Medical Applications of Artificial Intelligence: 1st Edition (Paperback) book cover

Medical Applications of Artificial Intelligence

1st Edition

Edited by Arvin Agah

CRC Press

526 pages | 152 B/W Illus.

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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

Subject Categories

BISAC Subject Codes/Headings:
MED009000
MEDICAL / Biotechnology
SCI008000
SCIENCE / Life Sciences / Biology / General
SCI010000
SCIENCE / Biotechnology