1 | gaze_smoothing(data, windowSize, method)
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data |
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windowSize |
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method |
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 | ##---- Should be DIRECTLY executable !! ----
##-- ==> Define data, use random,
##-- or do help(data=index) for the standard data sets.
## The function is currently defined as
function (data, windowSize, method)
{
data$GazePointXSmoothed <- rep(NA, nrow(data))
data$GazePointYSmoothed <- rep(NA, nrow(data))
movingAverageVectorX <- c()
movingAverageVectorY <- c()
movingAverageHelper <- function(method, numbers) {
if (method == "mean") {
mean(numbers)
}
else {
median(numbers)
}
}
for (i in 1:nrow(data)) {
if ((!is.na(data$GazePointX[i])) & (!is.na(data$GazePointY[i])) &
(!is.na(data$Validity[i]))) {
for (j in (-(windowSize - 1)/2):((windowSize - 1)/2)) {
if ((i + j >= 1) & (i + j <= nrow(data))) {
if (!is.na(data$Validity[i + j])) {
movingAverageVectorX <- append(movingAverageVectorX,
data$GazePointX[i + j])
movingAverageVectorY <- append(movingAverageVectorY,
data$GazePointY[i + j])
}
}
}
data$GazePointXSmoothed[i] <- movingAverageHelper(method,
movingAverageVectorX)
data$GazePointYSmoothed[i] <- movingAverageHelper(method,
movingAverageVectorY)
movingAverageVectorX <- c()
movingAverageVectorY <- c()
}
}
return(data)
}
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