Mining multi-dimensional data for decision support

被引:15
|
作者
Donato, JM
Schryver, JC
Hinkel, GC
Schmoyer, RL
Leuze, MR [1 ]
Grandy, NW
机构
[1] Oak Ridge Natl Lab, Oak Ridge, TN 37831 USA
[2] Joint Inst Computat Sci, Knoxville, TN 37996 USA
关键词
data mining; personal bankruptcy; decision trees; partially recurrent neural networks;
D O I
10.1016/S0167-739X(98)00086-7
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Personal bankruptcy is an increasingly common yet little understood phenomenon. Attempts to predict bankruptcy have involved the application of data mining techniques to credit card data. This is a difficult problem, since credit card data is multi-dimensional, consisting of monthly account records and daily transaction records. In this paper, we describe a two-stage approach that combines decision trees and neural networks to predict personal bankruptcy using credit card data. (C) 1999 Elsevier Science B.V. All rights reserved.
引用
收藏
页码:433 / 441
页数:9
相关论文
共 50 条
  • [21] Decision support for data mining
    Nance, KL
    [J]. SIMULATORS INTERNATIONAL XIV, 1997, 29 (03): : 262 - 265
  • [22] Data mining for decision support
    Rajagopalan, B
    Sarathy, R
    Krovi, R
    [J]. ASSOCIATION FOR INFORMATION SYSTEMS PROCEEDINGS OF THE AMERICAS CONFERENCE ON INFORMATION SYSTEMS, 1998, : 200 - 200
  • [23] Multi-dimensional analysis of financial accounting information and construction of decision support systems
    Huang, Nuoyu
    [J]. Applied Mathematics and Nonlinear Sciences, 2024, 9 (01)
  • [24] Air Quality Management in Tehran Using a Multi-Dimensional Decision Support System
    Ghodousi, Mehran
    Atabi, Farideh
    Nouri, Jafar
    Gharagozlou, Alireza
    [J]. POLISH JOURNAL OF ENVIRONMENTAL STUDIES, 2017, 26 (02): : 593 - 603
  • [25] Demonstration of Book Issue chain decision support & Multi-dimensional data model in E-commerce era
    Shi, Tong
    Zhu, JiShun
    [J]. 2009 WRI WORLD CONGRESS ON SOFTWARE ENGINEERING, VOL 2, PROCEEDINGS, 2009, : 68 - +
  • [26] DMDSS: Data mining based decision support system to integrate data mining and decision support
    Rupnik, Rok
    Kukar, Matjaz
    Bajec, Marko
    Krisper, Marjan
    [J]. ITI 2006: PROCEEDINGS OF THE 28TH INTERNATIONAL CONFERENCE ON INFORMATION TECHNOLOGY INTERFACES, 2006, : 225 - +
  • [27] Integrating data mining and decision support through data mining based decision support system
    Rupnik, Rok
    Kukar, Matjaz
    Krisper, Marjan
    [J]. JOURNAL OF COMPUTER INFORMATION SYSTEMS, 2007, 47 (03) : 89 - 104
  • [28] Visualizing multi-dimensional data
    Eick, SG
    [J]. COMPUTER GRAPHICS-US, 2000, 34 (01): : 61 - 67
  • [29] Visualizing multi-dimensional data
    Eick, Stephen G.
    [J]. Computer Graphics (ACM), 2000, 34 (01): : 61 - 67
  • [30] RiboMiner: a toolset for mining multi-dimensional features of the translatome with ribosome profiling data
    Li, Fajin
    Xing, Xudong
    Xiao, Zhengtao
    Xu, Gang
    Yang, Xuerui
    [J]. BMC BIOINFORMATICS, 2020, 21 (01)