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Product details:
- ISBN-10 : 3030496651
- ISBN-13 : 978-3030496654
- Author:
The rapid and continuous growth in the amount of available medical information and the variety of multimodal content has created demand for a fast and reliable technology capable of processing data and delivering results in a user-friendly manner, whenever and wherever the information is needed. Multimodal acquisition systems, AI-powered applications, and biocybernetic support for medical procedures, physiotherapy and prevention have opened up exciting new avenues in terms of optimizing the healthcare system for the benefit of patients. This book presents a comprehensive study on the latest advances in medical data science and gathers carefully selected articles written by respected experts on information technology. Pursuing an interdisciplinary approach and addressing both theoretical and applied aspects, it chiefly focuses on:
Artificial Intelligence
Image Analysis
Sound and Motion in Physiotherapy and Physioprevention
Modeling and Simulation
Medical Data Analysis
Given its scope, the book offers a valuable reference tool for all scientists who deal with problems of designing and implementing information processing tools employed in systems that assist in patient diagnosis and treatment, as well as students who want to learn more about the latest innovations in quantitative medical data analysis, data mining, and artificial intelligence.
Table of contents:
Part I. Artificial Intelligence
Deep Learning Approach to Subepidermal Low Echogenic Band Segmentation in High Frequency Ultrasound
A Review of Clustering Methods in Microorganism Image Analysis
MRFU-Net: A Multiple Receptive Field U-Net for Environmental Microorganism Image Segmentation
Deep Learning Approach to Automated Segmentation of Tongue in Camera Images for Computer-Aided Speech Diagnosis
Part II. Image Analysis
3-D Tissue Image Reconstruction from Digitized Serial Histologic Sections to Visualize Small Tumor Nests in Lung Adenocarcinomas
The Influence of Age on Morphometric and Textural Vertebrae Features in Lateral Cervical Spine Radiographs
Evaluation of Shape from Shading Surface Reconstruction Quality for Liver Phantom
Pancreas and Duodenum—Automated Organ Segmentation
Evaluation of the Effect of a PCL/nanoSiO Implant on Bone Tissue Regeneration Using X-ray Micro-Computed Tomography
Part III. Sound and Motion in Physiotherapy and Physioprevention
Effect of Various Types of Metro-Rhythmic Stimulations on the Variability of Gait Frequency
Cross-Modal Music-Emotion Retrieval Using DeepCCA
Computer-Based Analysis of Spontaneous Infant Activity: A Pilot Study
Behavioral and Physiological Profile Analysis While Exercising—Case Study
Psychophysiological State Changes Assesment Based on Thermal Face Image—Preliminary Results
Application of Original System to Support Specialist Physiotherapy D4S in Correction of Postural Defects as Compared to Other Methods—A Review
Methods of Therapy of Scoliosis and Technical Functionalities of DISC4SPINE (D4S) Diagnostic and Therapeutic System
Methods for Assessing the Subject’s Multidimensional Psychophysiological State in Terms of Proper Rehabilitation
Multimodal Signal Acquisition for Pain Assessment in Physiotherapy
Classification of Heat-Induced Pain Using Physiological Signals
Part IV. Modeling and Simulation
Flow in a Myocardial Bridge Region of a Coronary Artery—Experimental Rig and Numerical Model
Numerical Model of the Aortic Valve Implanted Within Real Human Aorta
Establishment of an In-Silico Model for Simulation of Dehydration Process in Human Skin to Compare Output Parameter with Clinical Study
SAR Evaluation in Human Head Models with Cochlear Implant Near PIFA Antenna Inside a Railway Vehicle
Part V. Medical Data Analysis
Methods Supporting the Understanding of Structural Information by Blind People and Selected Aspects of Their Evaluation
Videoplethysmographic Measurements of Pulse Wave Velocity and Pulse Transit Time
Biomechanical Methods of Validating Animations
One ‘Stop Smoking’ to Take Away, Please! A Preliminary Evaluation of an AAT Mobile App
The Classifier Algorithm for Recognition of Basic Driving Scenarios
Monitoring Temperature-Related Hazards Using Mobile Devices and a Thermal Camera
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