Hybrid Model In Machine Learning With Robust Regression For Handling Multicollinearity Outlier In Big Data And Its Application To Agriculture
In this research, 29 independent single variables and 435 independent interaction variables were identified. The limitation of this research were to address the problems such as irrelevant variables, multicollinearity and outliers.
| Main Author: | ., Mukhtar |
|---|---|
| Format: | Thesis |
| Language: | English |
| Published: |
2023
|
| Subjects: | |
| Online Access: | http://eprints.usm.my/60294/ http://eprints.usm.my/60294/1/Pages%20from%20MUKHTAR%20-%20TESIS.pdf |
Similar Items
Robust techniques for linear regression with multicollinearity and outliers
by: Mohammed, Mohammed Abdulhussein
Published: (2016)
by: Mohammed, Mohammed Abdulhussein
Published: (2016)
Robust Wavelet Regression With Automatic Boundary Correction
by: Mohamed Altaher, Alsaidi Almahdi
Published: (2012)
by: Mohamed Altaher, Alsaidi Almahdi
Published: (2012)
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)
Robust diagnostic and estimation for binary logistic regression model in the presence of multicollinearity and high leverage points
by: Ariffin @ Mat Zin, Syaiba Balqish
Published: (2018)
by: Ariffin @ Mat Zin, Syaiba Balqish
Published: (2018)
Modification Of Regression Models To
Solve Heterogeneity Problem Using
Seaweed Drying Data
by: Joshua, Ibidoja Olayemi
Published: (2023)
by: Joshua, Ibidoja Olayemi
Published: (2023)
Robust estimation and detection of outliers in simultaneous regression model
by: Mahdi, Orooba Mohsin
Published: (2016)
by: Mahdi, Orooba Mohsin
Published: (2016)
A Comparative Study On Some Methods For Handling
Multicollinearity Problems
by: Adnan, Norliza, et al.
Published: (2006)
by: Adnan, Norliza, et al.
Published: (2006)
A comparative study on some methods for handling multicollinearity problems
by: Adnan, Norliza, et al.
Published: (2006)
by: Adnan, Norliza, et al.
Published: (2006)
Comparing three methods of handling multicollinearity using simulation approach
by: Adnan, Norliza
Published: (2006)
by: Adnan, Norliza
Published: (2006)
Robust variable selection methods for large- scale data in the presence of multicollinearity, autocorrelated errors and outliers
by: Uraibi, Hassan S.
Published: (2016)
by: Uraibi, Hassan S.
Published: (2016)
Robust Diagnostics and Estimation in Heteroscedastic Regression Model in the Presence of Outliers
by: Rana, Md. Sohel
Published: (2010)
by: Rana, Md. Sohel
Published: (2010)
Multicollinearity and regression analysis
by: Daoud, Jamal Ibrahim
Published: (2017)
by: Daoud, Jamal Ibrahim
Published: (2017)
Dealing with Outliers: Robust, Resistant Regression
by: Glasser, Leslie
Published: (2007)
by: Glasser, Leslie
Published: (2007)
Empirical Mode Decomposition Combined with Local Linear
Quantile Regression for Automatic Boundary Correction
by: M. Jaber, Abobaker, et al.
Published: (2014)
by: M. Jaber, Abobaker, et al.
Published: (2014)
Application of Empirical Mode Decomposition with Local Linear
Quantile Regression in Financial Time Series Forecasting
by: M. Jaber, Abobaker, et al.
by: M. Jaber, Abobaker, et al.
A new robust estimator to detect outliers for multivariate data
by: Sharifah Sakinah, Syed Abd Mutalib, et al.
Published: (2019)
by: Sharifah Sakinah, Syed Abd Mutalib, et al.
Published: (2019)
Comparison of Robust Estimators’ Performance for Detecting Outliers in Multivariate Data
by: Sharifah Sakinah, Syed Abd Mutalib, et al.
Published: (2021)
by: Sharifah Sakinah, Syed Abd Mutalib, et al.
Published: (2021)
Robust Random Regression Imputation method for missing data in the presence of outliers
by: John, Ahamefule Happy
Published: (2013)
by: John, Ahamefule Happy
Published: (2013)
Interpolasi Data Berselerak
by: Wirza, Rahmita
Published: (1994)
by: Wirza, Rahmita
Published: (1994)
Multi-Objective Hybrid Algorithm For
The Classification Of Imbalanced
Datasets
by: Saeed, Sana
Published: (2019)
by: Saeed, Sana
Published: (2019)
Outlier detection in circular data and circular-circular regression model / Adzhar Rambli
by: Adzhar, Rambli
Published: (2011)
by: Adzhar, Rambli
Published: (2011)
Hybrid spline collocation method for transient heat transfer in genrating fin.
by: Amri Ramli, Ahmad Lutfi
Published: (2016)
by: Amri Ramli, Ahmad Lutfi
Published: (2016)
Hourglass Matrix: Its Quadrant Interlocking Factorization Using Modified Cramer’s Rule And Its Mixed Graph
by: Isaac, Babarinsa Olayiwola
Published: (2019)
by: Isaac, Babarinsa Olayiwola
Published: (2019)
Data Visualization Using Rational Trigonometric Spline
by: Bashir, Uzma, et al.
