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Full Description
This book constitutes the proceedings of the 12th Annual International Conference on Information Management and Big Data, SIMBig 2025, held in Lima, Peru, during October 29-31, 2025.
The 36 full papers and 1 short paper included in this book were carefully reviewed and selected from 101 submissions. SIMBig 2025 introduced innovative approaches for analyzing and handling datasets as well as new methods based on Artificial Intelligence (AI), Data Science, Machine Learning, Natural Language Processing, Semantic Web, Data-driven Software Engineering, Health Informatics, and more.
Contents
.- Set of Guidelines for the Development of a Web-Based Assistant Focused on the Creation of Dubbing Scripts.
.- ASSIST: A Multi-Agentic Framework for Human-Computer Inter action in Cultural Heritage Settings.
.- Geometric goodness-of-fit measure for interval-valued data.
.- Multi-Objective Optimization for Strategic Shelter Placement: Case Study of Lima's Earthquake Preparedness.
.- Solving the Qubit Transmission Problem with Biologically Inspired Neural Networks and Reinforcement Learning.
.- Horoyah: A Knowledge Graph-based Framework for Election Mon itoring in Low and Middle-Income Countries.
.- Semantic Similarity Analysis of Theses Using Sentence Embeddings and Knowledge Graphs.
.- Measuring Healthcare Accessibility through Clustering Techniques and Multi-Layer Network Analysis.
.- Intelligent query system for consumer protection regulations in Per'u using hierarchical vector databases.
.- Faithfulness and Relevance in Stable Normative Domains: A Com parative Analysis of CAG vs. RAG.
.- BERT-Based Approach for Quechua Dialect Identification.
.- Quechua Speech Synthesizers.
.- Quechua Speech Datasets in Common Voice: The Case of Puno Quechua.
.- Detecting explicit content in Spotify song lyrics using natural lan guage processing techniques.
.- Spam Detection in YouTube Comments Using a Multinomial Naive Bayes Classifier.
.- Prompt Engineering in Spanish for Improving Sexism Detection in Tweets.
.- Beyond Benchmark Accuracy: Evaluation of Ab Initio miRNA De tection Models with Genomic Screening Consideration.
.- Drug repurposing for rare diseases: A novel knowledge graph ex plainable approach to identify drug candidates.
.- Computational Prediction of Intracellular Signaling Behavior via
Machine Learning.
.- MeSH Concept Relevance and Knowledge Evolution: A Data-driven Perspective.
.- Fine-Tuning of Small Language Models for Ecological Monitoring: A Comparative Analysis Based on Perplexity.
.- A Variance-Invariance Approach to Better Word Embeddings.
.- Multimodal Sign Language Model.
.- Implementation of Intelligent User Interfaces and Their Impact on Software Quality: A Systematic Mapping Study.
.- Semantic search for financial products using embeddings and pgvec tor.
.- Automatic Debate Generation for Spanish Educational Podcasts using LLMs.
.- When One Size Doesn't Fit All: A Study on Intrinsic Iterative Self Correction in LLMs for Hallucination Control.
.- Clustering Spatiotemporal Patterns of Infrastructure Investment in Ecuador: A Cantonal-Level Analysis (2008-2022).
.- Where Is the Research Heading? A Text Mining Analysis of Inter national Business Publications in Per.
.- Clustering Analysis of Student Satisfaction-Performance Relation ships in Higher Education Using Large-Scale Educational Data.
.- Predictive Airfare Analysis Based on Machine Learning Models.
.- Mobile App for Detecting Work-Related Stress Using Acoustic Biomarkers and Machine Learning.
.- Evaluation of machine learning algorithms to estimate the preva lence of anemia in children at the district level in Peru.
.- Socioeconomic Factors Associated with Depression in Peru: A Ma chine Learning-Based Study Using ENDES 2016-2023.
.- Conjecture extraction for proof autoformalization.
.- Counting Avocados in Orchard Videos Using a YOLO and BoT SORT-Based Architecture.
.- Guidelines for Designing Mobile Applications for Comprehensive Support of Stomach Cancer Patients in Lima: Medical and Spiri tual Assistance.
