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Second-Order Learning for Complex Forecasting Tasks: Case Study of Video-On-Demand
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Steven H. Kim (Graduate School of Management, Korea Advanced Institute of Science and Technology)
Jonghyung Joo (Graduate School of Management, Korea Advanced Institute of Science and Technology)
Vol. 3, No. 1, Page: 31 ~ 45
Keywords
Neural networks, case based reasoning, induction
Abstract
To date, research on data mining has focused primarily on individual techniques to su, pp.rt knowledge discovery. However, the integration of elementary learning techniques offers a promising strategy for challenging a, pp.ications such as forecasting nonlinear processes. This paper explores the utility of an integrated a, pp.oach which utilizes a second-order learning process. The a, pp.oach is compared against individual techniques relating to a neural network, case based reasoning, and induction. In the interest of concreteness, the concepts are presented through a case study involving the prediction of network traffic for video-on-demand.
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복잡한 예측문제에 대한 이차학습방법 : Video-On-Demand에 대한 사례연구
김형관 (KAIST 테크노경영대학원)
주종형 (KAIST 테크노경영대학원)
Cite this article
JIIS Style
Kim, S. H., and J. Joo, "Second-Order Learning for Complex Forecasting Tasks: Case Study of Video-On-Demand ", Journal of Intelligence and Information Systems, Vol. 3, No. 1 (1997), 31~45.

IEEE Style
Steven H. Kim, and Jonghyung Joo, "Second-Order Learning for Complex Forecasting Tasks: Case Study of Video-On-Demand ", Journal of Intelligence and Information Systems, vol. 3, no. 1, pp. 31~45, 1997.

ACM Style
Kim, S. H., and Joo, J., 1997. Second-Order Learning for Complex Forecasting Tasks: Case Study of Video-On-Demand . Journal of Intelligence and Information Systems. 3, 1, 31--45.
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@article{Kim:JIIS:1997:34,
author = {Kim, Steven H. and Joo, Jonghyung},
title = {Second-Order Learning for Complex Forecasting Tasks: Case Study of Video-On-Demand },
journal = {Journal of Intelligence and Information Systems},
issue_date = {June 1997},
volume = {3},
number = {1},
month = Jun,
year = {1997},
issn = {2288-4866},
pages = {31--45},
url = {},
doi = {},
publisher = {Korea Intelligent Information System Society},
address = {Seoul, Republic of Korea},
keywords = { Neural networks, case based reasoning and induction },
}
%0 Journal Article
%1 34
%A Steven H. Kim
%A Jonghyung Joo
%T Second-Order Learning for Complex Forecasting Tasks: Case Study of Video-On-Demand
%J Journal of Intelligence and Information Systems
%@ 2288-4866
%V 3
%N 1
%P 31-45
%D 1997
%R
%I Korea Intelligent Information System Society