 Classifying bipolar personality disorder (bpd) using long short-term memory (lstm) Subject The topic of the resource AUC; Borderline personality disorder (BPD); Gated recurrent unit (GRU); Long short-term memory (LSTM); Recurrent neural network (RNN) Description An account of the resource With the advancement in technology, we are offered new opportunities for long-term monitoring of health conditions. There are a tremendous amount of opportunities in psychiatry where the diagnosis relies on the historical data of patients as well as the states of mood that increase the complexity of distinguishing between bipolar disorder and borderline disorder during diagnosis. This paper is inspired by prior work where the symptoms were treated as a time series phenomenon to classify disorders. This paper introduces a signature-based machine learning model to extract unique temporal pattern that can be attributed as a specific disorder. This model uses sequential nature of data as one of the key features to identify the disorder. The cases of borderline disorder that are either passed down genetically from parents or stem from exposure to intense stress and fear during childhood are discussed in this study. The model is tested with the synthetic signature dataset provided by the Alan Turing Institute in signature-psychiatry repository. The end result has 0.95 AUC which is an improvement over the last result of 0.90 AUC. The Editor(s) (if applicable) and The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd 2021. Creator An entity primarily responsible for making the resource Ghosh S.; Pahuja K.; Jiji J.M.; Puthussery A.; Shukla S.; Unal A. Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-132, pp. 169-176. 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 2021-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-981-15-5309-7_17" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-15-5309-7_17</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85090374616&amp;doi=10.1007%2F978-981-15-5309-7_17&amp;partnerID=40&amp;md5=303ba5d54c6df8cfe82fb5c524005d8e" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85090374616&amp;doi=10.1007%2f978-981-15-5309-7_17&amp;partnerID=40&amp;md5=303ba5d54c6df8cfe82fb5c524005d8e</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 Ghosh S., CHRIST(Deemed to be University), Bengaluru, India; Pahuja K., CHRIST(Deemed to be University), Bengaluru, India; Jiji J.M., CHRIST(Deemed to be University), Bengaluru, India; Puthussery A., CHRIST(Deemed to be University), Bengaluru, India; Shukla S., CHRIST(Deemed to be University), Bengaluru, India; Unal A., Digital Monozukuri, Stanford, United States