Untangling neural nets (Record no. 13259)
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fixed length control field | 01522naa a2200169uu 4500 |
001 - CONTROL NUMBER | |
control field | 5061511361310 |
003 - CONTROL NUMBER IDENTIFIER | |
control field | OSt |
005 - DATE AND TIME OF LATEST TRANSACTION | |
control field | 20190211160004.0 |
008 - FIXED-LENGTH DATA ELEMENTS--GENERAL INFORMATION | |
fixed length control field | 050615s2005 xx ||||gr |0|| 0 eng d |
999 ## - SYSTEM CONTROL NUMBERS (KOHA) | |
Koha Dewey Subclass [OBSOLETE] | PHL2MARC21 1.1 |
041 ## - LANGUAGE CODE | |
Language code of text/sound track or separate title | eng |
100 1# - MAIN ENTRY--PERSONAL NAME | |
Personal name | DE MARCHI, Scott; GELPI, Christopher; GRYNAVISKI, Jeffrey D |
9 (RLIN) | 21370 |
245 10 - TITLE STATEMENT | |
Title | Untangling neural nets |
260 ## - PUBLICATION, DISTRIBUTION, ETC. | |
Place of publication, distribution, etc. | New York : |
Name of publisher, distributor, etc. | Cambridge University Press, |
Date of publication, distribution, etc. | May 2004 |
520 3# - SUMMARY, ETC. | |
Summary, etc. | Beck, King, and Zeng (2000) offer both a sweeping critique of the quantitative security studies field and a bold new direction for future research. Despite important strengths in their work, we take issue with three aspects of their research: (1) the substance of the logit model they compare to their neural network, (2) the standards they use for for assessing forecasts, and (3) the theoretical and model-building implications of the nonparametric approach represented by neural networks. We replicate and extend their analysis by estimating a more comoplete logit model and comparing it both to a neural network and to a linear discriminant analysis. our work reveals that neural networks do not perform substantially better than either the logit or the linear discriminant estimators. Given this result, we argue that more traditional approaches should be relied upon due to their enhanced ability to test hypotheses. |
773 08 - HOST ITEM ENTRY | |
Title | American Political Science Review |
Related parts | 98, 2, p. 371-378 |
Place, publisher, and date of publication | New York : Cambridge University Press, May 2004 |
International Standard Serial Number | ISSN 0003-0554 |
Record control number | |
942 ## - ADDED ENTRY ELEMENTS (KOHA) | |
Koha item type | Periódico |
998 ## - LOCAL CONTROL INFORMATION (RLIN) | |
-- | 20050615 |
Operator's initials, OID (RLIN) | 1136^b |
Cataloger's initials, CIN (RLIN) | Tiago |
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