This program scales categorical variables in such a way as
to make NN classification as accurate as possible. It also
handles continuous variables and prior probabilities, and does
intelligent variable selection and estimation of error rates
and the right number of NN's.

Nearest-neighbor Classification with Categorical Variables
Scale categorical variables in such a way as
to make NN classification as accurate as possible. The code also
handles continuous variables and prior probabilities, and does
intelligent variable selection and estimation of both error rates
and the right number of NN's.

A KNN implementaion which allows the specification of the distance used to calculate nearest neighbors (euclidean, binary, etc.), the aggregation method used to summarize repsonse (majority class, mean, etc.) and the method of handling ties (all, random selection, etc.).  Additionally, continuous responses are handled.

A KNN implementaion which allows continuous responses, the specification of the distance used to calculate nearest neighbors (euclidean, binary, etc.), the aggregation method used to summarize repsonse (majority class, mean, etc.) and the method of handling ties (all, random selection, etc.).

Time Series Prediction using K-Nearest Neighbors Algorithm
(Parallel)
c(
person("Daniel", "Bastarrica Lacalle", email="danibast@ucm.es", role=c("aut")),
person("Javier", "Berdecio Trigueros", email="javierberdeciot@gmail.com", role=c("aut", "cre"))
)
parallelDist, forecast, stats, utils, doParallel, foreach
Two main functionalities are provided. One of them is predicting values with
k-nearest neighbors algorithm and the other is optimizing the parameters k and d of the algorithm.
These are carried out in parallel using multiple threads.
Daniel Bastarrica Lacalle [aut],
Javier Berdecio Trigueros [aut, cre]

c(
person("Daniel", "Bastarrica Lacalle", email="danibast@ucm.es", role=c("aut", "cre")),
person("Javier", "Berdecio Trigueros", email="javierberdeciot@gmail.com", role=c("aut")),
person("Javier", "Arroyo Gallardo", email="javier.arroyo@fdi.ucm.es", role=c("aut")),
person("Albert", "Meco Alias", email="ameco@ucm.es", role=c("aut"))
)
parallelDist, forecast, stats, utils, doParallel, foreach,
plyr
Daniel Bastarrica Lacalle [aut, cre],
Javier Berdecio Trigueros [aut],
Javier Arroyo Gallardo [aut],
Albert Meco Alias [aut]