Medical Image Classification and Symptoms Detection Using Neuro Fuzzy: ANFIS Based Classification and Tumor Detection of The Brain Medical Image - Softcover
Synopsis
The conventional method in medicine for brain MR images classification and tumor detection is by human inspection. Operator-assisted classification methods are impractical for large amounts of data and are also non-reproducible. MR images also always contain a noise caused by operator performance which can lead to serious inaccuracies classification. The use of artificial intelligent techniques, for instance, neural networks, fuzzy logic, neuro fuzzy have shown great potential in this field. Hence, in this project the neuro fuzzy system or ANFIS was applied for classification and detection purposes. Decision making was performed in two stages: feature extraction using the principal component analysis (PCA) and the ANFIS trained with the backpropagation gradient descent method in combination with the least squares method. The performance of the ANFIS classifier was evaluated in terms of training performance and classification accuracies and the results confirmed that the proposed ANFIS classifier has potential in detecting the tumors.
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About the Author
Mohd Ariffanan Mohd Basri received the B.Eng. and the M.Eng. Degree in Mechatronics Engineering both from the Universiti Teknologi Malaysia in 2004 and 2009,respectively.He is currently a Tutor in the Department of Mechatronics Engineering of the Universiti Teknologi Malaysia.His research interests include Intelligent and Nonlinear Control Systems.
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Medical Image Classification and Symptoms Detection Using Neuro Fuzzy
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Taschenbuch. Condition: Neu. This item is printed on demand - it takes 3-4 days longer - Neuware -The conventional method in medicine for brain MR images classification and tumor detection is by human inspection. Operator-assisted classification methods are impractical for large amounts of data and are also non-reproducible. MR images also always contain a noise caused by operator performance which can lead to serious inaccuracies classification. The use of artificial intelligent techniques, for instance, neural networks, fuzzy logic, neuro fuzzy have shown great potential in this field. Hence, in this project the neuro fuzzy system or ANFIS was applied for classification and detection purposes. Decision making was performed in two stages: feature extraction using the principal component analysis (PCA) and the ANFIS trained with the backpropagation gradient descent method in combination with the least squares method. The performance of the ANFIS classifier was evaluated in terms of training performance and classification accuracies and the results confirmed that the proposed ANFIS classifier has potential in detecting the tumors. 120 pp. Englisch. Seller Inventory # 9783846583548
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Medical Image Classification and Symptoms Detection Using Neuro Fuzzy
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Condition: New. Dieser Artikel ist ein Print on Demand Artikel und wird nach Ihrer Bestellung fuer Sie gedruckt. Autor/Autorin: Mohd Basri Mohd AriffananMohd Ariffanan Mohd Basri received the B.Eng. and the M.Eng. Degree in Mechatronics Engineering both from the Universiti Teknologi Malaysia in 2004 and 2009,respectively.He is currently a Tutor in the Departm. Seller Inventory # 5501246
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Medical Image Classification and Symptoms Detection Using Neuro Fuzzy
Published by
LAP LAMBERT Academic Publishing Jan 2012, 2012
ISBN 10: 3846583545
ISBN 13: 9783846583548
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Taschenbuch. Condition: Neu. This item is printed on demand - Print on Demand Titel. Neuware -The conventional method in medicine for brain MR images classification and tumor detection is by human inspection. Operator-assisted classification methods are impractical for large amounts of data and are also non-reproducible. MR images also always contain a noise caused by operator performance which can lead to serious inaccuracies classification. The use of artificial intelligent techniques, for instance, neural networks, fuzzy logic, neuro fuzzy have shown great potential in this field. Hence, in this project the neuro fuzzy system or ANFIS was applied for classification and detection purposes. Decision making was performed in two stages: feature extraction using the principal component analysis (PCA) and the ANFIS trained with the backpropagation gradient descent method in combination with the least squares method. The performance of the ANFIS classifier was evaluated in terms of training performance and classification accuracies and the results confirmed that the proposed ANFIS classifier has potential in detecting the tumors.VDM Verlag, Dudweiler Landstraße 99, 66123 Saarbrücken 120 pp. Englisch. Seller Inventory # 9783846583548
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Medical Image Classification and Symptoms Detection Using Neuro Fuzzy : ANFIS Based Classification and Tumor Detection of The Brain Medical Image
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ISBN 13: 9783846583548
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Taschenbuch. Condition: Neu. nach der Bestellung gedruckt Neuware - Printed after ordering - The conventional method in medicine for brain MR images classification and tumor detection is by human inspection. Operator-assisted classification methods are impractical for large amounts of data and are also non-reproducible. MR images also always contain a noise caused by operator performance which can lead to serious inaccuracies classification. The use of artificial intelligent techniques, for instance, neural networks, fuzzy logic, neuro fuzzy have shown great potential in this field. Hence, in this project the neuro fuzzy system or ANFIS was applied for classification and detection purposes. Decision making was performed in two stages: feature extraction using the principal component analysis (PCA) and the ANFIS trained with the backpropagation gradient descent method in combination with the least squares method. The performance of the ANFIS classifier was evaluated in terms of training performance and classification accuracies and the results confirmed that the proposed ANFIS classifier has potential in detecting the tumors. Seller Inventory # 9783846583548
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Medical Image Classification and Symptoms Detection Using Neuro Fuzzy | ANFIS Based Classification and Tumor Detection of The Brain Medical Image
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ISBN 13: 9783846583548
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Taschenbuch. Condition: Neu. Medical Image Classification and Symptoms Detection Using Neuro Fuzzy | ANFIS Based Classification and Tumor Detection of The Brain Medical Image | Mohd Ariffanan Mohd Basri | Taschenbuch | 120 S. | Englisch | 2012 | LAP LAMBERT Academic Publishing | EAN 9783846583548 | Verantwortliche Person für die EU: preigu GmbH & Co. KG, Lengericher Landstr. 19, 49078 Osnabrück, mail[at]preigu[dot]de | Anbieter: preigu. Seller Inventory # 106637191
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Medical Image Classification and Symptoms Detection Using Neuro Fuzzy: ANFIS Based Classification and Tumor Detection of The Brain Medical Image
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