Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Machine Learning Assisted Evolutionary Multi- and Many- Objective Optimization

Machine Learning Assisted Evolutionary Multi- and Many- Objective Optimization

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9789819920952
Condition
New
Product Description

This book focuses on machine learning (ML) assisted evolutionary multi- and many-objective optimization (EMO). EMO algorithms, namely EMOAs, iteratively evolve a set of solutions towards a good Pareto Front approximation. The availability of multiple solution sets over successive generations makes EMOAs amenable to application of ML for different pursuits. Recognizing the immense potential for ML-based enhancements in the EMO domain, this book intends to serve as an exclusive resource for both domain novices and the experienced researchers and practitioners. To achieve this goal, the book first covers the foundations of optimization, including problem and algorithm types. Then, well-structured chapters present some of the key studies on ML-based enhancements in the EMO domain, systematically addressing important aspects. These include learning to understand the problem structure, converge better, diversify better, simultaneously converge and diversify better, and analyze the Pareto Front. In doing so, this book broadly summarizes the literature, beginning with foundational work on innovization (2003) and objective reduction (2006), and extending to the most recently proposed innovized progress operators (2021-23). It also highlights the utility of ML interventions in the search, post-optimality, and decision-making phases pertaining to the use of EMOAs. Finally, this book shares insightful perspectives on the future potential for ML based enhancements in the EMOA domain. To aid readers, the book includes working codes for the developed algorithms. This book will not only strengthen this emergent theme but also encourage ML researchers to develop more efficient and scalable methods that cater to the requirements of the EMOA domain. It serves as an inspiration for further research and applications at the synergistic intersection of EMOA and ML domains.

Available Colors
Available Sizes
1 Offer Price Range: $139.00 - $139.00
BEST PRICE

Single Product Purchase

$139.00
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$139.00 $139.00

$139.00
See Site In stock Visit Store

Similar Products

Mehrsprachigkeit und Akteur*innenschaft

$74.99

Standardization: A Business Approach to the Role of National Standardization Organizations

$249.99

On the Ecology of Coenobita Clypeatus in Curaao

$54.99

Brain and Mind

$79.99

The Child in Contemporary Latin American Cinema

$109.00

Scientific Discovery, Logic, and Rationality

$219.99

Kooperation und Praxiskompetenz

$74.99

Long Term Socio-Ecological Research

$169.99

Diagnosis of Mycobacterium

$109.99

Geoenvironmental Engineering

$219.99

Chinese Democracy and Elite Thinking

$54.99

Numerical Data Fitting in Dynamical Systems

$329.99

Everyday Boundaries, Borders and Post Conflict Societies

$54.99

The Reputation Economy

$64.99

Building the WNBA

$129.99

Arterial Chemoreceptors in Physiology and Pathophysiology

$84.99

Introduction to Optimization Theory in a Hilbert Space

$74.99

Politische Komplexitt, Governance von Innovationen und Policy-Netzwerke

$69.99

Algorithmic Decision Making with Python Resources

$69.99

Advanced REIT Portfolio Optimization

$39.99

Stdtische Mega-Projekte in China

$119.99

The Magic School Bus Explores the Senses

$6.74

Kurzlehrbuch Planung

$69.95

Has Man a Future?

$109.99

Absorptionsspektroskopie im Ultravioletten und sichtbaren Spektralbereich

$59.99

Folate and Human Development

$169.99

New Technologies, Artificial Intelligence and Smart Data

$79.99

Representations of Peace and Conflict

$54.99

Doctoral Education: Research-Based Strategies for Doctoral Students, Supervisors and Administrators

$109.99

Geometry, Spinors and Applications

$109.99

Darstellung und quantitative Behandlung stochastischer Ablufe mit Hilfe graphentheoretischer Method

$59.99

Kommunales Nachhaltigkeitsmanagement

$69.99

Technikpolitik angesichts der Umweltkatastrophe

$59.99

Inszenierungen von Weiblichkeit

$49.99

Reviews of Environmental Contamination and Toxicology 187

$109.99

CSR und Logistik

$59.99

The Third Rome, 1922-43

$119.00

Fundamentals of Power Electronics

$89.00

Druggable Lipid Signaling Pathways

$129.00

E-Training Practices for Professional Organizations

$84.99