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Regression analysis by example

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Regression analysis is a conceptually simple method for investigating relationships among variables. Carrying out a successful application of regression analysis, however, requires a balance of theoretical results, empirical rules, and subjective judgment. Regression Analysis by Example, Fifth Edition has been expanded and thoroughly updated to reflect recent advances in the field. The emphasis continues to be on exploratory data analysis rather than statistical theory. The book offers in-depth treatment of regression diagnostics, transformation, multicollinearity, logistic regression, and robust regression.
The book now includes a new chapter on the detection and correction of multicollinearity, while also showcasing the use of the discussed methods on newly added data sets from the fields of engineering, medicine, and business. The Fifth Edition also explores additional topics, including:
1. Surrogate ridge regression
2. Fitting nonlinear models
3. Errors in variables
4. ANOVA for designed experiments
Methods of regression analysis are clearly demonstrated, and examples containing the types of irregularities commonly encountered in the real world are provided. Each example isolates one or two techniques and features detailed discussions, the required assumptions, and the evaluated success of each technique. Additionally, methods described throughout the book can be carried out with most of the currently available statistical software packages, such as the software package R.
Regression Analysis by Example, Fifth Edition is suitable for anyone with an under¬standing of elementary statistics.

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Ketersediaan

Informasi Detail

Judul Seri

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No. Panggil

519.53 Cha r

Penerbit

New Jersey : Wiley., 2012

Deskripsi Fisik

xvi, 403 hal. : il. ; 26 cm.

Bahasa

English

ISBN/ISSN

9780470905845

Klasifikasi

519.53

Tipe Isi

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Tipe Media

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Tipe Pembawa

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Edisi

Ed. V

Subjek

Analisis Regresi
Matematika Statistik

Info Detail Spesifik

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Pernyataan Tanggungjawab

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Versi lain/terkait

Lampiran Berkas

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