A Comparison of Exact and Heuristic Approaches to Capital
Authors | |
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Year of publication | 2009 |
Type | Article in Periodical |
Magazine / Source | International Journal of Business, Economics, Finance and Management |
MU Faculty or unit | |
Citation | |
Web | http://www.waset.ac.nz/journals/ijbefms/v1.php |
Field | Economy |
Keywords | Capital budgeting; knapsack problem; GAMS; heuristic method; genetic algorithm |
Description | This paper summarizes and compares approaches to solving the knapsack problem and its known application in capital budgeting. The first approach uses deterministic methods and can be applied to small-size tasks with a single constraint. We can also apply commercial software systems such as the GAMS modelling systém. However, because of NP-completeness of the problem, more complex problem instances must be solved by means of heuristic techniques to achieve an approximation of the exact solution in a reasonable amount of time. We show the problem representation and aparameter settings for a genetic algorithm framework. |