Title :
Modeling Stock Analysts´ Decision Making: An Intelligent Decision Support System
Author_Institution :
Dept. of Comput. & Inf. Sci., Towson Univ., Towson, MD, USA
Abstract :
It is well known that security analysis is a time-consuming and error-prone process. However, it can be improved or enhanced considerably by automated reasoning. Efforts to reduce the inaccuracy and incorrectness of analyses and to enhance the confidence levels of stock selection have led to the development of an intelligent decision support system called Trade Expert, which assists, not replaces, portfolio managers. Trade Expert assumes the role of a hypothetical securities analyst capable of analyzing stocks, calling market turns, and making recommendations. It has a knowledge base of stock trading expertise, and a case base of past episodes and consequences of decisions. By combining knowledge-based problem solving with case-based reasoning and fuzzy inference, Trade Expert demonstrates forms of intelligent behavior not yet observed in traditional decision support systems and expert systems. The novelty of this research lies in its application to analogical reasoning, fuzzy reasoning, and knowledge-based decision making.
Keywords :
case-based reasoning; decision making; decision support systems; expert systems; fuzzy reasoning; investment; problem solving; securities trading; analogical reasoning; automated reasoning; case-based reasoning; confidence levels; expert systems; fuzzy inference; fuzzy reasoning; intelligent behavior; intelligent decision support system; knowledge-based decision making; knowledge-based problem solving; market turns; portfolio managers; security analysis; stock analysts decision making; stock selection; stock trading expertise; stocks analysis; trade expert; Cognition; Decision support systems; Expert systems; Investment; Market research; Security; Analogical Reasoning and Knowledge-based systems; Decision Support System;
Conference_Titel :
Software Engineering, Artificial Intelligence, Networking and Parallel/Distributed Computing (SNPD), 2013 14th ACIS International Conference on
Conference_Location :
Honolulu, HI
DOI :
10.1109/SNPD.2013.71