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 Articles Article Faculty Publications -Articles 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 Channel Selection Using Stochastic Diffusion Search Algorithm for Classification in Brain-Computer Interface Subject The topic of the resource -Channel selection; Adaboost; Classification and Regression Tree (CART); Common Spatial Pattern (CSP); K-Nearest Neighbor (KNN); Naive Bayes (NB); Stochastic Diffusion Search (SDS) Description An account of the resource Utilization of the Brain-Computer Interfaces (BCI) is done via Electroencephalogram (EEG) signals that provide several environmental interactions among individuals having restricted movements owing to neurodegenerative diseases or strokes. However, the BCI system was based on Motor Imagery (MI). It was not used for any form of real-life application owing to a decrease in the performance of various Common Spatial Pattern (CSP) algorithms, especially while the actual number of channels was high. A multi-channel structure of such EEG signals can increase cost and bring down speed. Due to this, a reduction in the system cost by the detection of active electrodes during the process can increase accessibility. This way, optimization techniques in choosing electrodes can be used to determine other effective channels by employing a method of random selection. For this work, a Stochastic Diffusion Search (SDS) algorithm based on herd optimization techniques was used with four different classifiers, which were the AdaBoost, the Classification and Regression Tree (CART), the Naive Bayes (NB) as well as the K-Nearest Neighbor (KNN). The channels that were chosen frequently were determined to improve the system performance with regard to accuracy and speed. The results proved that the approach proposed was successful in bringing down the channel number and run time without affecting the accuracy of classification. 2024 Seventh Sense Research Group. Creator An entity primarily responsible for making the resource Subramanian S.C.; Daniel D. Source A related resource from which the described resource is derived SSRG International Journal of Electronics and Communication Engineering, Vol-11, No. 9, pp. 56-63. Publisher An entity responsible for making the resource available Seventh Sense Research Group 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/10.14445/23488549/IJECE-V11I9P106" target="_blank" rel="noreferrer noopener">https://doi.org/10.14445/23488549/IJECE-V11I9P106</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85206493942&amp;doi=10.14445%2F23488549%2FIJECE-V11I9P106&amp;partnerID=40&amp;md5=ce4b1e315433b70614a001dc57bfb4c4" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85206493942&amp;doi=10.14445%2f23488549%2fIJECE-V11I9P106&amp;partnerID=40&amp;md5=ce4b1e315433b70614a001dc57bfb4c4</a> Rights Information about rights held in and over the resource All Open Access; Gold Open Access Relation A related resource ISSN: 23488549 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 Article Coverage The spatial or temporal topic of the resource, the spatial applicability of the resource, or the jurisdiction under which the resource is relevant Subramanian S.C., Department of Computer Science and Engineering, School of Engineering and Technology, CHRIST(Deemed to be University), Karnataka, Bengaluru, India; Daniel D., Department of Computer Science and Engineering, School of Engineering and Technology, CHRIST(Deemed to be University), Karnataka, Bengaluru, India