A revision on Multicollinearity and Augmentation Methods
Год выпуска: 2014 Автор: Russell Perez Gonzalez,Armando Javier Rios Lira and Elias Heriberto Arias Nava Издательство: LAP Lambert Academic Publishing Страниц: 76 ISBN: 9783659507038 Описание This book presents a new augmentation method to eliminate the multicollinearity in datasets that contain several correlated predictor variables. The objective in mind is to reduce the estimation error of the regression coefficients. The main contribution of this work consists in offering a new alternative to eliminate multicollinearity in datasets by using small runs which are added in a sequential manner. The algorithm proposed will indicate the point in which the augmentations have sufficiently contributed to find the true regression model. The procedure is based on addition of new observations to the point in which an appropriate regression model can be constructed. The new information is obtained through designed experiments using the R3 algorithm as a guideline to perform the augmentations and the Ridge Trace and VIF statistic as verification tools that help to determine the point in which the correlations have been significantly reduced. The final result is a linear regression...
Похожие книги
Dahlem Workshop on Genetic and Cultural Evolution of Cooperation 2002, Peter Hammerstein. Genetic and Cultural Evolution of Cooperation (Dahlem Workshop Reports.). – М.: , 0. – 0 с. Ifip Tc8, Wg8.2 Working Conference on Global and Organizational Discour, Edgar A. Whitley, Micheal D. Myers, Janice I. Degross. Global and Organizational Discourse About Information Technology: Ifip Tc8/Wg8.2 Working Conference on Global and Organizational Discourse About Infor ... on for Information Processing (Series), 110,). – М.: , 0. – 0 с. Commission on Development and Environmen. Amazonia Without Myths. – М.: , 0. – 0 с. NATO Advanced Study Institute on Deposit and Geoenvironmental Models f, Gabor Gaal, Richard B. McCammon. Deposit and Geoenvironmental Models for Resource Exploitation and Environmental Security (NATO Science Series. Partnership Sub-Series 2, Environmental Security, V. 80.). – М.: , 0. – 0 с. Energy Policy Forum, Paul Runci Rapporteur, Roger W. Sant, John A. Riggs, the Environment and the Economy Program on Energy, Paul Runci. After Kyoto : Are There Rational Pathways to a Sustainable Global Energy System?. – М.: , 0. – 0 с. Ifip Tc11 Wg11.5 Working Conference on Integrity and Internal Control, Michael Gertz. Integrity and Internal Control in Information Systems V: Ifip Tc11/Wg11.5 Fifth Working Conference on Integrity and Internal Control in Information Systems (Iicis), November 11-12, 2002, Bonn, Germany (International Federation for Information Processing. – М.: , 0. – 0 с. Arch G. Woodside, G. I. Crouch, J. A. Mazanec, M. Oppermann, M. Y. Sakai, A. G. Woodside, Hospitality, and Leisure Society of Consumer Psychology of Tourism. Consumer Psychology of Tourism, Hospitality and Leisure. – М.: , 2000. – 387 с. Ifip Tc6, Tc11 Joint Working Conference on Communications and Multimedi, Tomaz Klobucar. Advanced Communications and Multimedia Security: Ifip Tc6/Tc11 Sixth Joint Working Conference on Communications and Multimedia Security, September 26-27, 2002, Portoroz, Slovenia (International Federation for Information Processing, 100). – М.: , 0. – 0 с. Ifip Tc11 Wg11.5 Working Conference on Integrity and Internal Control, Sushil Jajodia, Leon Strous, Leon A. M. Strous. Integrity And Internal Control In Information Systems Vi: Ifip Tc11/Wg11.5 Sixth Working Conference on Integrity and Internal Control in Information S ... tional Federation for Information Processing). – М.: , 0. – 0 с. Ayman A. Salem,Mohamed A. Abd El Ghany and Klaus Hofmann. Design and Implementation of Coding Algorithms for Network on Chip. – М.: LAP Lambert Academic Publishing, 2014. – 192 с. Bousbia Salah A.,D Auria F. and Hamidouche T. INSIGHTS INTO NATURAL CIRCULATION, Phenomena, Models, and Issues. – М.: LAP Lambert Academic Publishing, 2010. – 180 с. Jose A. Orosa,Mar Toledano and Juan J. Galan. Numerical methods applied to marine engineering. – М.: LAP Lambert Academic Publishing, 2011. – 132 с. A. P. Mohan Kumar and P. Kandasamy. Land Cover Classification by Digital Image Processing. – М.: LAP Lambert Academic Publishing, 2013. – 64 с. A. G. Vijaya Kumar and B. Rushi Kumar. Free Convective MHD Boundary Layer Flows. – М.: LAP Lambert Academic Publishing, 2014. – 152 с. Taher A. Salah Eldin Ali and Hosam El-Din M. Saleh. Mammalian Safety Dose Assessment of Magnetic–Optical Nanocomposite. – М.: LAP Lambert Academic Publishing, 2012. – 188 с. Amer A. Taqa,Ghada Taqa and Banan Nabel. Analgesic Effect of ketamine Gel on Human and Lab Animals. – М.: LAP Lambert Academic Publishing, 2014. – 92 с. Javad A'lipour,Saeed Ketabi and Jalal A'lipour. Form-Focused Instruction of English Idioms. – М.: LAP Lambert Academic Publishing, 2012. – 132 с. Образцы работ
Задайте свой вопрос по вашей теме
Контакты
Поделиться
Мы в социальных сетях
Реклама
Отзывы
Maria Марина, огромную БЛАГОДАРНОСТЬ Вам выражаю, защитилась на хорошо.