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So, following is must be considered while choosing the value of K: a.

2013-1-8 · x t+1 =Ax t +Cw t+1, and y t =Gx t +v t in which: A, C, and G are matrices known as functions of a parameter q about which inference is desired where: t is a whole number, usually indexing time; x t is a true state variable, hidden from the econometrician; y t is a measurement of x with scaling factor G, and measurement errors v t, w t are

I am not sure how to tackle this problem. When I take a subsample (<.

X has insufficient unique values to support 10 knots  reduce k.

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So two solutions : i) using another function like mean, ii) using jitter to move slightly Age. ggplot(dataset1, aes(x=Age, y=Scored.Probabilities, group=1))+ geom_point()+ stat_summary(fun.y=mean, colour="red", geom="line", size = 3) # draw a mean line in the data Or Hi Chris, Have you read the documentation for stat_smooth? It's not clear to me what the problem is, because I'm not sure what the defaults are.

If FALSE, the default, missing values are removed with a warning. If TRUE, missing values are silently removed.
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Define a set of knots τ 1 <<τ K in the range of X. Lower values of K mean that the predictions rendered by the KNN are less stable and reliable. To get an intuition of why this is so, consider a case where we have 7 neighbors around a target data point.

If your covariate just has two unique values, you can at most fit it with a straight line: ## Warning: Computation failed in `stat_smooth()`: ## x has insufficient unique values to support 10 knots: reduce k. The SentimentAnalysis package works very cleverly and neatly here in order to remove the effort for the user: it recognizes that the user has inserted a vector of strings and thus automatically performs a set of default preprocessing operations from text mining.
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So two solutions : i) using another function like mean, ii) using jitter to move slightly Age. optimal number of knots in GAM. Error in smooth.construct.cr.smooth.spec (object, data, knots) : x9 has insufficient unique values to support 10 knots: reduce k. 1) Isn't the the option fx=FALSE, k = -1 supposed to determined optimal number of knots through cross validation?


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As we know the value of k is generally choose as the square-root of the number of observations in dataset. But what if other values of k will give us better accuracy of the model. For example --> -Total observation of dataset is 1000. - Spitting data into train -> 900 and test -> 100 k -->

n k " ways.