Intelligent Computing in Carcinogenic Disease Detection / Computational Intelligence Methods and Applications (PDF)
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This book draws on a range of intelligent computing methodologies to effectively detect and classify various carcinogenic diseases. These methodologies, which have been developed on a sound foundation of gene-level, cell-level and tissue-level carcinogenic datasets, are discussed in Chapters 1 and 2.
Chapters 3, 4 and 5 elaborate on several intelligent gene selection methodologies such as filter methodologies and wrapper methodologies. In addition, various gene selection philosophies for identifying relevant carcinogenic genes are described in detail. In turn, Chapters 6 and 7 tackle the issues of using cell-level and tissue-level datasets to effectively detect carcinogenic diseases. The performance of different intelligent feature selection techniques is evaluated on cell-level and tissue-level datasets to validate their effectiveness in the context of carcinogenic disease detection.
In closing, the book presents illustrative case studies that demonstrate the value of intelligent computing strategies.
Subhajit Kar is currently an Associate Professor and Head of the Department at the Department of Electrical Engineering, Institute of Engineering & Management, Kolkata, India. He is a member of the IEEE (USA) and currently serves as honorary treasurer of the IEEE Joint CSS-IMS Kolkata Chapter. He has authored/co-authored several international journal and international conference papers. His research interests include computational biology, biomedical imaging, stochastic optimization and machine learning techniques.
Madhubanti Maitra is currently a Professor at the Department of Electrical Engineering, Jadavpur University, India. She has previously served as a research scientist for the DRDL-sponsored projects on Control and Guidance of Agni and Nag Missiles; and as a teacher-investigator and coordinator for DRDL- and ADA-sponsored projects on CLAW IV and V for LCA (Light Combat Aircraft). She has 22 classified articles on Agni, Nag and LCA and more
- Autoren: Kaushik Das Sharma , Subhajit Kar , Madhubanti Maitra
- 2024, 2024, 180 Seiten, Englisch
- Verlag: Springer Nature Singapore
- ISBN-10: 9819724244
- ISBN-13: 9789819724246
- Erscheinungsdatum: 16.05.2024
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