Journal of Robotics, Networking and Artificial Life

Volume 2, Issue 4, March 2016, Pages 252 - 257

Medical Image Diagnosis of Lung Cancer by Deep Feedback GMDH-Type Neural Network

Authors
Tadashi Kondo, Junji Ueno, Shoichiro Takao
Corresponding Author
Tadashi Kondo
Available Online 1 March 2016.
DOI
https://doi.org/10.2991/jrnal.2016.2.4.11How to use a DOI?
Keywords
Deep neural networks, GMDH, Medical image diagnosis, Evolutionary computation, lung cancer
Abstract

The deep feedback Group Method of Data Handling (GMDH)-type neural network is applied to the medical image diagnosis of lung cancer. The deep feedback GMDH-type neural network can identified very complex nonlinear systems using heuristic self-organization method which is a type of evolutionary computation. The deep neural network architectures are organized so as to minimize the prediction error criterion defined as Akaike’s Information Criterion (AIC) or Prediction Sum of Squares (PSS). In this algorithm, the principal component-regression analysis is used for the learning calculation of the neural network. It is shown that the deep feedback GMDH-type neural network algorithm is useful for the medical image diagnosis of lung cancer because deep neural network architectures are automatically organized using only input and output data.

Copyright
© 2013, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

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Journal
Journal of Robotics, Networking and Artificial Life
Volume-Issue
2 - 4
Pages
252 - 257
Publication Date
2016/03/01
ISSN (Online)
2352-6386
ISSN (Print)
2405-9021
DOI
https://doi.org/10.2991/jrnal.2016.2.4.11How to use a DOI?
Copyright
© 2013, the Authors. Published by Atlantis Press.
Open Access
This is an open access article distributed under the CC BY-NC license (http://creativecommons.org/licenses/by-nc/4.0/).

Cite this article

TY  - JOUR
AU  - Tadashi Kondo
AU  - Junji Ueno
AU  - Shoichiro Takao
PY  - 2016
DA  - 2016/03/01
TI  - Medical Image Diagnosis of Lung Cancer by Deep Feedback GMDH-Type Neural Network
JO  - Journal of Robotics, Networking and Artificial Life
SP  - 252
EP  - 257
VL  - 2
IS  - 4
SN  - 2352-6386
UR  - https://doi.org/10.2991/jrnal.2016.2.4.11
DO  - https://doi.org/10.2991/jrnal.2016.2.4.11
ID  - Kondo2016
ER  -