Machine learning in computer-aided diagnosis medical imaging intelligence and analysis /

• Corporate Author: IGI Global.
• Other Authors: Suzuki, Kenji, 1968 Oct. 5-
• Format: Electronic
• Language: English
• Published: Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), 2011.
• Subjects: Diagnostic imaging > Digital techniques.; Image analysis.; Machine learning.; Automated segmentation computed tomography scans; Clinical machine learning; Computer-aided detection and diagnosis; Content-based image retrieval; Ensemble learning; Fuzzy methods for image analysis; Machine learning techniques; Magnetic resonance imaging; Medical image registration, segmentation and classification; Relevance feedback
• Online Access: Chapter PDFs via platform:

"This book provides a comprehensive overview of machine learning research and technology in medical decision-making based on medical images"--Provided by publisher.

Table of Contents:

• 1. Robustness studies of ultrasound CADx in breast cancer diagnosis / Nicholas P. Gruszauskas and Maryellen L. Giger
• 2. Digital image processing and machine learning techniques for the detection of architectural distortion in prior mammograms / Shantanu Banik, Rangaraj M. Rangayyan and J. E. Leo Desautels
• 3. Computer-aided detection and diagnosis for 3D X-ray based breast imaging / Gautam S. Muralidhar, Alan C. Bovik and Mia K. Markey
• 4. Relevance feedback as new tool for computer-aided diagnosis in image databases / Issam El Naqa, Jung Hun Oh and Yongyi Yang
• 5. Advanced fuzzy methods for mammography image analysis / Farhang Sahba, Anastasios Venetsanopoulos and Gerald Schaefer
• 6. Computerized detection of lung nodules on chest radiographs: application of bone suppression imaging by means of multiple massive-training ANNs / Sheng Chen and Kenji Suzuki
• 7. Techniques for the automated segmentation of lung in thoracic computed tomography scans / William F. Sensakovic and Samuel G. Armato
• 8. Clinical machine learning in action: CAD system design, development, tuning, and long-term experience / Yoshitaka Masutani ... [et al.]
• 9. Computer-aided detection of polyps in CT colonography by means of feature selection and massive-training support vector regression / Jian-Wu Xu and Kenji Suzuki
• 10. Content-based image retrieval for medical image analysis / Jianhua Yao and Ronald M. Summers
• 11. A model-driven bayesian method for polyp detection and false positive suppression in CT colonography computer-aided detection / Xujiong Ye and Greg Slabaugh
• 12. Computer-aided image analysis and detection of prostate cancer: using immunostaining for alpha-methylacyl-CoA racemase, p63, and high-molecular-weight cytokeratin / Yahui Peng, Yulei Jiang and Ximing J. Yang
• 13. Magnetic resonance image analysis for brain CAD systems with machine learning / Hidetaka Arimura ... [et al.]
• 14. CADrx for GBM brain tumors: predicting treatment response from changes in diffusion-weighted MRI / Jing Huo, Matthew S. Brown and Kazunori Okada
• 15. Autism diagnostics by 3D shape analysis of the corpus callosum / Ahmed Elnakib ... [et al.]
• 16. Neuroimage classification for early diagnosis of Alzheimer's disease / Yong Fan and Christos Davatzikos
• 17. Manifold learning for medical image registration, segmentation, and classification / Paul Aljabar, Robin Wolz and Daniel Rueckert
• 18. Learning manifolds: design analysis for medical applications / Diana Mateus ... [et al.]
• 19. Automatic organ localization on X-ray CT images by using ensemble-learning techniques / Xiangrong Zhou and Hiroshi Fujita
• 20. Applications of machine learning in real-time tumor localization / Ruijiang Li and Steve B. Jiang.