Machine Learning Methods in Biomedical Field : Computer-Aided Diagnostics, Healthcare and Biology Applications
Journal
Studies in Computational Intelligence
ISSN
1860-949X
Publisher
Springer Nature Switzerland
Date Issued
2026
Author(s)
Gomez-Coronel, Sandra L.
Renza Torres, Diego
Type
book
Abstract
This book provides an in-depth exploration of machine learning techniques and their biomedical applications, particularly in developing intelligent computer-aided diagnostic systems, creating groundbreaking healthcare technologies, uncovering novel biological applications, and fostering sustainable health solutions.
Integrating artificial intelligence, mathematical modeling, and emergent systems, this book highlights the profound impact of these advanced tools in not only enhancing problem-solving within the biomedical field but also in catalyzing the development of novel solutions. This book is a valuable resource for readers interested in understanding the revolutionary impact of novel machine learning methodologies on the biomedical landscape. Furthermore, it offers a blend of theory and practical applications for those interested in biomedical education and training, biology, medicine, and sustainable health development. ©The authors ©Springer.
Integrating artificial intelligence, mathematical modeling, and emergent systems, this book highlights the profound impact of these advanced tools in not only enhancing problem-solving within the biomedical field but also in catalyzing the development of novel solutions. This book is a valuable resource for readers interested in understanding the revolutionary impact of novel machine learning methodologies on the biomedical landscape. Furthermore, it offers a blend of theory and practical applications for those interested in biomedical education and training, biology, medicine, and sustainable health development. ©The authors ©Springer.
Subjects
License
Acceso Restringido
How to cite
Machine Learning Methods in Biomedical Field. (2026). In E. Moya-Albor, H. Ponce, J. Brieva, S. L. Gomez-Coronel, & D. R. Torres (Eds.), Studies in Computational Intelligence. Springer Nature Switzerland. https://doi.org/10.1007/978-3-031-96328-5
Table of contents
Computer-Aided Diagnostics Systems -- Edge-Enhanced Knowledge Distillation System for Diabetic Retinopathy Lesions Computer-Aided Diagnosis / Alberto Lopez-Figueroa, Sebastian Jacome-Herrera, Ernesto Moya-Albor, Diego Renza, and Jorge Brieva -- Development of a Mobile Application for Dermatological Diagnosis Using Image Recognition: The DermAware Case Study / Luis Cedillo-Maldonado, Iñaki Sigüenza-Noriega, Sara Rocio Miranda-Mateos, Lorenzo Reinoso-Fuentes, Mauricio Pérez-Aguirre, Daisy Escobar-Castillejos, and David Escobar-Castillejos -- Measuring the Diameter of Coronary Arteries via Skeletonization Using a U-Net Architecture / Hiram Efraín Orocio-García, Erick Franco-Gaona, Ivan Cruz-Aceves, Arturo Hernández-Aguirre, and Claire Chalopin -- Deep Belief Networks for Efficient Macular Edema Detection in Retinal Fundus Images / Rafael A. García-Ramírez, Ulises A. Gonzalez-Valadez, Ivan Cruz-Aceves, Arturo Hernández-Aguirre, Gloria P. Trujillo-Sánchez, Sergio E. Solorio-Meza, and Martha A. Hernandez-González -- Automatic Spatial Localization of Coronary Stenosis in X-Ray Angiograms Using Deep Learning / Ulises A. Gonzalez-Valadez, Rafael A. García-Ramírez, Ivan Cruz-Aceves, Martha A. Hernandez-González, and Sergio E. Solorio-Meza -- Deep Learning for Pediatric Right Ventricle Segmentation in Echocardiography: Challenges and Strategies / Stan He, Faith Zhu, Rakhika Kumar, Wei Hui, Mariella Vargas-Gutierrez, Luc Mertens, and Lauren Erdman -- Challenges and Advances in Digital Processing of Fetal Phonocardiography Signal: A Review / Ernesto Moya-Albor, Jorge Brieva, Sandra L. Gomez-Coronel, and Diego Renza -- Implications of Model Loss and Configuration for Sparse Histological Segmentation / Sixten Heekin, Oscar Lopez-Nunez, Julia Smith, Nicholas Denson, Lee Denson, Alexander Miethke, Margaret H. Collins, Jonathan Dillman, Emily Miraldi, J. Matthew Kofron, Jasbir Dhaliwal, and Lauren Erdman -- Healthcare Support and Patient Care Metaheuristic Strategy in Automatic Robotics Navigation for Patient Care in Hospitals / Irvine J. Monroy-Rueda, Ernesto Moya-Albor, Jorge Brieva, and Hiram Ponce -- Orthosis Control Based on Electromyographic Signals and Machine Learning / Andrés Escobedo-Gordillo, Fernando Díaz, Jesús Villa, Miguel Sepúlveda, Sebastián García-Casas, Ximena Villanueva, Jorge Brieva, Ernesto Moya-Albor, and Hiram Ponce -- Internet of Medical Things Focused on Home Hospitalization for Diagnostic and Monitoring Support / Leonardo Juan Ramirez Lopez, Norman Eduardo Jaimes Salazar, and Julian Andres Duarte Suarez -- Automatic Robotics Medication Delivery System: The ANDIS Case Study / Pablo Carbajal, Ethan Cobb, César Hernández, Alfredo Mejía, Lucía Menchaca, Arturo Murillo, Ernesto Moya-Albor, Hiram Ponce, and Jorge Brieva -- Making Better Medical Decisions Using Machine Learning: A Bayesian Model / Antonia Terán-Bustamante and Antonieta Martínez-Velasco -- Determining the Influence of Socioeconomic and Clinical Factors in Diabetes in the Mexican Population Using Machine Learning Techniques / Antonieta Martínez-Velasco and Antonia Terán-Bustamante -- Biomedical Applications and Sustainable Development in Health Sphonic: Development of a Mobile Application Using AI and AR for Learning Biomedical Concepts / Daisy Escobar-Castillejos, Enrique Ulises Báez Gómez Tagle, Fernando Mauricio Chavarría-Reyes, Iñaki Sigüenza-Noriega, Iván Cruz-Ledesma, Hector Miguel Elizondo-Estrada, and David Escobar-Castillejos -- A Case Study on Pigmentation of Marine Species in Captivity and a Possible Application of AI to Marine Biomedical Research / Apolinar Santamaria Miranda, Marco Antonio Acevedo Mosqueda, Sandra L. Gomez-Coronel, Maria Elena Acevedo Mosqueda, and Juan Pablo Apun Molina -- Ligand-Based Virtual Screening Workflow for Antimalarial Repositioning from Known Drugs and Chemical Libraries / Yanetsy Machado-Tugores, Alfredo Meneses-Marcel, Yovani Marrero-Ponce, Felix Martinez-Rios, Ana Cristina Aguilar, Enrique Teran, Vicente J. Arán, José A. Escario García-Trevijano, and Alicia Gómez-Barrio -- Redefining Care: Hospitals’ Pivotal Role in Sustainable Development / Isabel Joaquina Niembro-García and Osvaldo Francisco Magaña Ocaña Cutting-Edge Technologies: Driving Sustainability in Hospital Operations / Osvaldo Francisco Magaña Ocaña and Isabel Joaquina Niembro-García.