Fuzzy logistic regression with least absolute deviations estimators
| LEADER | caa a22 4500 | ||
|---|---|---|---|
| 001 | 605469857 | ||
| 003 | CHVBK | ||
| 005 | 20210128100324.0 | ||
| 007 | cr unu---uuuuu | ||
| 008 | 210128e20150401xx s 000 0 eng | ||
| 024 | 7 | 0 | |a 10.1007/s00500-014-1418-2 |2 doi |
| 035 | |a (NATIONALLICENCE)springer-10.1007/s00500-014-1418-2 | ||
| 245 | 0 | 0 | |a Fuzzy logistic regression with least absolute deviations estimators |h [Elektronische Daten] |c [Mahshid Namdari, Jin Yoon, Alireza Abadi, S. Taheri, Seung Choi] |
| 520 | 3 | |a This study is an investigation of fuzzy logistic regression model for crisp input and fuzzy output data. The response variable is non-precise and is measured by linguistic terms. Especially this research develops least absolute deviations (LAD) method for modeling and compares the results with the least squares estimation (LSE) method. For these, two estimation methods, min-max method and fitting method, are provided in this research. This study presents new goodness-of-fit indices which are called measure of performance based on fuzzy distance $$(M_p)$$ ( M p ) and index of sensitivity $$(I_S)$$ ( I S ) . The study gives two numerical examples in real clinical studies about systematic lupus erythematosus and the other one in the field of nutrition to explain the proposed methods. In addition, we investigate the sensitivity of two estimation methods in the case of outliers by a numerical example. | |
| 540 | |a Springer-Verlag Berlin Heidelberg, 2014 | ||
| 690 | 7 | |a Fuzzy logistic regression |2 nationallicence | |
| 690 | 7 | |a Least absolute deviations estimation |2 nationallicence | |
| 690 | 7 | |a Least squares estimation |2 nationallicence | |
| 690 | 7 | |a Linguistic variable |2 nationallicence | |
| 690 | 7 | |a Measure of performance |2 nationallicence | |
| 690 | 7 | |a Index of sensitivity |2 nationallicence | |
| 690 | 7 | |a Possibilistic odds |2 nationallicence | |
| 700 | 1 | |a Namdari |D Mahshid |u Department of Biostatistics, Faculty of Paramedical Sciences and Dental School, Shahid Beheshti University of Medical Sciences, Tehran, Iran |4 aut | |
| 700 | 1 | |a Yoon |D Jin |u School of Mathematics and Statistics, Sejong University, Seoul, South Korea |4 aut | |
| 700 | 1 | |a Abadi |D Alireza |u Department of Health and Community Medicine, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran |4 aut | |
| 700 | 1 | |a Taheri |D S. |u Faculty of Engineering Science, College of Engineering, University of Tehran, Tehran, Iran |4 aut | |
| 700 | 1 | |a Choi |D Seung |u School of Liberal Arts and Sciences, Korea Aerospace University, Koyang, South Korea |4 aut | |
| 773 | 0 | |t Soft Computing |d Springer Berlin Heidelberg |g 19/4(2015-04-01), 909-917 |x 1432-7643 |q 19:4<909 |1 2015 |2 19 |o 500 | |
| 856 | 4 | 0 | |u https://doi.org/10.1007/s00500-014-1418-2 |q text/html |z Onlinezugriff via DOI |
| 898 | |a BK010053 |b XK010053 |c XK010000 | ||
| 900 | 7 | |a Metadata rights reserved |b Springer special CC-BY-NC licence |2 nationallicence | |
| 908 | |D 1 |a research-article |2 jats | ||
| 949 | |B NATIONALLICENCE |F NATIONALLICENCE |b NL-springer | ||
| 950 | |B NATIONALLICENCE |P 856 |E 40 |u https://doi.org/10.1007/s00500-014-1418-2 |q text/html |z Onlinezugriff via DOI | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Namdari |D Mahshid |u Department of Biostatistics, Faculty of Paramedical Sciences and Dental School, Shahid Beheshti University of Medical Sciences, Tehran, Iran |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Yoon |D Jin |u School of Mathematics and Statistics, Sejong University, Seoul, South Korea |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Abadi |D Alireza |u Department of Health and Community Medicine, School of Medicine, Shahid Beheshti University of Medical Sciences, Tehran, Iran |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Taheri |D S. |u Faculty of Engineering Science, College of Engineering, University of Tehran, Tehran, Iran |4 aut | ||
| 950 | |B NATIONALLICENCE |P 700 |E 1- |a Choi |D Seung |u School of Liberal Arts and Sciences, Korea Aerospace University, Koyang, South Korea |4 aut | ||
| 950 | |B NATIONALLICENCE |P 773 |E 0- |t Soft Computing |d Springer Berlin Heidelberg |g 19/4(2015-04-01), 909-917 |x 1432-7643 |q 19:4<909 |1 2015 |2 19 |o 500 | ||