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This book constitutes the proceedings of the 12th International Conference on Big Data Analytics in Astronomy, Science, and Engineering, BDA 2024, which took place in Aizu, Japan during November 26-28, 2024.
The 16 full papers included in this book were carefully reviewed and selected from 90 submissions; the proceedings also include 6 invited papers. The contributions were organized in topical sections as follows: Big Data: analysis and management; data science; big data applications; and information security.
List of contents
Big Data: Analysis and Management.- WireLlama - Agentic Query System for PCAP Analysis.- Schema Transformation from RDBMS to NoSQL using Hypergraph.- HeteroFormer: A Structure Aware Heterogeneous Graph Transformer.- Applying Text Mining to Analyze Human Question Asking in Creativity Research.- Overview of Current Challenges in Multi-Architecture Software Engineering and a Vision for the Future.- Introspecting Policy Documents through Semantic Lenses Of Sustainable Development Goals.- Data Science.- Ensemble Machine Learning and Natural Language Processing Techniques for the Assessment of Depression using Non-Clinical Texts.- Density and Connectivity-based Neighbor Relationship Materialization for Discovering Prevalent Co-location Patterns.- Exoplanet Detection: A Detailed Analysis.- Simulation, Classification, and Classification via Simulation.- Improving Multimodal Sentiment Analysis with Unimodal Pseudo-Label Generation.- The Language of Nuance: Exploring the Limits of Large Language Models in Handling Ambiguity.- Big Data Applications.- Image Caption Generation using Deep Learning.- Hybridization of K-means and Chaotic K-best Gravitational Search Algorithm to solve clustering problems.- Infant Mortality in India: Understanding the problem using Machine Learning lens.- Electricity Demand and Price Forecasting using LSTM for Smart Grid Operations.- Recognizing Selected Features in the News Text.- HPC-CleanSeq: A tool for contamination removal in big RNA-seq datasets.- Information Security.- Data Fortress- File Sharing System Enhancing the Features of Blockchain.- Decentralized Online Examination Platforms Employing Smart Contracts for Security.- MHD Turbulence in a Cylindrical Shearing Box.- AI-Powered Threat Detection.
