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A System for Prediction and Analysis of Cancer Disease Using DL Algo: A System for Prediction and Analysis of Cancer Disease Using Deep Learning Algorithms - Softcover

Birajdar, Prathamesh; Thigale, Somnath; Chavan, Tukaram

 
9786208422110: A System for Prediction and Analysis of Cancer Disease Using DL Algo: A System for Prediction and Analysis of Cancer Disease Using Deep Learning Algorithms
Softcover
ISBN 10: 6208422116 ISBN 13: 9786208422110
Verlag: LAP LAMBERT Academic Publishing, 2025

Inhaltsangabe

The accurate prediction and analysis of cancer disease plays a crucial role in improving patient outcomes and treatment planning. In this dissertation, the model for the prediction and analysis of cancer using deep learning algorithms, specifically Artificial Neural Networks (ANN) and Convolutional Neural Networks (CNN), with the utilization of PET/CT images. The system aims to enhance the accuracy and efficiency of cancer diagnosis and provides valuable insights for decisions regarding treatment. The system leverages the power of deep learning models which are known to provide valuable information about cancer metabolism and anatomical structures. By training CNN models on a large dataset of annotated PET/CT images, the system can learn to recognize patterns and characteristics indicative of cancerous regions. To evaluate the accuracy of the system, performance metrics such as Intersection over Union (IoU) and F-measure are employed. IoU measures the overlap between the predicted cancer regions and ground truth annotations, while F-measure assesses the balance between precision and recall of the predictions. These metrics provide quantitative measures of the system's performance.

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Über die Autorin bzw. den Autor

Prof. Prathamesh S. Birajdar is working as an Assistant Professor in CSE Dept. SSWCOE, Solapur has a total of 4 years of experience. Dr.Somnath B. Thigale is having 17+years of experience & presently working as a Professor & Head AI&DS Dept. FTC COER, Sangola. Dr. Tukaram A. Chavan has 25 + years as a Professor and Principal of SSWCOE,Solapur.

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Verlag
LAP LAMBERT Academic Publishing
Erscheinungsdatum
2025
Sprache
Englisch
ISBN 10 
6208422116
ISBN 13 
9786208422110
Einband
Taschenbuch
Anzahl der Seiten
56
Kontakt zum Hersteller
Nicht verfügbar
Verantwortliche Person
SIA OmniScriptum Publishing
customerservice@vdm-vsg.de

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Riga
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