Resistant Regression for Interval-Valued Data

被引：0

作者：

Renan, Jobson ^{[1
]}

Silva, Jornandes Dias ^{[1
]}

Galdino, Sergio ^{[1
]}

机构：

[1] Univ Fed Pernambuco, Polytech Sch, Recife, PE, Brazil

来源：

2013 1ST BRICS COUNTRIES CONGRESS ON COMPUTATIONAL INTELLIGENCE AND 11TH BRAZILIAN CONGRESS ON COMPUTATIONAL INTELLIGENCE (BRICS-CCI & CBIC) | 2013年

关键词：

D O I：

10.1109/BRICS-CCI-CBIC.2013.52

中图分类号：

TP18 [人工智能理论];

学科分类号：

081104 ; 0812 ; 0835 ; 1405 ;

摘要：

This paper introduces two new approaches to fit univariate resistant linear regression models on interval-valued data. Linear regressions on interval-valued data gives point predictions. The prediction of the lower and upper bounds from interval-valued data of dependent variable are estimated from the fitted range resistant linear regression model. The new proposed methods should be used in presence of outliers.

引用

页码：277 / 281

页数：5

共 50 条

[1] Regression analysis for interval-valued data
Billard, L
Diday, E
[J]. DATA ANALYSIS, CLASSIFICATION, AND RELATED METHODS, 2000, : 369 - 374
[2] Constrained Regression for Interval-Valued Data
Gonzalez-Rivera, Gloria
Lin, Wei
[J]. JOURNAL OF BUSINESS & ECONOMIC STATISTICS, 2013, 31 (04) : 473 - 490
[3] Linear regression with interval-valued data
Sun, Yan
[J]. WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 2016, 8 (01): : 54 - 60
[4] Quantile Regression of Interval-Valued Data
Fagundes, Roberta A. A.
de Souza, Renata M. C. R.
Soares, Yanne M. G.
[J]. 2016 23RD INTERNATIONAL CONFERENCE ON PATTERN RECOGNITION (ICPR), 2016, : 2586 - 2591
[5] Compositional Linear Regression on Interval-valued Data
Pekaslan, Direnc
Wagner, Christian
[J]. 2021 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (IEEE SSCI 2021), 2021,
[6] Nonlinear regression applied to interval-valued data
Lima Neto, Eufrasio de A.
de Carvalho, Francisco de A. T.
[J]. PATTERN ANALYSIS AND APPLICATIONS, 2017, 20 (03) : 809 - 824
[7] Nonlinear regression applied to interval-valued data
Eufrásio de A. Lima Neto
Francisco de A. T. de Carvalho
[J]. Pattern Analysis and Applications, 2017, 20 : 809 - 824
[8] Multiple Linear Regression Models on Interval-valued Dengue Data with Interval-valued Climatic Variables
Attanayake, A. M. C. H.
Perera, S. S. N.
Liyanage, U. P.
[J]. INTERNATIONAL JOURNAL OF APPLIED MATHEMATICS & STATISTICS, 2020, 59 (03): : 49 - 60
[9] Bivariate elliptical regression for modeling interval-valued data
Wagner J. F. Silva
Renata M. C. R. Souza
F. J. A. Cysneiros
[J]. Computational Statistics, 2022, 37 : 2003 - 2028
[10] Linear regression analysis for interval-valued functional data
Nasirzadeh, Roya
Nasirzadeh, Fariba
Mohammadi, Zohreh
[J]. STAT, 2021, 10 (01):

← 1 2 3 4 5 →