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K-Nearest Neighbor or KNN is a Supervised Non-linear classification algorithm. KNN in R Programming Language is a Non-parametric algorithm i.e. it doesn't make any assumption about underlying data or its distribution.

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K-Nearest Neighbors (KNN) is a supervised machine learning model that can be used for both regression and classification tasks. The algorithm is non-parametric, which means that it doesn't make any assumption about the underlying distribution of the data.

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In statistics, the k-nearest neighbors algorithm (k-NN) is a non-parametric supervised learning method first developed by Evelyn Fix and Joseph Hodges in 1951, and later expanded by Thomas Cover. It is used for classification and regression.In both cases, the input consists of the k closest training examples in a data set.The output depends on whether k-NN is used for classification or regression:

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K-Nearest Neighbors Algorithm. The k-nearest neighbors algorithm, also known as KNN or k-NN, is a non-parametric, supervised learning classifier, which uses proximity to make classifications or predictions about the grouping of an individual data point. While it can be used for either regression or classification problems, it is typically used.

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A quick look at how KNN works, by Agor153. To decide the label for new observations, we look at the closest neighbors. Measure of Distance. To select the number of neighbors, we need to adopt a single number quantifying the similarity or dissimilarity among neighbors (Practical Statistics for Data Scientists).To that purpose, KNN has two sets of distance metrics depending on the data type.

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