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Intelligent decision making system reduction method based on ant colony

A decision-making system and intelligent technology, applied in the field of information processing, can solve problems such as high computational complexity, long search time, and premature convergence, and achieve the effect of parallelism, simple method, and improved time complexity

Inactive Publication Date: 2011-09-14
XIAMEN UNIV OF TECH
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AI Technical Summary

Problems solved by technology

[0004] However, the existing reduction methods have the problems of high computational complexity, long search time and premature convergence

Method used

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  • Intelligent decision making system reduction method based on ant colony
  • Intelligent decision making system reduction method based on ant colony
  • Intelligent decision making system reduction method based on ant colony

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Embodiment Construction

[0025] The following will clearly and completely describe the technical solutions in the embodiments of the present invention with reference to the accompanying drawings in the embodiments of the present invention. Obviously, the described embodiments are only some, not all, embodiments of the present invention. Based on the embodiments of the present invention, all other embodiments obtained by persons of ordinary skill in the art without creative efforts fall within the protection scope of the present invention.

[0026] An embodiment of the present invention provides a method for reducing a decision-making system based on ant colony intelligence, which can quickly and effectively obtain the minimum reduction of attributes in the decision-making system. The details will be described below.

[0027] In a nutshell, it includes the following steps: first obtain the attribute core, start from the attribute core, randomly generate multiple ants, each ant separately finds the attr...

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Abstract

The invention discloses an intelligent decision making system reduction method based on ant colony, Comprising the following steps: (1) solving the attribute core of a decision making system, and initializing mutual information and iteration time; (2) generating k ants, initializing the k ants by the attribute core, and randomly selecting certain attribute for the k ants; (3) calculating heuristic information composed of attribute importance degree and pheromone; (4) selecting next attribute for each ant according to the heuristic information; (5) if the mutual information of the current ant is equal to the initial mutual information, ending the ant, and otherwise turning to (3); (6) obtaining a local solution; and (7) if the mutual information is less than the maximum iteration time or evolutionary trend, obtaining a global solution, outputting a minimum reduction, otherwise updating the pheromone and turning to (2). According to the technical scheme disclosed by the invention, the minimum reduction of the attribute in the decision making system can be quickly and effectively obtained, and information accuracy is effectively improved.

Description

technical field [0001] The invention belongs to the technical field of information processing, and in particular relates to a reduction method of a decision-making system based on ant colony intelligence. Background technique [0002] Decision support system is a computer application system that assists decision makers to make semi-structured or unstructured decisions through human-computer interaction through data, models and knowledge. It is an advanced information management system produced by the development of management information system to a higher level. It provides an environment for decision makers to analyze problems, build models, and simulate decision-making processes and programs, and calls various information resources and analysis tools to help decision makers improve their decision-making level and quality. Decision support systems have been widely used in many industries such as industry, agriculture, and commerce. The decision support system is referred...

Claims

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Application Information

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IPC IPC(8): G06N3/00
Inventor 陈玉明
Owner XIAMEN UNIV OF TECH
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