Full Description
This book presents the best papers from the International Conference on Data Science for Computational Security (IDSCS 2025), organized by CHRIST (Deemed to be University), Bangalore, India, from 14-15 November, 2025. This book targets the current research works in the areas of data science, data security, data analytics, artificial intelligence, machine learning, computer vision, algorithm design, computer networking, data mining, big data, text mining, knowledge representation, soft computing, and cloud computing.
Contents
From LSTM to BERT: A Deep Dive into Sentiment Analysis Models.- The Big Data Analysis of Detoured Air Traffic Caused by Military Conflicts in Eastern Europe and Countries of Middle East.- From Zero to RAGs: Balancing Job-NER Performance with Token Cost.- Analysis of Random Forest, CNN, and Bidirectional LSTM for Intrusion Detection on the NSL-KDD dataset.- Adaptive Cyber Risk Management Framework for Critical Infrastructures: Integrating IDS, SOC, and CSIRT for Resilient Threat Mitigation.- Ghost Signals: Ethical RF Adversarial Testing of Consumer Alarm Ecosystems.- Personal Web Observatories for Privacy-First Analytics: A Distributed Architecture for User-Controlled Data, Anonymized Queries, and Resilient Governance.- Transfer Learning-Driven AI Models for Personalized Mental Health Care in Teletherapy.
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