Publications
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An analysis of noise in recurrent neural networks: convergence and generalization
Concerns the effect of noise on the performance of feedforward neural nets. We introduce and analyze various methods of injecting synaptic noise into dynamically driven recurren...
The convergence of carbohydrate active gene repertoires in human gut microbes
The extreme variation in gene content among phylogenetically related microorganisms suggests that gene acquisition, expansion, and loss are important evolutionary forces for ada...
Projection reconstruction MR imaging using FOCUSS
Abstract The focal underdetermined system solver (FOCUSS) was originally designed to obtain sparse solutions by successively solving quadratic optimization problems. This articl...
Multivariate Smoothing Spline Functions
Given data $z_i = g(t_i ) + \varepsilon _i , 1 \leqq i \leqq n$, where g is the unknown function, the $t_i $ are known d-dimensional variables in a domain $\Omega $, and the $\v...