from Determinantal Point Processes for Scalable Manifold Learning
for n points. Since this algorithm has the same complexity as the spectral analysis, it cannot be directly used as a subset selection scheme. In this paper, we focus on…
for n points. Since this algorithm has the same complexity as the spectral analysis, it cannot be directly used as a subset selection scheme. In this paper, we focus on…
and diffusion coefficient , and a hindered extracellular compartment with volume fraction and diffusion coefficient . The DW-MRI signal, S, is given by (1)where (2) (3)Equation (2) is the pulsed gradient…
, which is not necessary in our method. The elastic shape metric assumes two shapes are isotopic. However, the proposed intrinsic method is applicable for general Riemannian manifolds. Our approach…
and an ordering , where means that event occurs in position k. In practise we only observe a snapshot of the event sequence for each subject, taken at an unknown…
Model Variables image descriptor of supervoxel n in subject s genetic location of minor allele m in subject s subject-specific topic that generates super-voxel n in subject s, subject-specific topic…
be the 3-dimensional spatial coordinate system and t the temporal dimension. We consider the image time series I as a discretely sampled spatio-temporal signal of dimensions , where N is…
in human subjects, enabling the measurement of the ensemble average propagator (EAP) at distances as short as 10 . Coupled with continuous models of the full 3D DWI signal and the…
Fig. 1. Multi-scale CNN architecture used in our experiments. One stack of three pairs of convolution (Conv) and max-pooling layers (MP) uses input image patches of size . The second…
(e.g. a time series of N images with D pixels each) lies on a manifold which can be described by much fewer dimensions. Manifold learning techniques map each point in…
Fig. 1. Significant variation in visual characteristics of polyps. (a) Color and appearance variation of the same polyp due to varying lighting conditions. (b) Texture and shape variation among polyps….