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 Hyperspectral Image Classification Using Denoised Stacked Auto Encoder-Based Restricted Boltzmann Machine Classifier Subject The topic of the resource Hyperspectral images; Noise; PyTorch; Restricted Boltzmann Machine; Stacked Auto Encoder Description An account of the resource This paper proposes a novel solution using an improved Stacked Auto Encoder (SAE) to deal with the problem of parametric instability associated with the classification of hyperspectral images from an extensive training set. The improved SAE reduces classification errors and discrepancies present within the individual classes. The data augmentation process resolves such constraints, where several images are produced during training by adding noises with various noise levels over an input HSI image. Further, this helps in increasing the difference between multiple classes of a training set. The improved SAE classifies HSI images using the principle of Denoising via Restricted Boltzmann Machine (RBM). This model ambiguously operates on selected bands through various band selection models. Such pre-processing, i.e., band selection, enables the classifier to eliminate noise from these bands to produce higher accuracy results. The simulation is conducted in PyTorch to validate the proposed deep DSAE-RBM under different noisy environments with various noise levels. The simulation results show that the proposed deep DSAE-RBM achieves a maximal classification rate of 92.62% without noise and 77.47% in the presence of noise. 2023, The Author(s), under exclusive license to Springer Nature Switzerland AG. Creator An entity primarily responsible for making the resource Yuvaraj N.; Praghash K.; Arshath Raja R.; Chidambaram S.; Shreecharan D. Source A related resource from which the described resource is derived Lecture Notes in Networks and Systems, Vol-647 LNNS, pp. 213-221. 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 2023-01-01 Identifier An unambiguous reference to the resource within a given context <a href="https://doi.org/10.1007/978-3-031-27409-1_19" target="_blank" rel="noreferrer noopener">https://doi.org/10.1007/978-3-031-27409-1_19</a> <br /><br /><a href="https://www.scopus.com/inward/record.uri?eid=2-s2.0-85163373120&amp;doi=10.1007%2F978-3-031-27409-1_19&amp;partnerID=40&amp;md5=d42d9a7616a39e7fb0ec6c5ccf499c4e" target="_blank" rel="noreferrer noopener">https://www.scopus.com/inward/record.uri?eid=2-s2.0-85163373120&amp;doi=10.1007%2f978-3-031-27409-1_19&amp;partnerID=40&amp;md5=d42d9a7616a39e7fb0ec6c5ccf499c4e</a> Rights Information about rights held in and over the resource Restricted Access Relation A related resource ISSN: 23673370; ISBN: 978-303127408-4 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 Yuvaraj N., Research and Publications, ICT Academy, IIT Madras Research Park, Chennai, India; Praghash K., Department of Electronics and Communication Engineering, CHRIST University, Bengaluru, India; Arshath Raja R., Research and Publications, ICT Academy, IIT Madras Research Park, Chennai, India; Chidambaram S., Department of Electronics and Communication Engineering, CHRIST University, Bengaluru, India; Shreecharan D., Department of Electronics and Communication Engineering, CHRIST University, Bengaluru, India