Published: (2013)
by: Bashir, Uzma, et al.
Published: (2013)
A Hybrid Neural Network - Hidden Markov Model - Fuzzy
Logic Method For Protein Classification
by: Chew, Martin Wooi Keat
Published: (2007)
by: Chew, Martin Wooi Keat
Published: (2007)
Multi-objective Hybrid Election Algorithm For Random K Satisfiability In Discrete Hopfield Neural Network
by: Karim, Syed Anayet
Published: (2023)
by: Karim, Syed Anayet
Published: (2023)
Application of Hybrid Cubic B-Spline Collocation Approach for Solving a Generalized Nonlinear Klien-Gordon Equation
by: Zin, Shazalina Mat, et al.
Published: (2014)
by: Zin, Shazalina Mat, et al.
Published: (2014)
Single-linkage method to detect multiple outliers with different outlier scenarios in circular regression model
by: Siti Zanariah, Satari, et al.
Published: (2018)
by: Siti Zanariah, Satari, et al.
Published: (2018)
Visualization Of Curve And Surface Data Using Rational Cubic Ball Functions
by: Jaafar, Wan Nurhadani Wan
Published: (2018)
by: Jaafar, Wan Nurhadani Wan
Published: (2018)
Outlier Detections and Robust Estimation Methods for Nonlinear Regression Model Having Autocorrelated and Heteroscedastic Errors
by: Riazoshams, Hossein
Published: (2010)
by: Riazoshams, Hossein
Published: (2010)
The Dynamics Of Market Integration Level And Its Determinants For Asean-5
by: Yeoh, Bit Kun
Published: (2011)
by: Yeoh, Bit Kun
Published: (2011)
MSG 383 - Struktur Data Untuk Grafik Komputer (April/Mei 2006)
by: PPSM, Pusat Pengajian Sains Matematik
Published: (2006)
by: PPSM, Pusat Pengajian Sains Matematik
Published: (2006)
Data fitting by G1 rational cubic Be´zier curves using
harmony search
by: Mohamed, Najihah, et al.
Published: (2015)
by: Mohamed, Najihah, et al.
Published: (2015)
Forecasting Performance Of Nonlinear And Nonstationary Stock Market Data Using Empirical Mode Decomposition
by: Awajan, Ahmad Mohammad Al-Abd
Published: (2018)
by: Awajan, Ahmad Mohammad Al-Abd
Published: (2018)
Parametric Interpolation To Scattered Data
[QA281. A995 2008 f rb].
by: Saaban, Azizan
Published: (2008)
by: Saaban, Azizan
Published: (2008)
Modelling The Nexus Between Energy-Economic Growth Using The Long Panel Data Estimations
by: Sim, Khang Yi
Published: (2024)
by: Sim, Khang Yi
Published: (2024)
Robust Estimation Methods and Robust Multicollinearity Diagnostics for Multiple Regression Model in the Presence of High Leverage Collinearity-Influential Observations
by: Bagheri, Arezoo
Published: (2011)
by: Bagheri, Arezoo
Published: (2011)
Generalized Logarithmic Penalty Function Approach For Invex
Nonlinear Constrained Optimization And Its Application
by: Hassan, Mansur
Published: (2020)
by: Hassan, Mansur
Published: (2020)
Robust multicollinearity diagnostic measure for fixed effect panel data model
by: Ismaeel, Shelan Saied, et al.
Published: (2021)
by: Ismaeel, Shelan Saied, et al.
Published: (2021)
Some Extensions Of Log Aesthetic Curves And Its Acceleration Using General Processing Unit (GPU)
by: Teh, Yee Meng
Published: (2022)
by: Teh, Yee Meng
Published: (2022)
Similar Items
-
Robust techniques for linear regression with multicollinearity and outliers
by: Mohammed, Mohammed Abdulhussein
Published: (2016) -
Robust Wavelet Regression With Automatic Boundary Correction
by: Mohamed Altaher, Alsaidi Almahdi
Published: (2012) -
Robust statistical procedures for multiple linear regression model in the presence of multicollinearity and outliers
by: Hendi, Hasan Talib Hendi.
Published: (2023) -
Robust diagnostic and estimation for binary logistic regression model in the presence of multicollinearity and high leverage points
by: Ariffin @ Mat Zin, Syaiba Balqish
Published: (2018) -
Modification Of Regression Models To
Solve Heterogeneity Problem Using
Seaweed Drying Data
by: Joshua, Ibidoja Olayemi
Published: (2023)