Presenting and analyzing the results of AI experiments: data averaging and data snooping

C. Lee Giles; Steve Lawrence

Presenting and analyzing the results of AI experiments: data averaging and data snooping

C. Lee Giles, Steve Lawrence

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution

Abstract

The common processes of data averaging and data snooping are evaluated in the context of neural networks. It is shown that both processes can lead to misleading results. Techniques are proposed for avoiding these problems. New guidelines for reporting performance are also recommended. These guidelines provide information about the actual distribution.

Original language	English (US)
Title of host publication	Proceedings of the National Conference on Artificial Intelligence
Editors	Anon
Publisher	AAAI
Pages	362-367
Number of pages	6
State	Published - 1997
Event	Proceedings of the 1997 14th National Conference on Artificial Intelligence, AAAI 97 - Providence, RI, USA Duration: Jul 27 1997 → Jul 31 1997

Other

Other	Proceedings of the 1997 14th National Conference on Artificial Intelligence, AAAI 97
City	Providence, RI, USA
Period	7/27/97 → 7/31/97

All Science Journal Classification (ASJC) codes

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title = "Presenting and analyzing the results of AI experiments: data averaging and data snooping",

abstract = "The common processes of data averaging and data snooping are evaluated in the context of neural networks. It is shown that both processes can lead to misleading results. Techniques are proposed for avoiding these problems. New guidelines for reporting performance are also recommended. These guidelines provide information about the actual distribution.",

author = "Giles, {C. Lee} and Steve Lawrence",

year = "1997",

language = "English (US)",

pages = "362--367",

editor = "Anon",

booktitle = "Proceedings of the National Conference on Artificial Intelligence",

publisher = "AAAI",

note = "Proceedings of the 1997 14th National Conference on Artificial Intelligence, AAAI 97 ; Conference date: 27-07-1997 Through 31-07-1997",

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T2 - Proceedings of the 1997 14th National Conference on Artificial Intelligence, AAAI 97

AU - Giles, C. Lee

AU - Lawrence, Steve

PY - 1997

Y1 - 1997

N2 - The common processes of data averaging and data snooping are evaluated in the context of neural networks. It is shown that both processes can lead to misleading results. Techniques are proposed for avoiding these problems. New guidelines for reporting performance are also recommended. These guidelines provide information about the actual distribution.

AB - The common processes of data averaging and data snooping are evaluated in the context of neural networks. It is shown that both processes can lead to misleading results. Techniques are proposed for avoiding these problems. New guidelines for reporting performance are also recommended. These guidelines provide information about the actual distribution.

UR - http://www.scopus.com/inward/record.url?scp=0031365467&partnerID=8YFLogxK

UR - http://www.scopus.com/inward/citedby.url?scp=0031365467&partnerID=8YFLogxK

M3 - Conference contribution

AN - SCOPUS:0031365467

SP - 362

EP - 367

BT - Proceedings of the National Conference on Artificial Intelligence

A2 - Anon, null

PB - AAAI

Y2 - 27 July 1997 through 31 July 1997

ER -

Presenting and analyzing the results of AI experiments: data averaging and data snooping

Abstract

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All Science Journal Classification (ASJC) codes

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