Learning from pathology databases to improve the laboratory diagnosis of infectious diseases

Alice Richardson; Fariba Shadabi; Brett A. Lidbury

doi:10.1007/978-3-642-15515-4_25

Learning from pathology databases to improve the laboratory diagnosis of infectious diseases

Alice Richardson, Fariba Shadabi, Brett A. Lidbury

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

2 Citations (Scopus)

Abstract

This paper investigates the effect of data pre-processing and the use of ensemble on the accuracy of decision trees. The methodology is illustrated using a previously unanalysed data set from ACT Pathology (Canberra, Australia) relating to Hepatitis B and Hepatitis C patients.

Original language	English
Title of host publication	E-Health - 1st IMIA/IFIP Joint Symposium, E-Health 2010 Held as Part of WCC 2010, Proceedings
Editors	Hiroshi Takeda, Hiroshi Takeda, Hiroshi Takeda
Publisher	Springer New York LLC
Pages	226-227
Number of pages	2
ISBN (Electronic)	9783642155147
DOIs	https://doi.org/10.1007/978-3-642-15515-4_25
Publication status	Published - 2010
Externally published	Yes
Event	1st IMIA/IFIP Joint Symposium on E-Health, 2010 held as part of World Computer Congress, WCC 2010 - Brisbane, Australia Duration: 20 Sept 2010 → 23 Sept 2010

Publication series

Name	IFIP Advances in Information and Communication Technology
Volume	335
ISSN (Print)	1868-4238
ISSN (Electronic)	1868-422X

Conference

Conference	1st IMIA/IFIP Joint Symposium on E-Health, 2010 held as part of World Computer Congress, WCC 2010
Country/Territory	Australia
City	Brisbane
Period	20/09/10 → 23/09/10

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10.1007/978-3-642-15515-4_25

Cite this

Richardson, A., Shadabi, F., & Lidbury, B. A. (2010). Learning from pathology databases to improve the laboratory diagnosis of infectious diseases. In H. Takeda, H. Takeda, & H. Takeda (Eds.), E-Health - 1st IMIA/IFIP Joint Symposium, E-Health 2010 Held as Part of WCC 2010, Proceedings (pp. 226-227). (IFIP Advances in Information and Communication Technology; Vol. 335). Springer New York LLC. https://doi.org/10.1007/978-3-642-15515-4_25

Richardson, Alice ; Shadabi, Fariba ; Lidbury, Brett A. / Learning from pathology databases to improve the laboratory diagnosis of infectious diseases. E-Health - 1st IMIA/IFIP Joint Symposium, E-Health 2010 Held as Part of WCC 2010, Proceedings. editor / Hiroshi Takeda ; Hiroshi Takeda ; Hiroshi Takeda. Springer New York LLC, 2010. pp. 226-227 (IFIP Advances in Information and Communication Technology).

@inproceedings{cd40a536fea94c529c7296cab71d240d,

title = "Learning from pathology databases to improve the laboratory diagnosis of infectious diseases",

abstract = "This paper investigates the effect of data pre-processing and the use of ensemble on the accuracy of decision trees. The methodology is illustrated using a previously unanalysed data set from ACT Pathology (Canberra, Australia) relating to Hepatitis B and Hepatitis C patients.",

keywords = "Data transformation, Decision tree, Ensemble classifier, Hepatitis",

author = "Alice Richardson and Fariba Shadabi and Lidbury, {Brett A.}",

note = "Publisher Copyright: {\textcopyright} IFIP International Federation for Information Processing 2010.; 1st IMIA/IFIP Joint Symposium on E-Health, 2010 held as part of World Computer Congress, WCC 2010 ; Conference date: 20-09-2010 Through 23-09-2010",

year = "2010",

doi = "10.1007/978-3-642-15515-4_25",

language = "English",

series = "IFIP Advances in Information and Communication Technology",

publisher = "Springer New York LLC",

pages = "226--227",

editor = "Hiroshi Takeda and Hiroshi Takeda and Hiroshi Takeda",

booktitle = "E-Health - 1st IMIA/IFIP Joint Symposium, E-Health 2010 Held as Part of WCC 2010, Proceedings",

}

Richardson, A, Shadabi, F & Lidbury, BA 2010, Learning from pathology databases to improve the laboratory diagnosis of infectious diseases. in H Takeda, H Takeda & H Takeda (eds), E-Health - 1st IMIA/IFIP Joint Symposium, E-Health 2010 Held as Part of WCC 2010, Proceedings. IFIP Advances in Information and Communication Technology, vol. 335, Springer New York LLC, pp. 226-227, 1st IMIA/IFIP Joint Symposium on E-Health, 2010 held as part of World Computer Congress, WCC 2010, Brisbane, Australia, 20/09/10. https://doi.org/10.1007/978-3-642-15515-4_25

Learning from pathology databases to improve the laboratory diagnosis of infectious diseases. / Richardson, Alice; Shadabi, Fariba; Lidbury, Brett A.
E-Health - 1st IMIA/IFIP Joint Symposium, E-Health 2010 Held as Part of WCC 2010, Proceedings. ed. / Hiroshi Takeda; Hiroshi Takeda; Hiroshi Takeda. Springer New York LLC, 2010. p. 226-227 (IFIP Advances in Information and Communication Technology; Vol. 335).

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

TY - GEN

T1 - Learning from pathology databases to improve the laboratory diagnosis of infectious diseases

AU - Richardson, Alice

AU - Shadabi, Fariba

AU - Lidbury, Brett A.

N1 - Publisher Copyright: © IFIP International Federation for Information Processing 2010.

PY - 2010

Y1 - 2010

N2 - This paper investigates the effect of data pre-processing and the use of ensemble on the accuracy of decision trees. The methodology is illustrated using a previously unanalysed data set from ACT Pathology (Canberra, Australia) relating to Hepatitis B and Hepatitis C patients.

AB - This paper investigates the effect of data pre-processing and the use of ensemble on the accuracy of decision trees. The methodology is illustrated using a previously unanalysed data set from ACT Pathology (Canberra, Australia) relating to Hepatitis B and Hepatitis C patients.

KW - Data transformation

KW - Decision tree

KW - Ensemble classifier

KW - Hepatitis

UR - http://www.scopus.com/inward/record.url?scp=84879147791&partnerID=8YFLogxK

U2 - 10.1007/978-3-642-15515-4_25

DO - 10.1007/978-3-642-15515-4_25

M3 - Conference contribution

T3 - IFIP Advances in Information and Communication Technology

SP - 226

EP - 227

BT - E-Health - 1st IMIA/IFIP Joint Symposium, E-Health 2010 Held as Part of WCC 2010, Proceedings

A2 - Takeda, Hiroshi

PB - Springer New York LLC

T2 - 1st IMIA/IFIP Joint Symposium on E-Health, 2010 held as part of World Computer Congress, WCC 2010

Y2 - 20 September 2010 through 23 September 2010

ER -

Richardson A, Shadabi F, Lidbury BA. Learning from pathology databases to improve the laboratory diagnosis of infectious diseases. In Takeda H, Takeda H, Takeda H, editors, E-Health - 1st IMIA/IFIP Joint Symposium, E-Health 2010 Held as Part of WCC 2010, Proceedings. Springer New York LLC. 2010. p. 226-227. (IFIP Advances in Information and Communication Technology). doi: 10.1007/978-3-642-15515-4_25

Learning from pathology databases to improve the laboratory diagnosis of infectious diseases

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