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lines changed Original file line number Diff line number Diff line change 8888# '
8989# ' The \code{modified} argument in the pls methods (\code{local_fit_pls()}
9090# ' and \code{local_fit_wapls()}) is used to indicate if
91- # ' a modified version of the pls algorithm (modified pls or mpls). The modified
92- # ' pls was proposed Shenk and Westerhaus (1991, see also Westerhaus, 2014) and it
93- # ' differs from the standard pls method in the way the weights of the predictors
94- # ' (used to compute the matrix of scores) are obtained. While pls uses the covariance
95- # ' between response(s) and predictors (and later their deflated versions
96- # ' corresponding at each pls component iteration) to obtain these weights, the modified pls
97- # ' uses the correlation as weights. The authors indicate that by using correlation,
91+ # ' a modified version of the pls algorithm (modified pls or mpls) is to be used.
92+ # ' The modified pls was proposed Shenk and Westerhaus
93+ # ' (1991, see also Westerhaus, 2014) and it differs from the standard pls method
94+ # ' in the way the weights of the predictors (used to compute the matrix of
95+ # ' scores) are obtained. While pls uses the covariance between response(s)
96+ # ' and predictors (and later their deflated versions corresponding at each pls
97+ # ' component iteration) to obtain these weights, the modified pls uses the
98+ # ' correlation as weights. The authors indicate that by using correlation,
9899# ' a larger potion of the response variable(s) can be explained.
99100# '
100101# ' @return An object of class \code{local_fit} mirroring the input arguments.
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