Multivariate analysis is a statistical technique that investigates relationship between multiple predictor variables and response variable and it is a very commonly used statistical approach in cement and concrete industry. During model building stage, however, many predictor variables are included in the model and possible collinearity problems between these predictors are generally ignored. In this study, use of partial least squares (PLS) analysis for evaluating the relationships among the cement and concrete properties is investigated. This regression method is known to decrease the model complexity by reducing the number of predictor variables as well as to result in accurate and reliable predictions. The experimental studies showed that the method can be used in the multivariate problems of cement and concrete industry effectively.
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INRIA, IMB, UMR 5251, Talence, France
Sartorius, Corp Res Adv Data Analyt, Aubagne, France
Univ Bordeaux, CNRS, Bordeaux INP, IMB,UMR 5251, Talence, FranceINRIA, IMB, UMR 5251, Talence, France
Lorenzo, Hadrien
Cloarec, Olivier
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Sartorius, Corp Res Adv Data Analyt, Aubagne, FranceINRIA, IMB, UMR 5251, Talence, France
Cloarec, Olivier
Thiebaut, Rodolphe
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INRIA, IMB, UMR 5251, Talence, France
Univ Bordeaux, SISTM, INSERM U1219 BPH, Bordeaux, France
Vaccine Res Inst, Creteil, France
CHU Bordeaux, Serv Informat Med, Bordeaux, FranceINRIA, IMB, UMR 5251, Talence, France
Thiebaut, Rodolphe
Saracco, Jerome
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INRIA, IMB, UMR 5251, Talence, France
Univ Bordeaux, CNRS, Bordeaux INP, IMB,UMR 5251, Talence, FranceINRIA, IMB, UMR 5251, Talence, France
机构:
Ohio State Univ, Dept Internal Med, Div Hematol, Columbus, OH 43210 USAOhio State Univ, Dept Internal Med, Div Hematol, Columbus, OH 43210 USA
Yamaguchi, Kyoko
Abdelbaky, Salma
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Ohio State Univ, Dept Internal Med, Div Hematol, Columbus, OH 43210 USAOhio State Univ, Dept Internal Med, Div Hematol, Columbus, OH 43210 USA
Abdelbaky, Salma
Yu, Lianbo
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Ohio State Univ, Dept Biomed Informat, Columbus, OH 43210 USAOhio State Univ, Dept Internal Med, Div Hematol, Columbus, OH 43210 USA
Yu, Lianbo
Oakes, Christopher C.
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Ohio State Univ, Dept Internal Med, Div Hematol, Columbus, OH 43210 USAOhio State Univ, Dept Internal Med, Div Hematol, Columbus, OH 43210 USA
Oakes, Christopher C.
Abruzzo, Lynne V.
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Med Univ South Carolina, Dept Pathol & Lab Med, Charleston, SC 29425 USAOhio State Univ, Dept Internal Med, Div Hematol, Columbus, OH 43210 USA
Abruzzo, Lynne V.
Coombes, Kevin R.
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Augusta Univ, Dept Biostat Data Sci & Epidemiol, Georgia Canc Ctr, Sch Publ Hlth, Augusta, GA 30912 USAOhio State Univ, Dept Internal Med, Div Hematol, Columbus, OH 43210 USA