ESTIMATION OF DENSITY RATIO AND ITS APPLICATION TO DESIGN A MEASURE OF DEPENDENCE

被引：0

作者：

Seth, Sohan ^{[1
]}

Principe, Jose C. ^{[1
]}

机构：

[1] Univ Florida, Gainesville, FL 32611 USA

来源：

2009 IEEE INTERNATIONAL WORKSHOP ON MACHINE LEARNING FOR SIGNAL PROCESSING | 2009年

关键词：

D O I：

暂无

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

In this paper we propose a new approach to estimate the ratio of two probability density functions. The proposed approach is inspired by the kernel based function approximation technique. We apply this estimator to derive an estimator of mutual information and show that this estimator can be successfully used to detect dependence between two random variables.

引用

页码：393 / 398

页数：6

共 50 条

[21] Telescoping Density-Ratio Estimation
Rhodes, Benjamin
Xu, Kai
Gutmann, Michael U.
ADVANCES IN NEURAL INFORMATION PROCESSING SYSTEMS 33, NEURIPS 2020, 2020, 33
[22] Dependence measure for length-biased survival data using kernel density estimation with a regression procedure
Bentoumi, Rachid
Alvo, Mayer
Mesfioui, Mhamed
JOURNAL OF STATISTICAL COMPUTATION AND SIMULATION, 2022, 92 (02) : 211 - 231
[23] Functional data: local linear estimation of the conditional density and its application
Demongeot, Jacques
Laksaci, Ali
Madani, Fethi
Rachdi, Mustapha
STATISTICS, 2013, 47 (01) : 26 - 44
[24] Generalized Kernel Density Estimation Based Robust Estimator and Its Application
Zhang, Zhen
Zhang, Yanning
Yao, Rui
Li, Haisen
Zhu, Yu
INTELLIGENT SCIENCE AND INTELLIGENT DATA ENGINEERING, ISCIDE 2011, 2012, 7202 : 112 - 121
[25] A distributed density estimation algorithm and its application to naive Bayes classification
Khajenezhad, Ahmad
Bashiri, Mohammad Ali
Beigy, Hamid
APPLIED SOFT COMPUTING, 2021, 98
[26] COMPUTER APPLICATION OF A SYNTACTIC DENSITY MEASURE
KIDDER, CL
GOLUB, LS
COMPUTERS AND THE HUMANITIES, 1976, 10 (06): : 325 - 331
[27] Estimation methodology of public housing coverage ratio and its application in Chinese cities
1600, Systems Engineering Society of China (34):
[28] Space Ratio: A Measure of Density Potentials in the Built Environment
Bolton, Liam Thomas
SUSTAINABLE CITIES AND SOCIETY, 2021, 75
[29] A conditional Gini: measure, estimation, and application
Ahlin, Christian
Jeong, Hyeok
JOURNAL OF ECONOMIC INEQUALITY, 2021, 19 (02): : 363 - 384
[30] OPTIMIZATION DESIGN OF HIGH CUTTING SLOPES RATIO IN EXPRESSWAY AND ITS APPLICATION
Chen, Ze-Song
Xia, Yuan-You
Zhang, Liang-Liang
Rui, Rui
Li, Xin-Tong
4TH INTERNATIONAL SYMPOSIUM ON LIFETIME ENGINEERING OF CIVIL INFRASTRUCTURE, 2009, : 948 - 953

← 1 2 3 4 5 →