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 Dimensionality reduction based on the classifier models: Performance Issues in the prediction of Lung cancer Subject The topic of the resource Artificial Neural Network; classifier; Dimensionality reduction; Lung cancer Description An account of the resource Dimensionality reduction is an essential feature to reduce the complexity of the computations in the large data set environment. When handling large quantum of medical data set, as in the case like, Lung cancer prediction, based on symptoms and Risk factors, number of attributes/ dimensions pose a major challenge. Here in this study an attempt is made to compare the performance of the attribute selection models prior and after applying the classifier models. A total of 16 classifier models are chosen, which are based on statistical, rule based, logic based and artificial Neural network approaches. Feature set selection and ranking of attributes are done based on individual models. Confusion matrix of the models before and after dimensionality reduction is computed. Based on the confusion matrix result the models are compared and based on the performance optimal model is chosen. It is found that Multi-layer perceptron based artificial neural network model gives better performance compared to other approaches. 2012 IEEE. Creator An entity primarily responsible for making the resource Balachandran K.; Anitha R. Source A related resource from which the described resource is derived 2012 CSI 6th International Conference on Software Engineering, CONSEG 2012 Date A point or period of time associated with an event in the lifecycle of the resource 2012-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1109/CONSEG.2012.6349511" target="_blank" rel="noreferrer noopener">https://doi.org/10.1109/CONSEG.2012.6349511</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-84870822856&amp;doi=10.1109%2FCONSEG.2012.6349511&amp;partnerID=40&amp;md5=b6e563fb8bab4d08e137adae04963a6f" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-84870822856&amp;doi=10.1109%2fCONSEG.2012.6349511&amp;partnerID=40&amp;md5=b6e563fb8bab4d08e137adae04963a6f</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISBN: 978-146732174-7 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 Balachandran K., Computer Science and Engineering Department, Christ University, Bangalore, Karnataka, India; Anitha R., KSR College of Technology, Tirunchengodu, Tamil Nadu, India