ICAR Research Data Repository for Knowledge Management
Comparison of neural networks and regression analysis: A new insight
DSpace at IIT Bombay
View Archive Info| Field | Value | |
| Title |
Comparison of neural networks and regression analysis: A new insight
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| Creator |
KUMAR, UA
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| Subject |
multiple-regression
models classification prediction failure regression neural networks skewness transformation |
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| Description |
In recent years, neural networks are widely being used in areas where conventional statistical methods were used. This paper compares regression and neural networks on a real life data and two simulated examples. The results show that regression is much better than neural networks for skewed data. General guidelines are suggested to improve the performance of neural networks for skewed data. (C) 2005
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| Publisher |
PERGAMON-ELSEVIER SCIENCE LTD
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| Date |
2011-08-23T20:07:11Z
2011-12-26T12:56:34Z 2011-12-27T05:45:30Z 2011-08-23T20:07:11Z 2011-12-26T12:56:34Z 2011-12-27T05:45:30Z 2005 |
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| Type |
Article
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| Identifier |
EXPERT SYSTEMS WITH APPLICATIONS, 29(2), 424-430
0957-4174 http://dx.doi.org/10.1016/j.eswa.2005.04.034 http://dspace.library.iitb.ac.in/xmlui/handle/10054/10628 http://hdl.handle.net/10054/10628 |
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| Language |
en
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