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Titlebook: Intelligent Systems; Proceedings of SCIS Amit Sheth,Amit Sinhal,Amit Kumar Pandey Conference proceedings 2021 The Editor(s) (if applicable

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A Comparison of the Best Fitness Functions for Software Defect Prediction in Object-Oriented Applicch predicted dataset. The results are validated using tenfold cross-validation. Much attention has also been paid that the results are proven to be significant by using the Friedman test. The final results contribute towards the selection of better fitness functions for PSO in future defect or change prediction studies.
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2524-7565 rs and practitioners in academia and industryThis book contains the latest computational intelligence methodologies and applications. This book is a collection of selected papers presented at International Conference on Sustainable Computing and Intelligent Systems (SCIS 2021), held in Jaipur, India
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Performance Analysis of Sigmoid and Relu Activation Functions in Deep Neural Network,een done with a total number of ten iterations. The defined model is a multiclass network model having ten output classes, so that softmax activation is used in the output layer, which performs well with multiclass classification.
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Identifying Tumor by Segmentation of Brain Images Using Combinatory Approach of Convolutional Neuraosis and proved better than when compared with similar dataset handled by FCM clustering algorithm and rough set. Our model gives the average accuracy 94.83%, precision value 0.96916, Recall value 0.98 and F–Measure value 0.97.
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New Center Folding Strategy Encoding for Reversible Data Hiding in Dual Stego Images,sing the intensity reconstruction process. Finally, the decimal intensity values are transformed to binary to estimate the secret image. The performance evaluation of the proposed dual stego reversible data hiding (RDH) was done using the factors such as peak signal-to-noise ratio (PSNR) and embedding rate.
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Role of Privacy Concern and Control to Build Trust in Personalized Social Networking Sites,ns, control of users in trust building, and positive behavioral intentions toward social networking sites. The model fit result shows a good fit for the proposed model which further can be used in personalization design and implementation strategies in social networking sites.
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Role and Significance of Internet of Things in Combating COVID-19: A Study,r various ways are discussed in which IoT devices and applications contribute to combat COVID-19. This study has focused on various technological attempts of IoT, proposed or applied to fight against this disease till now. This study will also provide future directions for handling any pandemic or disaster.
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