Integrating Dimension Reduction and Out-of-Sample Extension in Automated Classification of Ex Vivo Human Patellar Cartilage on Phase Contrast X-Ray Computed Tomography - Nagarajan, Mahesh B.; Coan, Paola; Huber, Markus B.; Diemoz, Paul C.; Wismüller, Axel (PloS one, 2015)
Keywords: Adult; Algorithms; Area Under Curve; Artificial intelligence; Automation; Biocompatibility; Biomedical engineering; Biomedical materials; Bus interconnections; Cartilage; Cartilage - diagnostic imaging; Cartilage diseases; Chondrocytes; Classification; Computation; Computed tomography; Computer science; Feature extraction; Humans; Learning algorithms; Life Sciences; Machine learning; Medical imaging; Methods; Neural networks; Osteoarthritis; Osteoarthritis - classification; Osteoarthritis - diagnostic imaging; Patella; Pattern Recognition, Automated; Phase contrast; Principal Component Analysis; Radiographic Image Interpretation, Computer-Assisted; Reduction; Representations; ROC Curve; Scaling; Spatial resolution; Support Vector Machine; Support vector machines; Tomography; Tomography, X-Ray Computed; New York; France; United States--US; Germany