Fast two-sample testing with analytic representations of probability measures

Fast two-sample testing with analytic representations of probability measures

We propose a class of nonparametric two-sample tests with a cost linear in the sample size. Two tests are given, both based on an ensemble of distances between analytic functions representing each of the distributions. The first test uses smoothed empirical characteristic functions to represent the...

Полное описание

Библиографические подробности
Главные авторы:	Chwialkowski, K, Ramdas, A, Sejdinovic, D, Gretton, A
Формат:	Conference item
Опубликовано:	Massachusetts Institute of Technology Press 2015

Схожие документы

Optimal kernel choice for large-scale two-sample tests
по: Gretton, A, и др.
Опубликовано: (2012)

A kernel test for three-variable interactions
по: Sejdinovic, D, и др.
Опубликовано: (2013)

Large-scale kernel methods for independence testing
по: Zhang, Q, и др.
Опубликовано: (2017)

Hypothesis testing using pairwise distances and associated kernels
по: Sejdinovic, D, и др.
Опубликовано: (2012)

A kernel log-rank test of independence for right-censored data
по: Fernández, T, и др.
Опубликовано: (2021)

Equivalence of distance-based and RKHS-based statistics in hypothesis testing
по: Sejdinovic, D, и др.
Опубликовано: (2013)

Bayesian kernel two-sample testing
по: Zhang, Q, и др.
Опубликовано: (2022)

A differentially private kernel two-sample test
по: Raj, A, и др.
Опубликовано: (2020)

Representation of complex probabilities and complex Gibbs sampling
по: Salcedo Lorenzo Luis
Опубликовано: (2018-01-01)

On Wasserstein Two-Sample Testing and Related Families of Nonparametric Tests
по: Aaditya Ramdas, и др.
Опубликовано: (2017-01-01)

Minimal informationally complete measurements for probability representation of quantum dynamics
по: V I Yashin, и др.
Опубликовано: (2020-01-01)

Gradient-free Hamiltonian Monte Carlo with efficient Kernel exponential families
по: Strathmann, H, и др.
Опубликовано: (2015)

Density of the set of probability measures with the martingale representation property
по: Kramkov, D, и др.
Опубликовано: (2019)

Probability representations of a class of two-way diffusions
по: Clifford, P, и др.
Опубликовано: (2002)

Fast Analytic Sampling Approximation from Cauchy Kernel
по: Youfa Li, и др.
Опубликовано: (2016-01-01)

Alarm probabilities of simple tests of merger control: An analytic derivation
по: László Bokor
Опубликовано: (2024-04-01)

Feature-to-feature regression for a two-step conditional independence test
по: Zhang, Q, и др.
Опубликовано: (2017)

Impossibility of Fast Stable Approximation of Analytic Functions from Equispaced Samples.
по: Platte, R, и др.
Опубликовано: (2011)

Probability Representation of Quantum States
по: Olga V. Man’ko, и др.
Опубликовано: (2021-04-01)

Kernel-nased just-in-time learning for passing expectation propagation messages
по: Jitkrittum, W, и др.
Опубликовано: (2015)

Even and Odd Cat States of Two and Three Qubits in the Probability Representation of Quantum Mechanics
по: Matyas Mechler, и др.
Опубликовано: (2024-05-01)

Effect of pooled tracheal sample testing on the probability of Mycoplasma hyopneumoniae detection
по: Ana Paula Serafini Poeta Silva, и др.
Опубликовано: (2024-05-01)

Analytic neutrino oscillation probabilities
по: Chee Sheng Fong
Опубликовано: (2023-07-01)

Wigner function and the probability representation of quantum states
по: Man’ko Margarita A., и др.
Опубликовано: (2014-01-01)

Analytical Parameters of an Amperometric Glucose Biosensor for Fast Analysis in Food Samples
по: Margalida Artigues, и др.
Опубликовано: (2017-11-01)

Antenna Analytical Representation by a Two-Port Network
по: Peter L. Tokarsky
Опубликовано: (2020-01-01)

Modern probability theory : an introductory text book /
по: 312533 Bhat, B. Ramdas
Опубликовано: (1999)

Super-sampling with a reservoir
по: Paige, B, и др.
Опубликовано: (2016)

Are baboons learning "orthographic" representations? Probably not.
по: Maja Linke, и др.
Опубликовано: (2017-01-01)

Analytical Representation of Contours
по: Chaney, Ronald D.
Опубликовано: (2004)

Power analysis, sample size calculation for testing the largest binomial probability
по: Thuan Nguyen, и др.
Опубликовано: (2020-01-01)

Fast Estimation of Outcome Probabilities for Quantum Circuits
по: Hakop Pashayan, и др.
Опубликовано: (2022-06-01)

Preparation of the Digital Elevation Model using open source Geographic Information Systems tools for 3D prints
по: Chwiałkowski Cyprian, и др.
Опубликовано: (2024-01-01)

The Impact of Urban Public Transport on Residential Transaction Prices: A Case Study of Poznań, Poland
по: Cyprian Chwiałkowski, и др.
Опубликовано: (2022-01-01)

Dissecting Bayes: Using influence measures to test normative use of probability density information derived from a sample.
по: Keiji Ota, и др.
Опубликовано: (2024-05-01)

Analytic function methods in probability theory /
по: Gyires, B.
Опубликовано: (1980)

Analytic Combinatorics for Computing Seeding Probabilities
по: Guillaume J. Filion
Опубликовано: (2018-01-01)

Exact Probabilities and Confidence Limits for Binomial Samples: Applied to the Difference between Two Proportions
по: Lorentz Jäntschi, и др.
Опубликовано: (2010-01-01)

Analytical and numerical studies of creation probabilities of hierarchical trees
по: S.S. Borysov, и др.
Опубликовано: (2011-03-01)

Inverted Oscillator Quantum States in the Probability Representation
по: Olga V. Man’ko, и др.
Опубликовано: (2023-01-01)