Computational Intelligence Paradigms in Economic and Financial Decision Making

ISBN-13: 9783319214399 / Angielski / Twarda / 2015 / 172 str.

Marina Resta

Opis

The book focuses on a set of cutting-edge research techniques, highlighting the potential of soft computing tools in the analysis of economic and financial phenomena and in providing support for the decision-making process. In the first part the textbook presents a comprehensive and self-contained introduction to the field of self-organizing maps, elastic maps and social network analysis tools and provides necessary background material on the topic, including a discussion of more recent developments in the field. In the second part the focus is on practical applications, with particular attention paid to budgeting problems, market simulations, and decision-making processes, and on how such problems can be effectively managed by developing proper methods to automatically detect certain patterns. The book offers a valuable resource for both students and practitioners with an introductory-level college math background.

Spis treści

Yet another introduction to Self–Organizing Maps.- Networks analysis and beyond.- Elastic Maps.- SOM variants for the simulation of market price modeling.- Elastic Maps to define the risk profile of financial investments.- Hubs and communities of financial assets with enhanced Self Organizing Maps.- Financial landscapes of health care providers.- Using SOM for mortality projection.