Kernel mean embedding of distributions: A review and beyond

K Muandet, K Fukumizu… - … and Trends® in …, 2017 - nowpublishers.com
A Hilbert space embedding of a distribution—in short, a kernel mean embedding—has
recently emerged as a powerful tool for machine learning and statistical inference. The basic …

Multimodal classification of remote sensing images: A review and future directions

L Gómez-Chova, D Tuia, G Moser… - Proceedings of the …, 2015 - ieeexplore.ieee.org
Earth observation through remote sensing images allows the accurate characterization and
identification of materials on the surface from space and airborne platforms. Multiple and …

[图书][B] Theoretical foundations of functional data analysis, with an introduction to linear operators

T Hsing, R Eubank - 2015 - books.google.com
Theoretical Foundations of Functional Data Analysis, with an Introduction to Linear
Operators provides a uniquely broad compendium of the key mathematical concepts and …

Learning dynamical systems via Koopman operator regression in reproducing kernel Hilbert spaces

V Kostic, P Novelli, A Maurer… - Advances in …, 2022 - proceedings.neurips.cc
We study a class of dynamical systems modelled as stationary Markov chains that admit an
invariant distribution via the corresponding transfer or Koopman operator. While data-driven …

[图书][B] Asymptotic statistics

AW Van der Vaart - 2000 - books.google.com
This book is an introduction to the field of asymptotic statistics. The treatment is both practical
and mathematically rigorous. In addition to most of the standard topics of an asymptotics …

Local density functional theory of atoms and molecules

RG Parr, SR Gadre, LJ Bartolotti - Proceedings of the …, 1979 - National Acad Sciences
A local density functional theory of the ground electronic states of atoms and molecules is
generated from three assumptions:(i) The energy functional is local.(ii) The chemical …

Nineteen dubious ways to compute the exponential of a matrix, twenty-five years later

C Moler, C Van Loan - SIAM review, 2003 - SIAM
In principle, the exponential of a matrix could be computed in many ways. Methods involving
approximation theory, differential equations, the matrix eigenvalues, and the matrix …

[图书][B] Quantum field theory in curved spacetime and black hole thermodynamics

RM Wald - 1994 - books.google.com
In this book, Robert Wald provides a coherent, pedagogical introduction to the formulation of
quantum field theory in curved spacetime. He begins with a treatment of the ordinary one …

Interlacing families I: Bipartite Ramanujan graphs of all degrees

A Marcus, DA Spielman… - 2013 IEEE 54th Annual …, 2013 - ieeexplore.ieee.org
We prove that there exist infinite families of regular bipartite Ramanujan graphs of every
degree bigger than 2. We do this by proving a variant of a conjecture of Bilu and Linial about …

[PDF][PDF] Hilbert space embeddings and metrics on probability measures

BK Sriperumbudur, A Gretton, K Fukumizu… - The Journal of Machine …, 2010 - jmlr.org
A Hilbert space embedding for probability measures has recently been proposed, with
applications including dimensionality reduction, homogeneity testing, and independence …