Artificial Intelligence in Decision Support Systems for Diagnosis in Medical Imaging

Part I. Advanced Machine Learning in Computer-Aided Systems

1. Multi-modality Feature Learning in Diagnoses of Alzheimer’s Disease
Daoqiang Zhang, Chen Zu, Biao Jie, Tingting Ye

2. A Comparative Study of Modern Machine Learning Approaches for Focal Lesion Detection and Classification in Medical Images: BoVW, CNN and MTANN
Nima Tajbakhsh, Kenji Suzuki

3. Introduction to Binary Coordinate Ascent: New Insights into Efficient Feature Subset Selection for Machine Learning
Amin Zarshenas, Kenji Suzuki

Part II. Computer-Aided Detection

4. Automated Lung Nodule Detection Using Positron Emission Tomography/Computed Tomography
Atsushi Teramoto, Hiroshi Fujita

5. Detecting Mammographic Masses via Image Retrieval and Discriminative Learning
Menglin Jiang, Shaoting Zhang, Dimitris N. Metaxas

Part III. Computer-Aided Diagnosis

6. High-Order Statistics of Micro-Texton for HEp-2 Staining Pattern Classification
Xian-Hua Han, Yen-Wei Chen

7. Intelligent Diagnosis of Breast Cancer Based on Quantitative B-Mode and Elastography Features
Chung-Ming Lo, Ruey-Feng Chang

8. Categorization of Lung Tumors into Benign/Malignant, Solid/GGO, and Typical Benign/Others
Yasushi Hirano

9. Fuzzy Object Growth Model for Neonatal Brain MR Understanding
Saadia Binte Alam, Syoji Kobashi, Jayaram K Udupa

Part IV. Computer-Aided Prognosis

10. Computer-Aided Prognosis: Accurate Prediction of Patients with Neurologic and Psychiatric Diseases via Multi-modal MRI Analysis
Huiguang He, Hongwei Wen, Dai Dai, Jieqiong Wang

11. Radiomics in Medical Imaging—Detection, Extraction and Segmentation
Jie Tian, Di Dong, Zhenyu Liu, Yali Zang, Jingwei Wei, Jiangdian Song, Wei Mu, Shuo Wang, Mu Zhou

Part V. Computer-Aided Therapy and Surgery

12. Markerless Tumor Gating and Tracking for Lung Cancer Radiotherapy based on Machine Learning Techniques
Tong Lin, Yucheng Lin

13. Image Guided and Robot Assisted Precision Surgery
Fang Chen, Jia Liu, Hongen Liao

Keywords: Engineering, Computational Intelligence, Biomedical Engineering, Artificial Intelligence (incl. Robotics), Imaging / Radiology