Linear decision fusions in multilayer perceptrons for breast cancer diagnosis

Yunfeng Wu; Jinming Zhang; Cong Wang; Sin Chun Ng

doi:10.1109/ICTAI.2005.82

Linear decision fusions in multilayer perceptrons for breast cancer diagnosis

Yunfeng Wu
, Jinming Zhang
, Cong Wang
, Sin Chun Ng

Hong Kong Metropolitan University

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

10 Citations (Scopus)

Abstract

We Introduce a non-parametric linear decision fusion called Perceptron Average (PA) for breast cancer diagnosis. We concretely compare the accuracy between both two fusion strategies for breast cancer diagnosis, The PA fusion demonstrates a higher overall diagnostic accuracy versus the Weighted Average fusion, and the PA fusion method also exhibits a better capability of generalization when a casualty of training data sizes. Moreover, the PA fusion gains a larger area covered by its Receiver Operating Characteristic curve.

Original language	English
Title of host publication	ICTAI 2005
Subtitle of host publication	17th IEEE International Conference on Tools with Artificial Intelligence, ICTAI'05
Pages	698-700
Number of pages	3
DOIs	https://doi.org/10.1109/ICTAI.2005.82
Publication status	Published - 2005
Event	ICTAI 2005: 17th IEEE International Conference on Tools with Artificial Intelligence, ICTAI'05 - Hong Kong, China Duration: 14 Nov 2005 → 16 Nov 2005

Publication series

Name	Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI
Volume	2005
ISSN (Print)	1082-3409

Conference

Conference	ICTAI 2005: 17th IEEE International Conference on Tools with Artificial Intelligence, ICTAI'05
Country/Territory	China
City	Hong Kong
Period	14/11/05 → 16/11/05

UN SDGs

This output contributes to the following UN Sustainable Development Goals (SDGs)

SDG 3 Good Health and Well-being

Access to Document

10.1109/ICTAI.2005.82

Cite this

Wu, Y., Zhang, J., Wang, C., & Ng, S. C. (2005). Linear decision fusions in multilayer perceptrons for breast cancer diagnosis. In ICTAI 2005: 17th IEEE International Conference on Tools with Artificial Intelligence, ICTAI'05 (pp. 698-700). Article 1563022 (Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI; Vol. 2005). https://doi.org/10.1109/ICTAI.2005.82

@inproceedings{206edfb9f4494da3a73545a72e0bfcb6,

title = "Linear decision fusions in multilayer perceptrons for breast cancer diagnosis",

abstract = "We Introduce a non-parametric linear decision fusion called Perceptron Average (PA) for breast cancer diagnosis. We concretely compare the accuracy between both two fusion strategies for breast cancer diagnosis, The PA fusion demonstrates a higher overall diagnostic accuracy versus the Weighted Average fusion, and the PA fusion method also exhibits a better capability of generalization when a casualty of training data sizes. Moreover, the PA fusion gains a larger area covered by its Receiver Operating Characteristic curve.",

author = "Yunfeng Wu and Jinming Zhang and Cong Wang and Ng, \{Sin Chun\}",

year = "2005",

doi = "10.1109/ICTAI.2005.82",

language = "English",

isbn = "0769524885",

series = "Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI",

pages = "698--700",

booktitle = "ICTAI 2005",

note = "ICTAI 2005: 17th IEEE International Conference on Tools with Artificial Intelligence, ICTAI'05 ; Conference date: 14-11-2005 Through 16-11-2005",

}

Wu, Y, Zhang, J, Wang, C & Ng, SC 2005, Linear decision fusions in multilayer perceptrons for breast cancer diagnosis. in ICTAI 2005: 17th IEEE International Conference on Tools with Artificial Intelligence, ICTAI'05., 1563022, Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI, vol. 2005, pp. 698-700, ICTAI 2005: 17th IEEE International Conference on Tools with Artificial Intelligence, ICTAI'05, Hong Kong, China, 14/11/05. https://doi.org/10.1109/ICTAI.2005.82

Linear decision fusions in multilayer perceptrons for breast cancer diagnosis. / Wu, Yunfeng; Zhang, Jinming; Wang, Cong et al.
ICTAI 2005: 17th IEEE International Conference on Tools with Artificial Intelligence, ICTAI'05. 2005. p. 698-700 1563022 (Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI; Vol. 2005).

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

TY - GEN

T1 - Linear decision fusions in multilayer perceptrons for breast cancer diagnosis

AU - Wu, Yunfeng

AU - Zhang, Jinming

AU - Wang, Cong

AU - Ng, Sin Chun

PY - 2005

Y1 - 2005

N2 - We Introduce a non-parametric linear decision fusion called Perceptron Average (PA) for breast cancer diagnosis. We concretely compare the accuracy between both two fusion strategies for breast cancer diagnosis, The PA fusion demonstrates a higher overall diagnostic accuracy versus the Weighted Average fusion, and the PA fusion method also exhibits a better capability of generalization when a casualty of training data sizes. Moreover, the PA fusion gains a larger area covered by its Receiver Operating Characteristic curve.

AB - We Introduce a non-parametric linear decision fusion called Perceptron Average (PA) for breast cancer diagnosis. We concretely compare the accuracy between both two fusion strategies for breast cancer diagnosis, The PA fusion demonstrates a higher overall diagnostic accuracy versus the Weighted Average fusion, and the PA fusion method also exhibits a better capability of generalization when a casualty of training data sizes. Moreover, the PA fusion gains a larger area covered by its Receiver Operating Characteristic curve.

UR - https://www.scopus.com/pages/publications/33750738994

U2 - 10.1109/ICTAI.2005.82

DO - 10.1109/ICTAI.2005.82

M3 - Conference contribution

AN - SCOPUS:33750738994

SN - 0769524885

SN - 9780769524887

T3 - Proceedings - International Conference on Tools with Artificial Intelligence, ICTAI

SP - 698

EP - 700

BT - ICTAI 2005

T2 - ICTAI 2005: 17th IEEE International Conference on Tools with Artificial Intelligence, ICTAI'05

Y2 - 14 November 2005 through 16 November 2005

ER -

Linear decision fusions in multilayer perceptrons for breast cancer diagnosis

Abstract

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UN SDGs

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