Machine Learning in Bio-Signal Analysis and Diagnostic Imaging Machine Learning in Bio-Signal Analysis and Diagnostic Imaging

Machine Learning in Bio-Signal Analysis and Diagnostic Imaging

Nilanjan Dey PhD and Others
    • 154,99 €
    • 154,99 €

Publisher Description

Machine Learning in Bio-Signal Analysis and Diagnostic Imaging presents original research on the advanced analysis and classification techniques of biomedical signals and images that cover both supervised and unsupervised machine learning models, standards, algorithms, and their applications, along with the difficulties and challenges faced by healthcare professionals in analyzing biomedical signals and diagnostic images. These intelligent recommender systems are designed based on machine learning, soft computing, computer vision, artificial intelligence and data mining techniques. Classification and clustering techniques, such as PCA, SVM, techniques, Naive Bayes, Neural Network, Decision trees, and Association Rule Mining are among the approaches presented.

The design of high accuracy decision support systems assists and eases the job of healthcare practitioners and suits a variety of applications. Integrating Machine Learning (ML) technology with human visual psychometrics helps to meet the demands of radiologists in improving the efficiency and quality of diagnosis in dealing with unique and complex diseases in real time by reducing human errors and allowing fast and rigorous analysis. The book's target audience includes professors and students in biomedical engineering and medical schools, researchers and engineers. Examines a variety of machine learning techniques applied to bio-signal analysis and diagnostic imaging Discusses various methods of using intelligent systems based on machine learning, soft computing, computer vision, artificial intelligence and data mining Covers the most recent research on machine learning in imaging analysis and includes applications to a number of domains

GENRE
Science & Nature
RELEASED
2018
30 November
LANGUAGE
EN
English
LENGTH
345
Pages
PUBLISHER
Elsevier Science
SIZE
63.8
MB

More Books by Nilanjan Dey PhD, Surekha Borra, Amira S. Ashour & Fuqian Shi

Magnetic Resonance Imaging (Enhanced Edition) Magnetic Resonance Imaging (Enhanced Edition)
2022
Biomedical Sensors and Smart Sensing Biomedical Sensors and Smart Sensing
2022
Applications of Big Data in Healthcare Applications of Big Data in Healthcare
2021
Applied Speech Processing Applied Speech Processing
2021
Deep Learning for Data Analytics Deep Learning for Data Analytics
2020
Compressive Sensing in Healthcare Compressive Sensing in Healthcare
2020