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0111 · Feb 201419922001200920172026
10 results for vcd

We develop a method to combine Markov chain Monte Carlo (MCMC) and variational inference (VI), leveraging the advantages of both inference approaches. Specifically, we improve the variational distribution by running a few MCMC steps. To make inference tractable, we introduce the variational contrastive divergence (VCD)…

2019-05-10abs ↗pdf ↗

In this work we study the quantitative relation between the recursive teaching dimension (RTD) and the VC dimension (VCD) of concept classes of finite sizes. The RTD of a concept class C{0,1}n\mathcal C \subseteq \{0, 1\}^n, introduced by Zilles et al. (2011), is a combinatorial complexity measure characterized by the worst…

2017-02-18abs ↗pdf ↗

In this dissertation, I derive a new method to estimate the Vapnik-Chervonenkis Dimension (VCD) for the class of linear functions. This method is inspired by the technique developed by Vapnik et al. Vapnik et al. (1994). My contribution rests on the approximation of the expected maximum difference between two empirical…

2018-08-20abs ↗pdf ↗

The geometric dimension for proper actions gd(G)\underline{\mathrm{gd}}(G) of a group GG is the minimal dimension of a classifying space for proper actions EG\underline{E}G. We construct for every integer r1r\geq 1, an example of a virtually torsion-free Gromov-hyperbolic group GG such that for every group ΓΓ which con…

2016-02-13abs ↗pdf ↗

There is a well known injective homomorphism φ:BnAut(Fn)φ:{\mathcal {B}}_n \rightarrow {\rm Aut}(F_n) from the classical braid group Bn{\mathcal {B}}_n into the automorphism group of the free group FnF_n, first described by Artin. This homomorphism induces an action of Bn{\mathcal {B}}_n on FnF_n that can be recovered by consid…

2014-11-23abs ↗pdf ↗

Gromov's Conjecture states that for a closed nn-manifold MM with positive scalar curvature the macroscopic dimension of its universal covering M~\tilde M satisfies the inequality dimmcM~n2\dim_{mc}\tilde M\le n-2\cite{G2}. We prove this inequality for totally non-spin nn-manifolds whose fundamental group is a virtual duali…

2014-02-18abs ↗pdf ↗