Multiple Network CGP for the Classification of Mammograms

Katharina Voelk; Julian F. Miller; Stephen L. Smith

Multiple Network CGP for the Classification of Mammograms

Katharina Voelk, Julian F. Miller, Stephen L. Smith

Electronic Engineering

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

Abstract

This paper presents a novel representation of Cartesian genetic programming (CGP) in which multiple networks are used in the classification of high resolution X-rays of the breast, known as mammograms. CGP networks are used in a number of different recombination strategies and results are presented for mammograms taken from the Lawrence Livermore National Laboratory database.

Original language	English
Title of host publication	APPLICATIONS OF EVOLUTIONARY COMPUTING, PROCEEDINGS
Editors	M Giacobini, A Brabazon, S Cagnoni, GA DiCaro, A Ekart, AI EsparciaAlcazar, M Farooq, A Fink, P Machado, J McCormack, M ONeill, F Neri, M Preuss, F Rothlauf, E Tarantino, S Yang
Place of Publication	BERLIN
Publisher	Springer
Pages	405-413
Number of pages	9
Volume	5484 LNCS
ISBN (Print)	978-3-642-01128-3
Publication status	Published - 2009
Event	12th European Conference on Genetic Programming - Tubingen Duration: 15 Apr 2009 → 17 Apr 2009

Conference

Conference	12th European Conference on Genetic Programming
City	Tubingen
Period	15/04/09 → 17/04/09

Keywords

Evolutionary algorithms
Cartesian genetic programming
mammography
MICROCALCIFICATIONS

Cite this

Voelk, K., Miller, J. F., & Smith, S. L. (2009). Multiple Network CGP for the Classification of Mammograms. In M. Giacobini, A. Brabazon, S. Cagnoni, GA. DiCaro, A. Ekart, AI. EsparciaAlcazar, M. Farooq, A. Fink, P. Machado, J. McCormack, M. ONeill, F. Neri, M. Preuss, F. Rothlauf, E. Tarantino, & S. Yang (Eds.), APPLICATIONS OF EVOLUTIONARY COMPUTING, PROCEEDINGS (Vol. 5484 LNCS, pp. 405-413). Springer.

Voelk, Katharina ; Miller, Julian F. ; Smith, Stephen L. / Multiple Network CGP for the Classification of Mammograms. APPLICATIONS OF EVOLUTIONARY COMPUTING, PROCEEDINGS. editor / M Giacobini ; A Brabazon ; S Cagnoni ; GA DiCaro ; A Ekart ; AI EsparciaAlcazar ; M Farooq ; A Fink ; P Machado ; J McCormack ; M ONeill ; F Neri ; M Preuss ; F Rothlauf ; E Tarantino ; S Yang. Vol. 5484 LNCS BERLIN : Springer, 2009. pp. 405-413

@inproceedings{80e4f648c6ce4816862a2f237dace3de,

title = "Multiple Network CGP for the Classification of Mammograms",

abstract = "This paper presents a novel representation of Cartesian genetic programming (CGP) in which multiple networks are used in the classification of high resolution X-rays of the breast, known as mammograms. CGP networks are used in a number of different recombination strategies and results are presented for mammograms taken from the Lawrence Livermore National Laboratory database.",

keywords = "Evolutionary algorithms, Cartesian genetic programming, mammography, MICROCALCIFICATIONS",

author = "Katharina Voelk and Miller, {Julian F.} and Smith, {Stephen L.}",

year = "2009",

language = "English",

isbn = "978-3-642-01128-3",

volume = "5484 LNCS",

pages = "405--413",

editor = "M Giacobini and A Brabazon and S Cagnoni and GA DiCaro and A Ekart and AI EsparciaAlcazar and M Farooq and A Fink and P Machado and J McCormack and M ONeill and F Neri and M Preuss and F Rothlauf and E Tarantino and S Yang",

booktitle = "APPLICATIONS OF EVOLUTIONARY COMPUTING, PROCEEDINGS",

publisher = "Springer",

address = "Germany",

note = "12th European Conference on Genetic Programming ; Conference date: 15-04-2009 Through 17-04-2009",

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Voelk, K, Miller, JF & Smith, SL 2009, Multiple Network CGP for the Classification of Mammograms. in M Giacobini, A Brabazon, S Cagnoni, GA DiCaro, A Ekart, AI EsparciaAlcazar, M Farooq, A Fink, P Machado, J McCormack, M ONeill, F Neri, M Preuss, F Rothlauf, E Tarantino & S Yang (eds), APPLICATIONS OF EVOLUTIONARY COMPUTING, PROCEEDINGS. vol. 5484 LNCS, Springer, BERLIN, pp. 405-413, 12th European Conference on Genetic Programming, Tubingen, 15/04/09.

Multiple Network CGP for the Classification of Mammograms. / Voelk, Katharina; Miller, Julian F.; Smith, Stephen L.

APPLICATIONS OF EVOLUTIONARY COMPUTING, PROCEEDINGS. ed. / M Giacobini; A Brabazon; S Cagnoni; GA DiCaro; A Ekart; AI EsparciaAlcazar; M Farooq; A Fink; P Machado; J McCormack; M ONeill; F Neri; M Preuss; F Rothlauf; E Tarantino; S Yang. Vol. 5484 LNCS BERLIN : Springer, 2009. p. 405-413.

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

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AU - Voelk, Katharina

AU - Miller, Julian F.

AU - Smith, Stephen L.

PY - 2009

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N2 - This paper presents a novel representation of Cartesian genetic programming (CGP) in which multiple networks are used in the classification of high resolution X-rays of the breast, known as mammograms. CGP networks are used in a number of different recombination strategies and results are presented for mammograms taken from the Lawrence Livermore National Laboratory database.

AB - This paper presents a novel representation of Cartesian genetic programming (CGP) in which multiple networks are used in the classification of high resolution X-rays of the breast, known as mammograms. CGP networks are used in a number of different recombination strategies and results are presented for mammograms taken from the Lawrence Livermore National Laboratory database.

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KW - Cartesian genetic programming

KW - mammography

KW - MICROCALCIFICATIONS

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SN - 978-3-642-01128-3

VL - 5484 LNCS

SP - 405

EP - 413

BT - APPLICATIONS OF EVOLUTIONARY COMPUTING, PROCEEDINGS

A2 - Giacobini, M

A2 - Brabazon, A

A2 - Cagnoni, S

A2 - DiCaro, GA

A2 - Ekart, A

A2 - EsparciaAlcazar, AI

A2 - Farooq, M

A2 - Fink, A

A2 - Machado, P

A2 - McCormack, J

A2 - ONeill, M

A2 - Neri, F

A2 - Preuss, M

A2 - Rothlauf, F

A2 - Tarantino, E

A2 - Yang, S

PB - Springer

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T2 - 12th European Conference on Genetic Programming

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Voelk K, Miller JF , Smith SL. Multiple Network CGP for the Classification of Mammograms. In Giacobini M, Brabazon A, Cagnoni S, DiCaro GA, Ekart A, EsparciaAlcazar AI, Farooq M, Fink A, Machado P, McCormack J, ONeill M, Neri F, Preuss M, Rothlauf F, Tarantino E, Yang S, editors, APPLICATIONS OF EVOLUTIONARY COMPUTING, PROCEEDINGS. Vol. 5484 LNCS. BERLIN: Springer. 2009. p. 405-413

Multiple Network CGP for the Classification of Mammograms

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