Using the worksheet titled problem $4,$ predict the real$-$valued outcome for $5$ test set observations using a training data set of $25$ observations. There are five input attributes, all of which can be considered nominal. Use k$-$NN classification with the basic $$matching$$ distance metric and exponential kernel regression with bandwidths of $1$ and $5.$ Provide your predictions below.

x$1$ x$2$ x$3$ x$4$ x$5$ Outcome $($b $=1)$ Outcome$($b $=5)$

yes up right medium in

yes down left low out

no down left low out

no down right medium in

yes down right high out