Pinned Repositories
Applied-Regression-Analysis
Regression analysis applied to various datasets with code and summary statistics.
Image-Denoising
Implemented a maximum-a-posteriori Bayesian image-denoising algorithm that uses a noise model coupled with a Markov Random Field prior that uses a 4-neighbor neighbourhood system
Image-Segmentation
Implemented algorithms for segmenting the brain in 3 segments, namely, (i) white matter, (ii) gray matter, and (iii) cerebrospinal fluid, using a) Modified fuzzy-cmeans (FCM) to estimate, and account for, the bias/ inhomogeneity field in the brain MR image. b)Expectationmaximization (EM) optimization algorithm that relies on a Gaussian mixture model (GMM) for intensities and a Markov random field (MRF) model on the labels.
Optimal-Control-With-Neural-Networks
Simulation Study: Application of Bayesian Neural Networks in Optimal Control Linear Time-Invariant Systems systems
PBPK
Statistical-Shape-Analysis
Shape Analysis using point-sets, based upon Procrustes analysis
STAT9210_Final_Project
kaido975's Repositories
kaido975/Image-Segmentation
Implemented algorithms for segmenting the brain in 3 segments, namely, (i) white matter, (ii) gray matter, and (iii) cerebrospinal fluid, using a) Modified fuzzy-cmeans (FCM) to estimate, and account for, the bias/ inhomogeneity field in the brain MR image. b)Expectationmaximization (EM) optimization algorithm that relies on a Gaussian mixture model (GMM) for intensities and a Markov random field (MRF) model on the labels.
kaido975/Image-Denoising
Implemented a maximum-a-posteriori Bayesian image-denoising algorithm that uses a noise model coupled with a Markov Random Field prior that uses a 4-neighbor neighbourhood system
kaido975/Statistical-Shape-Analysis
Shape Analysis using point-sets, based upon Procrustes analysis
kaido975/Applied-Regression-Analysis
Regression analysis applied to various datasets with code and summary statistics.
kaido975/Optimal-Control-With-Neural-Networks
Simulation Study: Application of Bayesian Neural Networks in Optimal Control Linear Time-Invariant Systems systems
kaido975/PBPK