Agents Based Data Mining and Decision Support System

被引：0

作者：

Parshutin, Serge ^{[1
]}

Borisov, Arkady ^{[1
]}

机构：

[1] Riga Tech Univ, Inst Informat Technol, LV-1658 Riga, Latvia

来源：

AGENTS AND DATA MINING INTERACTION | 2009年 / 5680卷

关键词：

Software Agents; Data Mining; Decision Support; Forecasting Transition Points;

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

Production planning is the main aspect for a manufacturer affecting an income of a company. Correct production planning policy, chosen for the right product at the right moment in the product life cycle (PLC), lessens production, storing and other related costs. This arises such problems to be solved as defining the present a PLC phase of a product as also determining a transition point - a moment of time (period), when the PLC phase is changed. The paper presents the Agents Based Data Mining and Decision Support system, meant for supporting a production manager in his/her production planning decisions. The developed system is based on the analysis of historical demand for products and on the information about transitions between phases in life cycles of those products. The architecture of the developed system is presented as also an analysis of testing on the real-world data results is given.

引用

页码：36 / 49

页数：14

共 17 条

[1]

[Anonymous], 2001, P 1 SIAM INT C DAT M

[2]

[Anonymous], 2006, Introduction to Data Mining

[3]

[Anonymous], 2003, Data Mining: Introductory and Advanced Topics

[4]

[Anonymous], 2011, Pei. data mining concepts and techniques

[5]

Athanasiadis I. N., 2004, Management of Environmental Quality, V15, P238, DOI 10.1108/14777830410531216

[6] CYCLICAL SCHEDULES FOR CAPACITATED LOT SIZING WITH DYNAMIC DEMANDS [J].

CAMPBELL, GM ;

MABERT, VA .

MANAGEMENT SCIENCE, 1991, 37 (04) :409-427

[7]

Ferber J., 1999, Multi-agent systems: an introduction to distributed artificial intelligence

[8]

Hand D., 2001, ADAP COMP MACH LEARN

[9]

Haykin S., 1999, NEURAL NETWORK COMPR

[10]

Kohonen T., 2001, INFORM SCIENCES

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