Minor doc changes.

R/mize.R

@@ -141,7 +141,8 @@
 #'    \itemize{
 #'      \item{\code{"rasmussen"}} As used by Rasmussen in \code{minimize.m}:
 #'      \deqn{\frac{1}{1+\left|g\right|^2}}{1 / 1 + (|g|^2)}
-#'      \item{\code{"scipy"}} As used in scipy's \code{optimize.py}
+#'      \item{\code{"scipy"}} As used in \code{optimize.py} in the python
+#'      library Scipy.
 #'      \deqn{\frac{1}{\left|g\right|}}{1 / |g|}
 #'      \item{\code{"schmidt"}} As used by Schmidt in \code{minFunc.m}
 #'      (the reciprocal of the l1 norm of g)
@@ -305,7 +306,8 @@
 #'   the gradient. Indicated by \code{terminate$what} being \code{"grad_tol"}.
 #'   Note that the gradient norm is not a very reliable stopping criterion
 #'   (see Nocedal and co-workers 2002), but is quite commonly used, so this
-#'   might be useful for comparison with results from other optimizers.
+#'   might be useful for comparison with results from other optimization
+#'   software.
 #'   \item{\code{ginf_tol}} Absolute tolerance of the infinity norm (maximum
 #'   absolute component) of the gradient. Indicated by \code{terminate$what}
 #'   being \code{"ginf_tol"}.
@@ -470,7 +472,7 @@
 #' @param mom_linear_weight If \code{TRUE}, the gradient contribution to the
 #' update is weighted using momentum contribution.
 #' @param restart Momentum restart type. Can be one of "fn", "gr" or "speed".
-#' See Details'. Ignored if no momentum scheme is being used.
+#' See 'Details'. Ignored if no momentum scheme is being used.
 #' @param restart_wait Number of iterations to wait between restarts. Ignored
 #' if \code{restart} is \code{NULL}.
 #' @param max_iter Maximum number of iterations to optimize for. Defaults to
@@ -604,7 +606,7 @@
 #' (pp. 1139-1147).
 #'
 #' Xie, D., & Schlick, T. (1999).
-#' Remark on Algorithm 702—The updated truncated Newton minimization package.
+#' Remark on Algorithm 702 - The updated truncated Newton minimization package.
 #' \emph{ACM Transactions on Mathematical Software (TOMS)}, \emph{25}(1), 108-122.
 #'
 #' Xie, D., & Schlick, T. (2002).