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Authors: Abdulhamed Mohamed Abdulkafi and Aiman Subhi Gannous

Affiliation: Faculty of Information Technology, Garyounis University, Libyan Arab Jamahiriya

ISBN: 978-989-8111-51-7

Keyword(s): ID3, C4.5, Backpropagation.

Related Ontology Subjects/Areas/Topics: Applications of Expert Systems ; Artificial Intelligence ; Artificial Intelligence and Decision Support Systems ; Computational Intelligence ; Enterprise Information Systems ; Evolutionary Computing ; Knowledge Acquisition ; Knowledge Discovery and Information Retrieval ; Knowledge Engineering and Ontology Development ; Knowledge-Based Systems ; Machine Learning ; Soft Computing ; Symbolic Systems

Abstract: This study compares the performance of two famous methods used in knowledge acquisition and machine learning; the C4.5 (Quinlan 1986) algorithm for building the decision tree and the Backpropagation algorithm for training Multi layer feed forward neural network. This comparison will be based on the task of classifying thyroid diagnosis dataset. Both methods will be applied on the same data set and then study and discuss the results obtained from the experiments.

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Paper citation in several formats:
Mohamed Abdulkafi A.; Subhi Gannous A. and (2008). A COMPARISON STUDY OF TWO KNOWLEDGE ACQUISITION TECHNIQUES APPLIED TO THYROID MEDICAL DIAGNOSIS DOMAIN.In Proceedings of the Third International Conference on Software and Data Technologies - Volume 1: ICSOFT, ISBN 978-989-8111-51-7, pages 360-365. DOI: 10.5220/0001880503600365

@conference{icsoft08,
author={Abdulhamed {Mohamed Abdulkafi} and Aiman {Subhi Gannous}},
title={A COMPARISON STUDY OF TWO KNOWLEDGE ACQUISITION TECHNIQUES APPLIED TO THYROID MEDICAL DIAGNOSIS DOMAIN},
booktitle={Proceedings of the Third International Conference on Software and Data Technologies - Volume 1: ICSOFT,},
year={2008},
pages={360-365},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0001880503600365},
isbn={978-989-8111-51-7},
}

TY - CONF

JO - Proceedings of the Third International Conference on Software and Data Technologies - Volume 1: ICSOFT,
TI - A COMPARISON STUDY OF TWO KNOWLEDGE ACQUISITION TECHNIQUES APPLIED TO THYROID MEDICAL DIAGNOSIS DOMAIN
SN - 978-989-8111-51-7
AU - Mohamed Abdulkafi, A.
AU - Subhi Gannous, A.
PY - 2008
SP - 360
EP - 365
DO - 10.5220/0001880503600365

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