Machine learning in computer-aided diagnosis [electronic resource] : medical imaging intelligence and analysis / Kenji Suzuki, editor.
Publication details: Hershey, Pa. : IGI Global (701 E. Chocolate Avenue, Hershey, Pennsylvania, 17033, USA), c2012.Description: electronic texts (431 p.) : digital filesISBN:- 9781466600607 (ebook)
- 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
- 616.07/54 23
- RC78.7.D53 M33 2012e
- Also available in print.
eBooks
Includes bibliographical references.
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.
Restricted to subscribers or individual electronic text purchasers.
"This book provides a comprehensive overview of machine learning research and technology in medical decision-making based on medical images"--Provided by publisher.
Also available in print.
Mode of access: World Wide Web.
Description based on title screen (IGI Global, viewed December 19, 2011).