Robust correlation feature selection based support vector machine approach for high dimensional datasets
Correlation-based feature selection methods are popular tools used to select the most important variables to include the true model in the analysis of sparse and high-dimensional models. In application, the presence of anomalous observations in both predictors and responses can seriously jeopardize...
| Main Authors: | Baba, Ishaq Abdullahi, Mohammed, Mohammed Bappah, Jillahi, Kamal Bakari, Umar, Aliyu, Hendi, Hasan Talib |
|---|---|
| Format: | Article |
| Language: | English |
| Published: |
Elsevier B.V.
2025
|
| Online Access: | http://psasir.upm.edu.my/id/eprint/120119/ http://psasir.upm.edu.my/id/eprint/120119/1/120119.pdf |
Similar Items
Penalized LAD-SCAD estimator based on robust wrapped correlation screening method for high dimensional models
by: Baba, Ishaq Abdullahi, et al.
Published: (2021)
by: Baba, Ishaq Abdullahi, et al.
Published: (2021)
Robust diagnostics and variable selection procedure based on modified reweighted fast consistent and high breakdown estimator for high dimensional data
by: Baba, Ishaq Abdullahi
Published: (2022)
by: Baba, Ishaq Abdullahi
Published: (2022)
A modified reweighted fast consistent and high-breakdown estimator for high-dimensional datasets
by: A. Baba, Ishaq, et al.
Published: (2024)
by: A. Baba, Ishaq, et al.
Published: (2024)
Dual response surface and robust design optimization based on penalty function method
by: Baba, Ishaq Abdullahi
Published: (2015)
by: Baba, Ishaq Abdullahi
Published: (2015)
Enhanced dimensionality reduction methods for classifying malaria vector dataset using decision tree
by: Arowolo, Micheal Olaolu, et al.
Published: (2021)
by: Arowolo, Micheal Olaolu, et al.
Published: (2021)
Robust statistical procedures for multiple linear regression model in the presence of multicollinearity and outliers
by: Hendi, Hasan Talib Hendi.
Published: (2023)
by: Hendi, Hasan Talib Hendi.
Published: (2023)
Machining process classification using PCA reduced histogram features and the support vector machine
by: Ashour, Mohammed Waleed, et al.
Published: (2015)
by: Ashour, Mohammed Waleed, et al.
Published: (2015)
Robust diagnostics and parameter estimation methods in linear and nonlinear regression based on nu support vector regression for high dimensional data
by: Rashid, Al-Dulaimi Abdullah Mohammed
Published: (2022)
by: Rashid, Al-Dulaimi Abdullah Mohammed
Published: (2022)
Comparison of robust estimators for detecting outliers in multivariate datasets
by: Sharifah Sakinah, Syed Abd Mutalib, et al.
Published: (2021)
by: Sharifah Sakinah, Syed Abd Mutalib, et al.
Published: (2021)
Protein structure prediction using robust principal component analysis and support vector machine
by: Zakaria, Nur Aini, et al.
Published: (2020)
by: Zakaria, Nur Aini, et al.
Published: (2020)
Waste classification using support vector machine with SIFT-PCA feature extraction
by: Puspaningrum, Adita Putri, et al.
Published: (2020)
by: Puspaningrum, Adita Putri, et al.
Published: (2020)
Detection of colon cancer based on microarray dataset using machine learning as a feature selection and classification techniques
by: A. S. M, Shafi, et al.
Published: (2020)
by: A. S. M, Shafi, et al.
Published: (2020)
Extreme learning machine classification of file clusters for evaluating content-based feature vectors
by: Ali, Rabei Raad, et al.
Published: (2018)
by: Ali, Rabei Raad, et al.
Published: (2018)
Crack Detection Of Eggshell Featuring An Improved Anisotropic Diffusion Filter And Support Vector Machine
by: Abdullah, Mohd Hafidz
Published: (2018)
by: Abdullah, Mohd Hafidz
Published: (2018)
Predicting proteins interactions from protein sequence features using support vector machines
by: Alashwal, Hany Taher Ahmed, et al.
Published: (2017)
by: Alashwal, Hany Taher Ahmed, et al.
Published: (2017)
Support vector machines for predicting protein-protein interactions using domains and hydrophobicity features
by: Alashwal, Hany Taher Ahmed, et al.
Published: (2006)
by: Alashwal, Hany Taher Ahmed, et al.
Published: (2006)
Adaptive elastic net with distance correlation on the grouping effect and robust of high dimensional stock market price
by: Yusrina Andu,, et al.
Published: (2021)
by: Yusrina Andu,, et al.
Published: (2021)
Dimensionality and reliability of the determinants of reverse mortgage use intention
by: Mohammed, Mohammed Ishaq, et al.
Published: (2018)
by: Mohammed, Mohammed Ishaq, et al.
Published: (2018)
The classification of skateboarding tricks by means of support vector machine: An evaluation of significant time-domain features
by: Muhammad Amirul, Abdullah, et al.
Published: (2020)
by: Muhammad Amirul, Abdullah, et al.
Published: (2020)
Integrated Features by Administering the Support Vector Machine of Translational Initiations Sites in Alternative Polymorphic Context
by: Nanna Suryana, Herman, et al.
