Reproducing Kernel Hilbert Space, Mercer's Theorem, Eigenfunctions, Nystr\" om Method, and Use of Kernels in Machine Learning: Tutorial and Survey

B Ghojogh, A Ghodsi, F Karray, M Crowley - arXiv preprint arXiv …, 2021 - arxiv.org
This is a tutorial and survey paper on kernels, kernel methods, and related fields. We start
with reviewing the history of kernels in functional analysis and machine learning. Then …

A proof of the CSP dichotomy conjecture

D Zhuk - Journal of the ACM (JACM), 2020 - dl.acm.org
Many natural combinatorial problems can be expressed as constraint satisfaction problems.
This class of problems is known to be NP-complete in general, but certain restrictions on the …

Constraint satisfaction problems solvable by local consistency methods

L Barto, M Kozik - Journal of the ACM (JACM), 2014 - dl.acm.org
Constraint Satisfaction Problems Solvable by Local Consistency Methods Page 1 i i i i 3
Constraint Satisfaction Problems Solvable by Local Consistency Methods LIBOR BARTO …

The wonderland of reflections

L Barto, J Opršal, M Pinsker - Israel Journal of Mathematics, 2018 - Springer
A fundamental fact for the algebraic theory of constraint satisfaction problems (CSPs) over a
fixed template is that pp-interpretations between at most countable ω-categorical relational …

[图书][B] An invitation to general algebra and universal constructions

GM Bergman - 2015 - Springer
Universitext is a series of textbooks that presents material from a wide variety of
mathematical disciplines at master's level and beyond. The books, often well class-tested by …

[HTML][HTML] Physical activation functions (PAFs): An approach for more efficient induction of physics into physics-informed neural networks (PINNs)

J Abbasi, PØ Andersen - Neurocomputing, 2024 - Elsevier
In recent years, the evolution of Physics-Informed Neural Networks (PINNs) has reduced the
gap between Deep Learning (DL) based methods and analytical/numerical approaches in …

Characterizations of several Maltsev conditions

M Kozik, A Krokhin, M Valeriote, R Willard - Algebra universalis, 2015 - Springer
Tame congruence theory identifies six Maltsev conditions associated with locally finite
varieties omitting certain types of local behaviour. Extending a result of Siggers, we show …

Topology is irrelevant (in a dichotomy conjecture for infinite domain constraint satisfaction problems)

L Barto, M Pinsker - SIAM Journal on Computing, 2020 - SIAM
The tractability conjecture for finite domain constraint satisfaction problems (CSPs) stated
that such CSPs are solvable in polynomial time whenever there is no natural reduction, in …

[PDF][PDF] Complemental binary operations of sets and their application to group theory

A Sezgin, N Çağman, AO Atagün… - Matrix Science …, 2023 - matrixsmathematic.com
Set theory is the branch of mathematical logic that studies sets and is one of the greatest
achievements of modern mathematics. This branch of mathematics forms a foundation for …

The equivalence of two dichotomy conjectures for infinite domain constraint satisfaction problems

L Barto, M Kompatscher, M Olšák… - 2017 32nd Annual …, 2017 - ieeexplore.ieee.org
There exist two conjectures for constraint satisfaction problems (CSPs) of reducts of finitely
bounded homogeneous structures: the first one states that tractability of the CSP of such a …