Titlebook: ICT: Applications and Social Interfaces; Proceedings of ICTCS Amit Joshi,Mufti Mahmud,S. Kartik Conference proceedings 2024 The Editor(s) (

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,Machine Learning for Forecasting Depression and Anxiety in University Students,veness of these methods was evaluated based on different standards. The five methods included logistic regression, KNN classification, decision tree classification, random forest, and stacking. A comparison and implementation of these methods revealed that stacking yielded the highest accuracy, predicting 82.20.

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2367-3370 ng and managerial applications. This book contains papers mainly focused on ICT for computation, algorithms and data analytics and IT security. The work is presented in five volumes.978-981-97-0209-1978-981-97-0210-7Series ISSN 2367-3370 Series E-ISSN 2367-3389

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An Edge-Aware Guided Filtering Technique for Multiplicative Noise Reduction in Satellite Images,The simulation outcomes show that the edge-aware guided filtering technique removes speckle noise more effectively than existing methods while conserving edges and minimizing computational complexity.

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,Cheating Detection in Online Exam: A Comprehensive Survey,s analyzed. Subsequently, detection measures for cheating during and after exams have also been discussed. Finally, various prevention measures for cheating have been studied to identify new research challenges in this field.

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