Determinantal point processes for machine learning

A Kulesza, B Taskar - Foundations and Trends® in Machine …, 2012 - nowpublishers.com
Determinantal point processes (DPPs) are elegant probabilistic models of repulsion that
arise in quantum physics and random matrix theory. In contrast to traditional structured …

Random point fields associated with certain Fredholm determinants I: fermion, Poisson and boson point processes

T Shirai, Y Takahashi - Journal of Functional Analysis, 2003 - Elsevier
We introduce certain classes of random point fields, including fermion and boson point
processes, which are associated with Fredholm determinants of certain integral operators …

Determinantal probability measures

R Lyons - Publications Mathématiques de l'IHÉS, 2003 - numdam.org
Determinantal point processes have arisen in diverse settings in recent years and have
been investigated intensively. We study basic combinatorial and probabilistic aspects in the …

Random point fields associated with certain Fredholm determinants II: fermion shifts and their ergodic and Gibbs properties

T Shirai, Y Takahashi - The Annals of Probability, 2003 - projecteuclid.org
We construct and study a family of probability measures on the configuration space over
countable discrete space associated with nonnegative definite symmetric operators via …

[图书][B] Learning with determinantal point processes

JA Kulesza - 2012 - search.proquest.com
The increasing availability of both interesting data and processing capacity has led to
widespread interest in machine learning techniques that deal with complex, structured …

Kernels of conditional determinantal measures and the Lyons–Peres completeness conjecture

AI Bufetov, Y Qiu, A Shamov - Journal of the European Mathematical …, 2021 - ems.press
The main result of this paper, Theorem 1.4, establishes a conjecture of Lyons and Peres: for
a determinantal point process governed by a self-adjoint reproducing kernel, the system of …

Stationary determinantal processes: phase multiplicity, Bernoullicity, entropy, and domination

R Lyons, JE Steif - 2003 - projecteuclid.org
We study a class of stationary processes indexed by ℤ d that are defined via minors of d-
dimensional (multilevel) Toeplitz matrices. We obtain necessary and sufficient conditions for …

Determinantal point processes associated with Hilbert spaces of holomorphic functions

AI Bufetov, Y Qiu - Communications in Mathematical Physics, 2017 - Springer
We study determinantal point processes on CC induced by the reproducing kernels of
generalized Fock spaces as well as those on the unit disc DD induced by the reproducing …

Quasi-symmetries of determinantal point processes

AI Bufetov - 2018 - projecteuclid.org
The main result of this paper is that determinantal point processes on R corresponding to
projection operators with integrable kernels are quasi-invariant, in the continuous case …

Torsion-weighted spanning acycle entropy in cubical lattices and Mahler measures

Y Hiraoka, T Shirai - Journal of Applied and Computational Topology, 2024 - Springer
We compute the eigenvalues of up-Laplacians on cubical lattices and derive the torsion-
weighted count of spanning acycles in cubical lattices by using the matrix-tree theorem for …