Outlier estimation and detection: Application to Skin Lesion Classification

Sigurdur Sigurdsson; Jan Larsen; Lars Kai Hansen; Peter Alshede Philipsen; Hans Christian Wulf

Outlier estimation and detection: Application to Skin Lesion Classification

Sigurdur Sigurdsson
, Jan Larsen
, Lars Kai Hansen
, Peter Alshede Philipsen
, Hans Christian Wulf

Research output: Chapter in Book/Report/Conference proceeding › Article in proceedings › Research › peer-review

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Abstract

We extend MacKay's (1992) Bayesian approach to neural classifiers to include an outlier detector mechanism. We show that the outlier detector can locate misclassified samples

Original language	English
Title of host publication	International conference on acoustics, speech and signal processing, May 13-17
Publisher	IEEE
Publication date	2002
Pages	1049-1052
ISBN (Print)	0-7803-7402-9
Publication status	Published - 2002
Event	International conference on acoustics, speech and signal processing - Orlando, FL Duration: 1 Jan 2002 → …

Conference

Conference	International conference on acoustics, speech and signal processing
City	Orlando, FL
Period	01/01/2002 → …

Bibliographical note

Copyright: 2002 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE

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@inproceedings{2ed6e14e317a44cfa8ab5b1292a85ed5,

title = "Outlier estimation and detection: Application to Skin Lesion Classification",

abstract = "We extend MacKay's (1992) Bayesian approach to neural classifiers to include an outlier detector mechanism. We show that the outlier detector can locate misclassified samples",

author = "Sigurdur Sigurdsson and Jan Larsen and Hansen, \{Lars Kai\} and Philipsen, \{Peter Alshede\} and Wulf, \{Hans Christian\}",

note = "Copyright: 2002 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE; International conference on acoustics, speech and signal processing ; Conference date: 01-01-2002",

year = "2002",

language = "English",

isbn = "0-7803-7402-9",

pages = "1049--1052",

booktitle = "International conference on acoustics, speech and signal processing, May 13-17",

publisher = "IEEE",

address = "United States",

}

TY - GEN

T1 - Outlier estimation and detection: Application to Skin Lesion Classification

AU - Sigurdsson, Sigurdur

AU - Larsen, Jan

AU - Hansen, Lars Kai

AU - Philipsen, Peter Alshede

AU - Wulf, Hans Christian

N1 - Copyright: 2002 IEEE. Personal use of this material is permitted. However, permission to reprint/republish this material for advertising or promotional purposes or for creating new collective works for resale or redistribution to servers or lists, or to reuse any copyrighted component of this work in other works must be obtained from the IEEE

PY - 2002

Y1 - 2002

N2 - We extend MacKay's (1992) Bayesian approach to neural classifiers to include an outlier detector mechanism. We show that the outlier detector can locate misclassified samples

AB - We extend MacKay's (1992) Bayesian approach to neural classifiers to include an outlier detector mechanism. We show that the outlier detector can locate misclassified samples

M3 - Article in proceedings

SN - 0-7803-7402-9

SP - 1049

EP - 1052

BT - International conference on acoustics, speech and signal processing, May 13-17

PB - IEEE

T2 - International conference on acoustics, speech and signal processing

Y2 - 1 January 2002

ER -

Outlier estimation and detection: Application to Skin Lesion Classification

Abstract

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