國立虎尾科技大學 |

Information management and big data = 11th annual International Conference, SIMBig 2024, Ilo, Peru, November 20-22, 2024 : proceedings /

紀錄類型:	書目-語言資料,印刷品 : Monograph/item
正題名/作者:	Information management and big data/ edited by Juan Antonio Lossio-Ventura ... [et al.].
其他題名:	11th annual International Conference, SIMBig 2024, Ilo, Peru, November 20-22, 2024 : proceedings /
其他題名:	SIMBig 2024
其他作者:	Lossio-Ventura, Juan Antonio.
團體作者:	Workshop on the Preservation of Stability under Discretization
出版者:	Cham :Springer Nature Switzerland : : 2025.,
面頁冊數:	xviii, 418 p. :ill. (chiefly color), digital ; : 24 cm.;
Contained By:	Springer Nature eBook
標題:	Computer Imaging, Vision, Pattern Recognition and Graphics. -
電子資源:	https://doi.org/10.1007/978-3-031-91428-7
ISBN:	9783031914287

Information management and big data = 11th annual International Conference, SIMBig 2024, Ilo, Peru, November 20-22, 2024 : proceedings /
Information management and big data11th annual International Conference, SIMBig 2024, Ilo, Peru, November 20-22, 2024 : proceedings /[electronic resource] :SIMBig 2024edited by Juan Antonio Lossio-Ventura ... [et al.]. - Cham :Springer Nature Switzerland :2025. - xviii, 418 p. :ill. (chiefly color), digital ;24 cm. - Communications in computer and information science,24961865-0937 ;. - Communications in computer and information science ;311..

Machine Learning and Deep Learning -- Preserving Hidden Hierarchical Structure: Poincaré Distance for Enhanced Genomic Sequence Analysis -- EPIC: Enhancing Privacy through Iterative Collaboration -- DWFL: Enhancing Federated Learning through Dynamic Weighted Averaging -- An Scoping Review: Explainable Deep Learning Approach for Automated Sismo-Volcanic Event Classification -- Machine Learning Algorithms for Predicting Student Dropout in Engineering Programs -- A Deep Learning Model for Ingredient and Meal Quantity Estimation in Type 2 Diabetes Care -- Parallel Multi-objective Evolutionary Algorithms: A Systematic Literature Review -- Application of Multilayer Perceptron: Analysis of Socioeconomic Factors of Poverty in Peru -- Predicting Shear Strength at the Joint of a Beam and a Column Using Supervised Learning and Multivariate Neural Networks -- Prediction of Maximum Rainfall for Early warning of Heavy Rainfall with Multivariable Long-term Memory Networks and Temporal Transformers -- Electricity Demand Time Series Benchmark -- Natural Language Processing -- Leveraging LLMs for Enhanced Personality Trait Classification -- Comparison of Neural Network Models for the Implementation of a Chatbot in the University Admission Process -- Enhancing Academic Profiling with Advanced NLP Techniques: SBERT + KeyBERT -- Making an Under-Resourced Language Available on the Wikidata Knowledge Graph: Quechua Language -- Enhancing BERT Classification by Increasing Training Corpus Using Paraphrasing -- Transformer GPT-2 Model for Code Prediction in Machine Learning Projects -- Small Electra for Hate: A Transformer Lightweight Approach to Hate Text Classification -- Mining of Social Networks and Online Platforms -- Predictive Model Applying Sentiment Analysis on Tweets to Determine the Behavior of the Cryptocurrency Bitcoin -- ThreatGram 101 - Extreme Telegram Replies Data with Threat Levels -- A Comparison of Classication Algorithms for Disaster Tweets -- Explainable Sentiment Analysis on Restaurant Reviews using an Evolutionary Algorithm -- Signal and Image Processing -- Spanish Historical Handwritten Text Recognition with Deep Learning -- Methodological Approach for the Development of a Mountain Glacier Dataset Using Satellite Imagery for Deep Learning Applications -- An Efficient Automatic Classification Hybrid Model to Identify Images of Commercial Starchy Corn -- Hybrid Quantum Model for Brain Tumor Classification -- Safycash: Mobile Application for Authentic Banknote Detection Using Image Processing Libraries and Convolutional Neural Networks -- Development of 1D-CNN Methods for Classifying Pediatric Epilepsy through EEG Signals.

This book constitutes the proceedings of the 11th Annual International Conference on Information Management and Big Data, SIMBig 2024, held in Ilo, Peru, during November 20-22, 2024. The 27 full papers and 1 short paper included in this book were carefully reviewed and selected from 102 submissions. They were organized in topical sections as follows: machine learning and deep learning; natural language processing; mining of social networks and online platforms; and signal and image processing.

