| Robustness metrics for measuring the influence of additive noise on the performance of statistical classifiers. | |
| | |
MedLine Citation:
|
PMID: 9315499 Owner: NLM Status: MEDLINE |
Abstract/OtherAbstract:
|
This paper presents a novel quality measure called robustness. The robustness measure quantifies the influence of measurement noise in the attribute values on the credibility of the classification of a case. It is assumed that the type of distribution of the noise-generating process is known. It is not simple to measure the robustness in the general situation where the noise-free distribution of the attributes is unknown. Therefore, two approximations are suggested and compared with the robustness measure based on the noise-free distribution of the attributes. The usefulness of the suggested robustness measure is explored in a simulation experiment. |
| | |
Authors:
|
M Egmont-Petersen; J L Talmon; A Hasman |
Related Documents
:
|
7373519 - Attention, unpredictability, and reports of physical symptoms: eliminating the benefits... 20968509 - Broadband active noise control with transfer path equalization. 17281609 - A method based on wavelet transform to reduce 1/f noise. 17952169 - Noise distribution of mueller matrices retrieved with active rotating polarimeters. 8829389 - Performances of surface laplacian estimators: a study of simulated and real scalp poten... 12786439 - Intrinsic noise-induced phase transitions: beyond the noise interpretation. 18087379 - Transmission reflection anomaly in second-harmonic generation from a monolayer. 7373519 - Attention, unpredictability, and reports of physical symptoms: eliminating the benefits... 6161799 - An automatic, optically isolated, biphasic constant current stimulator adapter for arte... |
Publication Detail:
|
Type: Journal Article |
Journal Detail:
|
Title: International journal of medical informatics Volume: 46 ISSN: 1386-5056 ISO Abbreviation: Int J Med Inform Publication Date: 1997 Sep |
Date Detail:
|
Created Date: 1997-10-28 Completed Date: 1997-10-28 Revised Date: 2004-09-03 |
Medline Journal Info:
|
Nlm Unique ID: 9711057 Medline TA: Int J Med Inform Country: IRELAND |
Other Details:
|
Languages: eng Pagination: 103-12 Citation Subset: IM |
Affiliation:
|
Department of Biophysics, Maastricht University, The Netherlands. michael.egmont@bf.unimaas.nl |
Export Citation:
|
APA/MLA Format Download EndNote Download BibTex |
| MeSH Terms | |
Descriptor/Qualifier:
|
Bayes Theorem* Models, Statistical* Quality Control Reproducibility of Results |
From MEDLINE®/PubMed®, a database of the U.S. National Library of Medicine
Previous Document: TSMI: a CEN/TC251 standard for time specific problems in healthcare informatics and telematics.
Next Document: Misunderstanding between knowledge engineers and domain experts: a re-evaluation of the use of induc...