All Questions
Tagged with learning-theory reference-request
6
questions
4
votes
0
answers
161
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Convergence rates for kernel empirical risk minimization, i.e empirical risk minimization (ERM) with kernel density estimation (KDE)
Let $\Theta$ be an open subset of some $\mathbb R^m$ and let $P$ be a probability distribution on $\mathbb R^d$ with density $f$ in a Sobolev space $W_p^s(\mathbb R^d)$, i.e all derivatives of $f$ ...
11
votes
1
answer
798
views
Abstract mathematical concepts/tools appeared in machine learning research
I am interested in knowing about abstract mathematical concepts, tools or methods that have come up in theoretical machine learning. By "abstract" I mean something that is not immediately related to ...
6
votes
0
answers
116
views
Functional Equation of Zeta Function on Statistical Model
I've been studying [1] because I was interested in his ideas on the zeta function. I'll define it here (c.f. p. 31):
The Kullback-Leibler distance is defined as
$$
K(w)=\int q(x)f(x, w)dx\quad
f(x,w)...
38
votes
4
answers
3k
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Is there research on human-oriented theorem proving?
I know there is already a research community that is working on automatic theorem proving mostly using logic (and things like Coq and ACL2). However, I came across a lecture from a fields medalist W.T....
13
votes
3
answers
2k
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Is there research on Machine Learning techniques to discover conjectures (theorems) in a wide range of mathematics beyond mathematical logic?
Although there already exists active research area, so-called, automated theorem proving, mostly work on logic and elementary geometry.
Rather than only logic and elementary geometry, are there ...
15
votes
1
answer
1k
views
Table with the most seated customers in Chinese restaurant process
Suppose we have some initial configuration of people seated at some tables. We start taking new customers and seat them following Chinese restaurant process. Is there some known work on finding the ...