ANALISIS REGRESI BERGANDA DENGAN METODE STEPWISE PADA DATA HBAT

  • Ferry Kondolembang Jurusan Matematika FMIPA UNPATTI
Keywords: multiple regression analysis HBAT, stepwise, Corellation, SAS, SPSS, Minitab, R

Abstract

Multiple regression analysis as a statistical technique that can be used to analyze the relationship between a single dependent (respon) variable and several independent (peredictor) variables. Application for this analysis to be done specially in social economic. HBAT is a manufacture of paper products. Surveys of HBAT customer will be used to application multiple regression analysis in this paper to explain relationship satisfication between the other variables. Methods to selective entering and deleting among these variables until some overall criterion measure is achived. Objective methods for selecting variables that maximizes the prediction while employing the smallest number of variables. Results is the best model from multiple regression analysis is Y = -1.15106 + 0.36900 X6 - 0.41714 X7 + 0.31896 X9 + 0.17435 X11 + 0.77513 X12, means that customer satisfaction is significantly influenced by the complaint resolution, product quality, salesforce image, e-commerce activities, and product line. Besides that the assumptions in multiple regression analysis are met. SAS software has facility more complete than SPSS, Minitab, and R.

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References

DAFTAR PUSTAKA
Braun, W.J and Murdoch, D.j. (2007). A First Course in Statistical Programming with R. Cambridge University Press, New York.
Brown, C. E. (1993). Use of Principle Component, Correlation and Stepwise Multiple Regression Analyses to Investigate Selected Phisical and Hydraulic Properties of Carbonate-Rock Aquifers. Journal of Hydrology, 147(1-4), 169-195.
Cohen, J.,Cohen, P., West, S.G., and Aiken, L.S. (2003). Applied Multiple Regression/Correlation Analysis for The Behavioral Sciences. Third Edition. Lawrence Elbaum Associates, Mahwah : New Jersey.
Drapper and Smith. (1992). Analisis Regresi Terapan. PT Gramedia Pustaka Utama, Jakarta.
Hair, J.F., Anderson, R.E, Black, W.C., Babin, B.J., and Tatham,R.L, (2006). Multivariate Data Analysis. Sixth edition. Prentice Hall International : UK.
Ho, R. (2006). Handbook of Univariate and Multivariate Data Analysis and Interpretation with SPSS, Chapman & Hall /CRC, Taylor and Francis Group.
Johnson, R.A. and Wichern, D.W. (2002). Applied Multivariate Statistical Analysis. Fifth edition, Prentice Hall Inc. Upper Saddle River : NJ.
Khattree, R., and Naik, D.N. (1999). Applied Multivariate Statistics with SAS Software. Second Edition. SAS Institute Inc.,Cary, NC : USA.
Kokaly, R.F. and Clark, R.N. (1999). Spectroscopic Determination of Leaf Biochemistri Using Band-Depth Analysis of Absorption Features and Stepwise Multiple Linear Regression. Remote Sensing of Environment, 67(3), 267-287.
Nielsen, B. R., Stapelfeldt, H., and Skibsted, L.H. (1997). Early Prediction of The Shelf-Life of Medium-Heat Whole Milk Powders Using Stepwise Stepwise Multiple Regression and Principal Component Analysia. International Dairy Journal, 7(3), 341-348.
Pujiati, (2005). Analisis Regresi Berganda Untuk Mengetahui Hubungan Antara Beberapa Aktifitas Promosi Dengan Penjualan Produk. Makalah Tugas Mata Kuliah Analisis Regresi. Program Pascasarjana FMIPA Jurusan Statistika Institut Teknologi Sepuluh Nopember, Surabaya.
Schlotzhauer, S.D. and Littell, R.C. (1997). SAS System for Elementary Statistical Analysis. Second Edition. SAS Institute Inc.,Cary, NC : USA.
Supriyono, (2007). Analisis Perbandingan Logika Fuzzy Dengan Regresi Berganda Sebagai Alat Peramalan. Seminar Nasional III SDM Teknologi Nuklir, Jogyakarta.
Sun, Y.X., Zhao, G.C., and Yan,W. (1995). Age Estimation on The Female Sternum by Quantification Theory I and Stepwise Regression Analysis. Forensic Science International, 74(1-2), 57-62.
Wilkinson, L.(1979). Test of Significant in Stepwise Rregression. Psychological Bulletin, 86(1),168-174.
Published
2018-01-25
How to Cite
[1]
F. Kondolembang, “ANALISIS REGRESI BERGANDA DENGAN METODE STEPWISE PADA DATA HBAT”, BAREKENG, vol. 5, no. 1, pp. 15-20, Jan. 2018.