Medical Applications of Artificial Intelligence  book cover
1st Edition

Medical Applications of Artificial Intelligence

Edited By

Arvin Agah

ISBN 9781138072275
Published December 18, 2017 by CRC Press
526 Pages 152 B/W Illustrations

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Book Description

Enhanced, more reliable, and better understood than in the past, artificial intelligence (AI) systems can make providing healthcare more accurate, affordable, accessible, consistent, and efficient. However, AI technologies have not been as well integrated into medicine as predicted. In order to succeed, medical and computational scientists must develop hybrid systems that can effectively and efficiently integrate the experience of medical care professionals with capabilities of AI systems.

After providing a general overview of artificial intelligence concepts, tools, and techniques, Medical Applications of Artificial Intelligence reviews the research, focusing on state-of-the-art projects in the field. The book captures the breadth and depth of the medical applications of artificial intelligence, exploring new developments and persistent challenges.

Table of Contents

Introduction to Medical Applications of Artificial Intelligence
Arvin Agah
Overview of Artificial Intelligence
David O. Johnson
An Overview of Prominent Machine Learning and Data Mining Methods with Example Applications to the Medical Domain
Christopher M. Gifford
Introduction to Computational Intelligence Techniques and Areas of Their Applications in Medicine
Ali Niknejad and Dobrila Petrovic
Satisficing or the Right Information at the Right Time: Artificial Intelligence and Information Retrieval, a Comparative Study in Medicine and Law
Paul Thompson
Soft Tissue Characterization Using Genetic Algorithm
Yongmin Zhong, Yashar Madjidi, Bijan Shirinzadeh, Julian Smith, and Chengfan Gu
An Investigation on Support Vector Machines and Wavelet Transform in Electroencephalogram Signal Classification
Clodoaldo A. M. Lima, Renata C. B. Madeo, Sarajane Marques Peres, and Marcio Eisencraft
Building Naïve Bayes Classifiers with High-Dimensional and Small-Sized Data Sets
Lin Liu and Jiuyong Li
Predicting Toxicity of Chemicals Computationally
Meenakshi Mishra, Jun Huan, and Brian Potetz
Cancer Prediction Methodology Using an Enhanced Artificial Neural Network–Based Classifier and Dominant Gene Expression
Manaswini Pradhan and Ranjit Kumar Sahu
A System for Melanoma Diagnosis Based on Data Mining
Jerzy W. Grzymala-Busse, Zdzislaw S. Hippe, and Lukasz Piatek
Implementation and Optimization of a Method for Retinal Layer Extraction and Reconstruction in Optical Coherence Tomography Images
Marcos Ortega Hortas, Ana González López, Manuel Gonzalez Penedo, and Pablo Charlón Cardeñoso
Deep Learning for the Semiautomated Analysis of Pap Smears
Kriti Chakdar and Brian Potetz
A Penalized Fuzzy Clustering Algorithm with its Application in Magnetic Resonance Image Segmentation
Wen-Liang Hung and Miin-Shen Yang
Uncertainty, Safety, and Performance: A Generalizable Approach to Risk- Based (Therapeutic) Decision Making
J. Geoffrey Chase, Balazs Benyo, Thomas Desaive, Liam Fisk, Jennifer L. Dickson, Sophie Penning, Matthew K. Signal, Attila Illyes, Noeimi Szabo-Nemedi, and Geoffrey M. Shaw
Clinical Decision Support in Medicine: A Survey of Current State-of-the-Art Implementations, Best Practices, and Gaps
Sylvia Tidwell Scheuring, Wanda Larson, Jerome Scheuring, and Thomas Harlan
Fuzzy Naïve Bayesian Approach for Medical Decision Support
Kavishwar Wagholikar and Ashok Deshpande
Approaches for Establishing Methodologies in Metabolomic Studies for Clinical Diagnostics
Daniel J. Peirano, Alexander A. Aksenov, Alberto Pasamontes, and Cristina E. Davis
A Comparison of Seven Discretization Techniques Used for Rule Induction from Data on the Lazy Eye Vision Disorder
Patrick G. Clark, Jerzy W. Grzymala-Busse, and Gerhard W. Cibis
A Crash Introduction to Ambient Assisted Living
Manuel Fernández-Carmona and Cristina Urdiales
Intelligent Light Therapy for Older Adults: Ambient Assisted Living
Joost van Hoof, Eveline J.M. Wouters, Björn Schräder, Harold T.G. Weffers, Mariëlle P.J. Aarts, Myriam B.C. Aries, and Adriana C. Westerlaken
Context Awareness for Medical Applications
Nathalie Bricon-Souf and Emmanuel Conchon
Natural Language Processing in Medicine
Rui Zhang, Yan Wang, and Genevieve B. Melton
Intelligent Personal Health Record
Gang Luo, Selena B. Thomas, and Chunqiang Tang
Application of Artificial Intelligence in Minimally Invasive Surgery and Artificial Palpation
Siamak Najarian and Pedram Pahlavan
Wearable Behavior Navigation Systems for First-Aid Assistance
Eimei Oyama, Norifumi Watanabe, Naoji Shiroma, and Takashi Omori
Artificial Intelligence Approaches for Drug Safety Surveillance and Analysis
Mei Liu, Yong Hu, Michael E. Matheny, Lian Duan, and Hua Xu
Artificial Intelligence Resources: Publications and Tools
Arvin Agah

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