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 Label-Based Feature Classification Model for Extracting Information with Dynamic Load Balancing Subject The topic of the resource Big data information extraction; Classification and dimensionality of data; LFCM model Description An account of the resource Efficient extraction of information from various sources is very tedious. Achieving this requires very sophisticated feature classification model and ability of the system to adapt to changing environments of data and its random distributions with an efficient use of computational resources. Label-based feature classification model (LFCM) with dynamic load balancing is proposed to address an efficient model to extract information in data set. This technique is effective in data analysis to discover the new feature set. Label approach incorporates unique label concept and it avoids any data duplication using labels. Each data sample is assigned to only one label to improve the accuracy and effectiveness of the retrieval process. Based on the data relevancy and specific features that can be extracted using proposed algorithm, classification model and semantic representation of data in vector form minimizes the data loss, and dimensionality reduction plays a vital role in building an efficient model. Various graphs and results obtained from the experiments show an improvement of information extraction using this proposed labeled LFCM approach. This approach brings lots of real time challenges that are handled to bring accuracy factor as the main focus in this proposed system. Both classification and extraction uses different model to obtain the intended results. The Author(s), under exclusive license to Springer Nature Singapore Pte Ltd. 2024. Creator An entity primarily responsible for making the resource Swamy C.M.; Babu T.M.R.; Kumar M.S.V.; Vinodha D.; Kiran B. Source A related resource from which the described resource is derived Lecture Notes in Electrical Engineering, Vol-1259 LNEE, pp. 21-33. 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 2024-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-981-97-7592-7_2" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-981-97-7592-7_2</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85211934061&amp;doi=10.1007%2F978-981-97-7592-7_2&amp;partnerID=40&amp;md5=f0064364a2aeb39ab26f1876b49de945" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85211934061&amp;doi=10.1007%2f978-981-97-7592-7_2&amp;partnerID=40&amp;md5=f0064364a2aeb39ab26f1876b49de945</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 18761100; ISBN: 978-981977591-0 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 Swamy C.M., School of Engineering and Technology, Christ University, Bengaluru, India; Babu T.M.R., PES College of Engineering, Mandya, India; Kumar M.S.V., Maharaha Institute of Technology, Mysore, India; Vinodha D., School of Engineering and Technology, Christ University, Bengaluru, India; Kiran B., ATME College of Engineering, Mysore, India