封面圖片

Outlier detection in logistic regression and its application in medical data analysis

The application of logistic regression is widely used in medical research. The detection of outliers has become an essential part of logistic regression. It is often observed outliers have a considerable influence on the analysis results, which may lead the study to the wrong conclusions. Many proce...

Saved in:

書目詳細資料
Main Authors:	Ahmad, Sanizah, Mohamed Ramli, Norazan, Midi, Habshah
格式:	Conference or Workshop Item
語言:	English
出版:	IEEE 2012
在線閱讀:	http://psasir.upm.edu.my/id/eprint/45052/1/Outlier%20detection%20in%20logistic%20regression%20and%20its%20application%20in%20medical%20data%20analysis.pdf http://psasir.upm.edu.my/id/eprint/45052/
標簽:	添加標簽沒有標簽, 成為第一個標記此記錄!

相似書籍

Diagnostics for residual outliers using deviance component in binary logistic regression.
由: Ahmad, Sanizah, et al.
出版: (2011)

Robust estimators in logistic regression: A comparatives simulation study.
由: Midi, Habshah, et al.
出版: (2010)

Detection of outliers and influential observations in binary logistic regression: An empirical study.
由: Sarkar, S.K., et al.
出版: (2011)

The performance of classical and robust logistic regression estimators in the presence of outliers
由: Midi, Habshah, et al.
出版: (2012)

Modified standardized Pearson residual for the identification of outliers in logistic regression model
由: Midi, Habshah, et al.
出版: (2013)

Fixed parameters Support Vector Regression for outlier detection
由: Rana, Sohel, et al.
出版: (2018)

Application of robust bootstrap techniques in logistic regression on intensive care unit data.
由: Midi, Habshah

Detection of outliers in high-dimensional data using nu-support vector regression
由: Mohammed Rashid, Abdullah, et al.
出版: (2021)

Detection of outliers in high dimensional data using NU-support vector regression
由: Mohammed Rashid, Abdullah, et al.
出版: (2021)

Modified outlier diagnostics for the extended exponential regression model with interval and right-censored data
由: Arasan, Jayanthi, et al.
出版: (2024)

Robust circular distance and its application in the identification of outliers in the simple circular regression model
由: Mahmood, Ehab A., et al.
出版: (2017)

Robust ridge regression approach for combined multicollinearity-outlier problem
由: Sanizah, Ahmad, et al.
出版: (2023)

Detection of outliers in the response and explanatory variables of the simple circular regression model
由: Mahmood, Ehab A., et al.
出版: (2016)

Logistic regression analysis of employment behavior data using randomized response technique
由: Suthar, Velo, et al.
出版: (2011)

The performance of clustering approach with robust mm-estimator for multiple outlier detection in linear regression
由: Mohd. Azmi, Nurulhuda Firdaus, et al.
出版: (2006)

Robust detection of outliers in both response and explanatory variables of the simple circular regression model
由: Rana, Sohel, et al.
出版: (2016)

Robust support vector regression model in the presence of outliers and leverage points
由: Dhhan, Waleed, et al.
出版: (2017)

Robust bootstrap methods in logistic regression model
由: Ariffin, Syaiba Balqish, et al.
出版: (2012)

Validation and performance analysis of binary logistic regression model
由: Rana, Md. Sohel, et al.
出版: (2010)

On a robust estimator in heteroscedastic regression model in the presence of outliers
由: Midi, Habshah, et al.
出版: (2013)

Detection of influential observations in spatial regression model based on outliers and bad leverage classification
由: Mohammed Baba, Ali, et al.
出版: (2021)

Optimization techniques for variable selection in binary logistic regression model applied to desire for children data.
由: Sarkar, S.K., et al.
出版: (2009)

Importance of assessing the model adequacy of binary logistic regression.
由: Sarkar, S.K., et al.
出版: (2010)

Robust bootstrap procedure for estimation of binary logistic regression model in the presence of high leverage points with medical applications
由: Ariffin, Syaiba Balqish, et al.
出版: (2021)

Robust logistic diagnostic for the identification of high leverage points in logistic regression model
由: Ariffin @ Mat Zin, Syaiba Balqish, et al.
出版: (2010)

Collinearity diagnostics of binary logistic regression model
由: Midi, Habshah, et al.
出版: (2010)

Two-step robust estimator in heteroscedastic regression model in the presence of outliers
由: Midi, Habshah, et al.
出版: (2014)

Outlier detection in the analysis of nested gage R & R, random effect model
由: Abduljaleel, Mohammed, et al.
出版: (2019)

A comparative study of logistic regression approach and stratified classical analysis on desire for children in Bangladesh
由: Sarkar, Saroje Kumar, et al.
出版: (2009)

Outlier detection in a circular regression model
由: Adzhar Rambli,, et al.
出版: (2015)

Adjusting outliers in univariate circular data
由: Mahmood, Ehab A., et al.
出版: (2017)

The performance of Diagnostic-Robust F in the identification of multivariate outliers.
由: Midi, Habshah

Students’ beliefs on mathematics and achievement of university students: logistics regression analysis
由: Suthar, Velo, et al.
出版: (2010)

Visual simulation approach in robust regression for models having both continuous and categorical variables in the presence of outliers and heteroscedasticity problems
由: A. Talib, Bashar, et al.
出版: (2009)

Weighted high leverage collinear robust ridge estimator in logistic regression model
由: Ariffin, Syaiba Balqish, et al.
出版: (2018)

Multiple outliers detection procedures in linear regression
由: Adnan, Robiah, et al.
出版: (2003)

Detection of outliers in the complex linear regression model
由: Hussin, A.G., et al.
出版: (2013)

Inferential procedures based on the double bootstrap for log logistic regression model with censored data
由: Loh, Yue Fang, et al.
出版: (2015)

Kernel partial least square regression with high resistance to multiple outliers and bad leverage points on near-infrared spectral data analysis
由: Silalahi, Divo Dharma, et al.
出版: (2021)

Amazing journey to robust statistics, discovering outliers for efficient prediction
由: Midi, Habshah
出版: (2016)