ISBN: 9783031914287

Standard No.: 10.1007/978-3-031-91428-7doiSubjects--Topical Terms:

671334
Computer Imaging, Vision, Pattern Recognition and Graphics.

LC Class. No.: QA76.9.B45

Dewey Class. No.: 005.7

Information management and big data = 11th annual International Conference, SIMBig 2024, Ilo, Peru, November 20-22, 2024 : proceedings /
LDR:04378nam a2200349 a 4500 001 1161842
003 DE-He213
005 20250518130240.0
006 m d
007 cr nn 008maaau
008 251029s2025 sz s 0 eng d
020 $a 9783031914287 $q (electronic bk.)
020 $a 9783031914270 $q (paper)
024 7 $a 10.1007/978-3-031-91428-7 $2 doi
035 $a 978-3-031-91428-7
040 $a GP $c GP
041 0 $a eng
050 4 $a QA76.9.B45
072 7 $a UKN $2 bicssc
072 7 $a COM043000 $2 bisacsh
072 7 $a UKN $2 thema
082 0 4 $a 005.7 $2 23
090 $a QA76.9.B45 $b S588 2024
111 2 $a Workshop on the Preservation of Stability under Discretization $d (2001 : $c Fort Collins, Colo.) $3 527686
245 1 0 $a Information management and big data $h [electronic resource] : $b 11th annual International Conference, SIMBig 2024, Ilo, Peru, November 20-22, 2024 : proceedings / $c edited by Juan Antonio Lossio-Ventura ... [et al.].
246 3 $a SIMBig 2024
260 $a Cham : $c 2025. $b Springer Nature Switzerland : $b Imprint: Springer,
300 $a xviii, 418 p. : $b ill. (chiefly color), digital ; $c 24 cm.
490 1 $a Communications in computer and information science, $x 1865-0937 ; $v 2496
505 0 $a Machine Learning and Deep Learning -- Preserving Hidden Hierarchical Structure: Poincaré Distance for Enhanced Genomic Sequence Analysis -- EPIC: Enhancing Privacy through Iterative Collaboration -- DWFL: Enhancing Federated Learning through Dynamic Weighted Averaging -- An Scoping Review: Explainable Deep Learning Approach for Automated Sismo-Volcanic Event Classification -- Machine Learning Algorithms for Predicting Student Dropout in Engineering Programs -- A Deep Learning Model for Ingredient and Meal Quantity Estimation in Type 2 Diabetes Care -- Parallel Multi-objective Evolutionary Algorithms: A Systematic Literature Review -- Application of Multilayer Perceptron: Analysis of Socioeconomic Factors of Poverty in Peru -- Predicting Shear Strength at the Joint of a Beam and a Column Using Supervised Learning and Multivariate Neural Networks -- Prediction of Maximum Rainfall for Early warning of Heavy Rainfall with Multivariable Long-term Memory Networks and Temporal Transformers -- Electricity Demand Time Series Benchmark -- Natural Language Processing -- Leveraging LLMs for Enhanced Personality Trait Classification -- Comparison of Neural Network Models for the Implementation of a Chatbot in the University Admission Process -- Enhancing Academic Profiling with Advanced NLP Techniques: SBERT + KeyBERT -- Making an Under-Resourced Language Available on the Wikidata Knowledge Graph: Quechua Language -- Enhancing BERT Classification by Increasing Training Corpus Using Paraphrasing -- Transformer GPT-2 Model for Code Prediction in Machine Learning Projects -- Small Electra for Hate: A Transformer Lightweight Approach to Hate Text Classification -- Mining of Social Networks and Online Platforms -- Predictive Model Applying Sentiment Analysis on Tweets to Determine the Behavior of the Cryptocurrency Bitcoin -- ThreatGram 101 - Extreme Telegram Replies Data with Threat Levels -- A Comparison of Classication Algorithms for Disaster Tweets -- Explainable Sentiment Analysis on Restaurant Reviews using an Evolutionary Algorithm -- Signal and Image Processing -- Spanish Historical Handwritten Text Recognition with Deep Learning -- Methodological Approach for the Development of a Mountain Glacier Dataset Using Satellite Imagery for Deep Learning Applications -- An Efficient Automatic Classification Hybrid Model to Identify Images of Commercial Starchy Corn -- Hybrid Quantum Model for Brain Tumor Classification -- Safycash: Mobile Application for Authentic Banknote Detection Using Image Processing Libraries and Convolutional Neural Networks -- Development of 1D-CNN Methods for Classifying Pediatric Epilepsy through EEG Signals.
520 $a This book constitutes the proceedings of the 11th Annual International Conference on Information Management and Big Data, SIMBig 2024, held in Ilo, Peru, during November 20-22, 2024. The 27 full papers and 1 short paper included in this book were carefully reviewed and selected from 102 submissions. They were organized in topical sections as follows: machine learning and deep learning; natural language processing; mining of social networks and online platforms; and signal and image processing.
650 2 4 $a Computer Imaging, Vision, Pattern Recognition and Graphics. $3 671334
650 2 4 $a Computer Application in Social and Behavioral Sciences. $3 1365738
650 2 4 $a Computers and Education. $3 669806
650 2 4 $a Artificial Intelligence. $3 646849
650 2 4 $a Computer Engineering and Networks. $3 1365733
650 1 4 $a Computer Communication Networks. $3 669310
650 0 $a Big data $v Congresses. $3 882536
650 0 $a Information technology $v Congresses. $3 574487 $3 727347
700 1 $a Lossio-Ventura, Juan Antonio. $3 1139655
710 2 $a SpringerLink (Online service) $3 593884
773 0 $t Springer Nature eBook
830 0 $a Communications in computer and information science ; $v 311. $3 881211
856 4 0 $u https://doi.org/10.1007/978-3-031-91428-7
950 $a Computer Science (SpringerNature-11645)