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 Discovering patterns using feature selection techniques and correlation Subject The topic of the resource Applications; Augmented frequency; Correlation similarity; Feature selection; TF-IDF Description An account of the resource Term Frequency and inverse document frequency is reported to have a significant contribution for various text categorization, document clustering and many other text mining related tasks. A collection of the applications and the enhancements of the Term Frequency and Inverse Document Frequency based document representation technique is examined in this work. The document representation algorithm is essential in the field of text - script mining. In this algorithm, unstructured data is converted into a vector space model where each related document is considered as a point in the vector space. Related documents come in proximity to the other related documents while the documents that are very far away from being coherent remain different from each other. In this paper, four feature selection techniques are implemented to discover the patterns from a repository of unstructured data by using correlation similarity measure. Analysis and comparison with other existing technique is also included. The validation of the patterns formed is performed by using silhouette values. Experiments are conducted to compare performance. Results indicate that TDMp1 performance is poor compared to others. Springer Nature Switzerland AG 2020. Creator An entity primarily responsible for making the resource Goswami M.; Purkayastha B.S. Source A related resource from which the described resource is derived Lecture Notes on Data Engineering and Communications Technologies, Vol-46, pp. 824-831. 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 2020-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-3-030-38040-3_94" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-3-030-38040-3_94</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85083463908&amp;doi=10.1007%2F978-3-030-38040-3_94&amp;partnerID=40&amp;md5=df09fb1270a0a9ce6285f7f86e97ae11" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85083463908&amp;doi=10.1007%2f978-3-030-38040-3_94&amp;partnerID=40&amp;md5=df09fb1270a0a9ce6285f7f86e97ae11</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23674512 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 Goswami M., CHRIST (Deemed to be University), Bangalore, 560074, India, Assam University, Silchar, Assam, India; Purkayastha B.S., Assam University, Silchar, Assam, India