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What is Evolutionary Computation (EC)

Handbook of Research on ICTs and Management Systems for Improving Efficiency in Healthcare and Social Care
AI field containing techniques that mimic processes from natural evolution and where the main concept is survival of the fittest and death of the weakest.
Published in Chapter:
Challenges and Opportunities of Soft Computing Tools in Health Care Delivery
André S. Fialho (Massachusetts Institute of Technology, USA), Federico Cismondi (Massachusetts Institute of Technology, USA), Susana M. Vieira (Technical University of Lisbon, Portugal), Shane R. Reti (Harvard University, USA), João M. C. Sousa (Technical University of Lisbon, Portugal), and Stan N. Finkelstein (Massachusetts Institute of Technology, USA)
DOI: 10.4018/978-1-4666-3990-4.ch016
Abstract
During the last decade, modern hospitals have witnessed a growth in the amount of information acquired, stored, and retrieved more than ever before. While aimed at helping healthcare personnel in providing care to patients, this high stream of data can also have a negative impact if not delivered in a simple and organized way. In this chapter, the authors explore the current opportunities and challenges that soft computing predictive tools face in healthcare delivery, and they then present an example of how some of these tools may contribute to the decision-making of health care providers for an important critical condition in Intensive Care Units (ICU)—septic shock. Despite current challenges, such as the availability of clean clinical data, accuracy, and interpretability, these systems will likely act to enhance the performance of a human expert and permit healthcare resources to be used more efficiently while maintaining or improving outcomes.
Full Text Chapter Download: US $37.50 Add to Cart
More Results
Challenges and Opportunities of Soft Computing Tools in Health Care Delivery
AI field containing techniques that mimic processes from natural evolution and where the main concept is survival of the fittest and death of the weakest.
Full Text Chapter Download: US $37.50 Add to Cart
Applications of Evolutionary Neural Networks for Sales Forecasting of Fashionable Products
is the optimization procedure which can mimic natural selection and biological evolution. Evolutionary Computation uses iterative progress, such as growth or development in a population. This population is then selected in a guided random search using parallel processing to achieve the desired end. Such processes are often inspired by biological mechanisms of evolution.
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Evolvable Hardware
A research area that consists of computational optimization search methods based on heuristics which imitates nature to find optimized solutions.
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