Published: (2012)
by: Nanna Suryana, Herman, et al.
Published: (2012)
Comparison of domain and hydrophobicity features for the prediction of protein-protein interactions using support vector machines
by: Alashwal, Hany, et al.
Published: (2007)
by: Alashwal, Hany, et al.
Published: (2007)
Fast and robust diagnostic technique for the detection of high leverage points
by: Midi, Habshah, et al.
Published: (2020)
by: Midi, Habshah, et al.
Published: (2020)
On robust bivariate and multivariate correlation coefficient
by: Uraibi, Hassan Sami, et al.
Published: (2019)
by: Uraibi, Hassan Sami, et al.
Published: (2019)
Support vector machine and its applications for linear and nonlinear regression in the presence of outliers of high dimensional data
by: Sleabi, Waleed Dhhan
Published: (2016)
by: Sleabi, Waleed Dhhan
Published: (2016)
A new optimization scheme for robust design modeling with unbalanced data
by: Baba, Ishaq, et al.
Published: (2022)
by: Baba, Ishaq, et al.
Published: (2022)
Development Of Automatic Liver Segmentation Method For Three- Dimensional Computed Tomography Dataset
by: Chew, Chin Boon
Published: (2018)
by: Chew, Chin Boon
Published: (2018)
Robust partitioning and indexing for iris biometric database based on local features
by: Khalaf, Emad Taha, et al.
Published: (2018)
by: Khalaf, Emad Taha, et al.
Published: (2018)
Modified frequency tables for visualisation and analysis of univariate and bivariate data
by: Bappah, Mohammed Mohammed
Published: (2021)
by: Bappah, Mohammed Mohammed
Published: (2021)
Detection of outliers in high-dimensional data using nu-support vector regression
by: Mohammed Rashid, Abdullah, et al.
Published: (2021)
by: Mohammed Rashid, Abdullah, et al.
Published: (2021)
Detection of outliers in high dimensional data using NU-support vector regression
by: Mohammed Rashid, Abdullah, et al.
Published: (2021)
by: Mohammed Rashid, Abdullah, et al.
Published: (2021)
An enhanced feature selection and cancer classification for microarray data using relaxed Lasso and support vector machine
by: Aina Umairah, Mazlan, et al.
Published: (2021)
by: Aina Umairah, Mazlan, et al.
Published: (2021)
Correlation of leptin with clinico-pathological features of breast cancer
by: Abdulrazzaq, Saad Mohammed, et al.
Published: (2018)
by: Abdulrazzaq, Saad Mohammed, et al.
Published: (2018)
Correlation of leptin with clinico-pathological features of breast cancer
by: Abdulrazzaq, Saad Mohammed, et al.
Published: (2018)
by: Abdulrazzaq, Saad Mohammed, et al.
Published: (2018)
A Framework for Formulation of Student Dataset Using Existing and Novel Features for Analysis
by: Alu, Esther Samuel, et al.
Published: (2023)
by: Alu, Esther Samuel, et al.
Published: (2023)
The hybrid feature selection technique using term frequency-inverse document frequency and support vector machine-recursive feature elimination for sentiment classification
by: Nur Syafiqah, Mohd Nafis
Published: (2022)
by: Nur Syafiqah, Mohd Nafis
Published: (2022)
A new optimization scheme for robust design modeling with unbalanced data
by: Baba, Ishaq, et al.
Published: (2021)
by: Baba, Ishaq, et al.
Published: (2021)
Automatic filtering of far outliers in multibeam echo sounding dataset using robust detection algorithms
by: Mahmud, Mohd. Razali, et al.
Published: (2005)
by: Mahmud, Mohd. Razali, et al.
Published: (2005)
Development Of Semi-Automatic Liver Segmentation Method For Three-Dimensional Computed Tomography Dataset
by: Chiang, Yi Fan
Published: (2017)
by: Chiang, Yi Fan
Published: (2017)
Support vector machine and decision tree based classification of side-scan sonar mosaics using textural features
by: Febriawan, H.K., et al.
Published: (2019)
by: Febriawan, H.K., et al.
Published: (2019)
An enhanced hybrid feature selection technique using term frequency-inverse document frequency and support vector machine-recursive feature elimination for sentiment classification
by: Nur Syafiqah, Mohd Nafis, et al.
Published: (2021)
by: Nur Syafiqah, Mohd Nafis, et al.
Published: (2021)
Similar Items
-
Penalized LAD-SCAD estimator based on robust wrapped correlation screening method for high dimensional models
by: Baba, Ishaq Abdullahi, et al.
Published: (2021) -
Robust diagnostics and variable selection procedure based on modified reweighted fast consistent and high breakdown estimator for high dimensional data
by: Baba, Ishaq Abdullahi
Published: (2022) -
A modified reweighted fast consistent and high-breakdown estimator for high-dimensional datasets
by: A. Baba, Ishaq, et al.
Published: (2024) -
Dual response surface and robust design optimization based on penalty function method
by: Baba, Ishaq Abdullahi
Published: (2015) -
Enhanced dimensionality reduction methods for classifying malaria vector dataset using decision tree
by: Arowolo, Micheal Olaolu, et al.
Published: (2021)