Robust versions of classical multivariate techniques based on the Cauchy likelihood

QR Code

Robust versions of classical multivariate techniques based on the Cauchy likelihood

Classical multivariate analysis techniques such as principal components analysis (PCA), canonical correlation analysis (CCA) and discriminant analysis (DA) can be badly affected when extreme outliers are present. The purpose of this thesis is to present new robust versions of these methods. Our appr...

Full description

Bibliographic Details
Main Author:	Fayomi, Aisha Fouad
Format:	Thesis (University of Nottingham only)
Language:	English
Published:	2013
Online Access:	https://eprints.nottingham.ac.uk/13446/

Similar Items

Multivariate control chart based on robust estimator
by: Midi, Habshah, et al.
Published: (2009)

Multivariate control chart based on robust estimator
by: Habshah Midi,, et al.
Published: (2009)

Robust multivariate control chart
by: Shabbak, Ashkan, et al.
Published: (2009)

Meteorological multivariable approximation and prediction with classical VAR-DCC approach
by: Siti Mariam Norrulashikin,, et al.
Published: (2018)

On Robust Alternatives to the Maximum Likelihood Estimators of a Linear Functional Relationship
by: Abdullah, Mokhtar
Published: (1989)

Performance profiling of UV-grafted forward osmosis polyethersulfone membrane using multivariate classical scaling technique
by: Ahmad Fikri Hadi Abdul, Rahman, et al.
Published: (2019)

Robust multivariate least angle regression
by: Uraibi, Hassan Sami, et al.
Published: (2017)

On robust bivariate and multivariate correlation coefficient
by: Uraibi, Hassan Sami, et al.
Published: (2019)

Cauchy integral formula
by: Azram, Mohammad, et al.
Published: (2013)

Cauchy integral formula
by: Azram, Mohammad, et al.
Published: (2013)

On the Cauchy-Goursat theorem
by: Azram, Mohammad, et al.
Published: (2010)

Improved clustering using robust and classical principal component
by: Hassn, Ahmed Kadom
Published: (2017)

Improved Multivariate Control Charts with Robust Methods
by: Shabbak, Ashkan
Published: (2011)

Modified multivariate cumulative sum control chart based on robust estimators
by: Razale, A. S., et al.
Published: (2023)

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

Comparison of robust estimators for detecting outliers in multivariate datasets
by: Sharifah Sakinah, Syed Abd Mutalib, et al.
Published: (2021)

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

Cauchy-Goursat theorem (variational approach)
by: Azram, Mohammad, et al.
Published: (2010)

A new robust estimator to detect outliers for multivariate data
by: Sharifah Sakinah, Syed Abd Mutalib, et al.
Published: (2019)

Improved robust estimator and clustering procedures for multivariate outliers detection
by: Sharifah Sakinah, Syed Abd Mutalib
Published: (2023)

Comparison of Robust Estimators’ Performance for Detecting Outliers in Multivariate Data
by: Sharifah Sakinah, Syed Abd Mutalib, et al.
Published: (2021)

Robust multivariate control charts to detect small shifts in mean.
by: Midi, Habshah, et al.
Published: (2011)

Investigation of classical and fuzzy controller robustness for gantry crane system incorporating payload
by: Mohd Anwar, Zawawi, et al.
Published: (2011)

Classical and a robust method in dealing with outlier in factorial designs : an empirical example.
by: Fitrianto, Anwar, et al.
Published: (2012)

Skewed distributions generated by truncated cauchy kernel
by: Ashani, Zahra Nazemi
Published: (2017)

On the Cauchy problem for a generalized Boussinesq equation
by: Lin, Qun, et al.
Published: (2009)

The Cauchy-Schwarz divergence for poisson point processes
by: Hoang, Hung Gia, et al.
Published: (2014)

The Cauchy-Schwarz Divergence for Poisson Point Processes
by: Hung, G., et al.
Published: (2015)

Comparing the vocal techniques of jazz and classical music
by: Crabtree, Jacob
Published: (2024)

A comparison between classical and robust method in a factorial design in the presence of outlier
by: Fitrianto, Anwar, et al.
Published: (2013)

Numerical evaluation for Cauchy type singular integrals on the interval.
by: Eshkuvatov, Zainiddin K., et al.
Published: (2010)

Numerical solution of FIE of the second kind with cauchy kernel
by: Eshkuvatov, Zainidin K., et al.
Published: (2011)

Modeling network traffic using generalized Cauchy process
by: LI, M, et al.
Published: (2008)

Parabolic equations with the second-order Cauchy conditions on the boundary
by: Dokuchaev, Nikolai
Published: (2007)

The performance of robust multivariate statistical control charts based on different cutoff-points with sustained shifts in mean.
by: Shabbak, Ashak, et al.
Published: (2011)

On classical and non-classical views on nucleation
by: Gebauer, Denis, et al.
Published: (2018)

Likelihood Based Estimation in the Logistic Model with Time Censored Data
by: Baklizi, Ayman
Published: (2002)

Comparison of efficiency between classical and modified EWMA control charts using different robust estimators
by: Mohamed Ali, Nazihah, et al.
Published: (2024)

Bootstrap Technique For Examining The Properties Of The Maximum Likelihood Estimator Of The Spatial Unilateral Autoregressive Model.
by: Awang, Norhashidah, et al.
Published: (2009)

Rotterdam Rules or Hybrid: the likelihood for harmonization
by: Hamid, Abdul Ghafur@Khin Maung Sein
Published: (2010)