Backpropagation Neural Network Levenberg-Marquardt Method in Predicting Lung Cancer in Smokers

Muhammad Iqbal; Muhammad Rafai; Solikhun

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Paper

Backpropagation Neural Network Levenberg-Marquardt Method in Predicting Lung Cancer in Smokers

In Proceedings of the 3rd International Conference on Advanced Information Scientific Development ICAISD - Volume 1, 281-284, 2023 , Bekasi, Jawa Barat, Indonesia

Authors: Muhammad Iqbal ¹ ; Muhammad Rafai ² and Solikhun ²

Affiliations: ¹ Faculty of Science and Technology, University Pembangunan Panca Budi, Medan, Indonesia ; ² Engineering Study Program, STIKOM Tunas Bangsa, Pemtangsiantar, Indonesia

Keyword(s): Backpropagation Neural Network, Levenberg-Marquardt Method, Predicting Lung Cancer.

Abstract: Levenberg Marquardt is a method of the Backpropagation artificial neural network algorithm. Today, many people are infected with lung cancer. Lung cancer is one of the biggest contributors to cancer in the world. With the development of increasingly advanced and rapid technology, people with cancer can be analyzed, which will then be stored as data about the characteristics of people with cancer. In this study, researchers optimized the Backpropagation artificial neural network using the Levenberg Marquardt method to predict lung cancer in smokers. Input data used in this study are 15 variables from x1 to x15. This lung disease data is taken from Kaggle, which consists of 309 records. The result of this study is backpropagation optimization using the Levenberg Marquardt method to predict lung cancer in smokers with training MSE = 0.000133 and best test = 0.00001974 with 15-6-1 architecture.

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Paper citation in several formats:

Iqbal, M.; Rafai, M. and Solikhun. (2024). Backpropagation Neural Network Levenberg-Marquardt Method in Predicting Lung Cancer in Smokers. In Proceedings of the 3rd International Conference on Advanced Information Scientific Development - ICAISD; ISBN 978-989-758-678-1, SciTePress, pages 281-284. DOI: 10.5220/0012448200003848

@conference{icaisd24,
author={Muhammad Iqbal. and Muhammad Rafai. and Solikhun.},
title={Backpropagation Neural Network Levenberg-Marquardt Method in Predicting Lung Cancer in Smokers},
booktitle={Proceedings of the 3rd International Conference on Advanced Information Scientific Development - ICAISD},
year={2024},
pages={281-284},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0012448200003848},
isbn={978-989-758-678-1},
}

TY - CONF

JO - Proceedings of the 3rd International Conference on Advanced Information Scientific Development - ICAISD
TI - Backpropagation Neural Network Levenberg-Marquardt Method in Predicting Lung Cancer in Smokers
SN - 978-989-758-678-1
AU - Iqbal, M.
AU - Rafai, M.
AU - Solikhun.
PY - 2024
SP - 281
EP - 284
DO - 10.5220/0012448200003848
PB - SciTePress