A Novel Method to Predict Knee Osteoarthritis Progression on MRI Using Machine Learning Methods
暂无分享,去创建一个
Ming Zhang | Rania Almajalid | Juan Shan | Yaodong Du | J. Shan | Ming Zhang | Rania Almajalid | Yaodong Du
[1] David Felson,et al. Varus and valgus alignment and incident and progressive knee osteoarthritis , 2010, Annals of the rheumatic diseases.
[2] Jeffrey B Driban,et al. Development of a rapid knee cartilage damage quantification method using magnetic resonance images , 2014, BMC Musculoskeletal Disorders.
[3] Stuart Crozier,et al. Automatic Segmentation and Quantitative Analysis of the Articular Cartilages From Magnetic Resonance Images of the Knee , 2010, IEEE Transactions on Medical Imaging.
[4] C. H. Coyle,et al. Early diagnosis to enable early treatment of pre-osteoarthritis , 2012, Arthritis Research & Therapy.
[5] Jeffrey B. Driban,et al. Effect of Intra-articular Triamcinolone vs Saline on Knee Cartilage Volume and Pain in Patients With Knee Osteoarthritis: A Randomized Clinical Trial , 2017, Journal of the American Medical Association (JAMA).
[6] Thomas M. Link,et al. Segmentation of joint and musculoskeletal tissue in the study of arthritis , 2016, Magnetic Resonance Materials in Physics, Biology and Medicine.
[7] F Eckstein,et al. Double echo steady state magnetic resonance imaging of knee articular cartilage at 3 Tesla: a pilot study for the Osteoarthritis Initiative , 2005, Annals of the rheumatic diseases.
[8] Geoffrey E. Hinton,et al. Learning internal representations by error propagation , 1986 .
[9] U. Sinha,et al. Automated image processing and analysis of cartilage MRI: enabling technology for data mining applied to osteoarthritis. , 2007, AIP conference proceedings.
[10] F. Eckstein,et al. Quantitative Cartilage Imaging in Knee Osteoarthritis , 2010, Arthritis.
[11] C. Kwoh,et al. Knee cartilage: efficient and reproducible segmentation on high-spatial-resolution MR images with the semiautomated graph-cut algorithm method. , 2009, Radiology.
[12] Corinna Cortes,et al. Support-Vector Networks , 1995, Machine Learning.
[13] Yuqing Zhang,et al. Epidemiology of osteoarthritis. , 2013, Rheumatic diseases clinics of North America.
[14] Rita W. T. Cheng,et al. Reliability of an efficient MRI-based method for estimation of knee cartilage volume using surface registration. , 2006, Osteoarthritis and cartilage.
[15] Jeffrey B. Driban,et al. Development of a Rapid Cartilage Damage Quantification Method for the Lateral Tibiofemoral Compartment Using Magnetic Resonance Images: Data from the Osteoarthritis Initiative , 2015, BioMed research international.
[16] F. Cicuttini,et al. Longitudinal study of the relationship between knee angle and tibiofemoral cartilage volume in subjects with knee osteoarthritis. , 2004, Rheumatology.
[17] Toby King,et al. The burden of musculoskeletal diseases in the United States. , 2016, Seminars in arthritis and rheumatism.
[18] D. Hand,et al. Idiot's Bayes—Not So Stupid After All? , 2001 .
[19] Jonathon Shlens,et al. A Tutorial on Principal Component Analysis , 2014, ArXiv.
[20] Xiaodong Wu,et al. LOGISMOS—Layered Optimal Graph Image Segmentation of Multiple Objects and Surfaces: Cartilage Segmentation in the Knee Joint , 2010, IEEE Transactions on Medical Imaging.
[21] Ian H. Witten,et al. The WEKA data mining software: an update , 2009, SKDD.
[22] Richard I Kitney,et al. Automated techniques for visualization and mapping of articular cartilage in MR images of the osteoarthritic knee: a base technique for the assessment of microdamage and submicro damage. , 2002, IEEE transactions on nanobioscience.
[23] Ming Zhang,et al. Knee osteoarthritis prediction on MR images using cartilage damage index and machine learning methods , 2017, 2017 IEEE International Conference on Bioinformatics and Biomedicine (BIBM).
[24] Leo Breiman,et al. Random Forests , 2001, Machine Learning.
[25] Dinesh Bhatia,et al. Current interventions in the management of knee osteoarthritis , 2013, Journal of pharmacy & bioallied sciences.
[26] L. D. Bennett,et al. Meniscal and articular cartilage changes in knee osteoarthritis: a cross-sectional double-contrast macroradiographic study. , 2002, Rheumatology.