DocumentCode :
3144905
Title :
The development of a short-term liquidity decision model via protocol analysis and probabilistic neural networks
Author :
Li, Sheng-Tun ; Shue, Li-Yen ; Shiue, Weissor
Author_Institution :
Nat. Kaohsiung First Univ. of Sci & Technol., Taiwan
fYear :
2000
fDate :
4-7 Jan. 2000
Abstract :
A scheme for building a decision model of short-term liquidity analysis from domain experts is presented, which combines the features of both a process tracing approach and an output analysis approach. The scheme consists of process tracing, output analysis and a model review component. The process-tracing component applies concurrent verbal protocol analysis to build an initial decision model by tracing through decision procedures from domain experts. The output analysis component applies a probabilistic neural network to build a decision model based on the predictions of the initial model. The model review component investigates the cases where the predictions of the two models differ, and feeds the findings back to the process-tracing component for further improvement. This scheme retains the explanation capability of the protocol analysis, and, at the same time, provides an opportunity for researchers to rectify some of the inherent problems associated with it.
Keywords :
decision support systems; explanation; financial data processing; inference mechanisms; neural nets; probability; protocols; uncertainty handling; concurrent verbal protocol analysis; decision procedures; domain experts; explanation capability; model review component; output analysis; probabilistic neural network; process tracing; short-term liquidity decision model; Decision making; Expert systems; Fuzzy neural networks; Fuzzy sets; Fuzzy systems; Hybrid intelligent systems; Information analysis; Neural networks; Predictive models; Protocols;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
System Sciences, 2000. Proceedings of the 33rd Annual Hawaii International Conference on
Print_ISBN :
0-7695-0493-0
Type :
conf
DOI :
10.1109/HICSS.2000.926652
Filename :
926652
Link To Document :
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