Description Usage Arguments Value

This function finds, for each observation, the minimum distance to an observation of higher local density. With a rowise implementation of the pairwise distance calculation, makes the local density estimation fast and memory efficient. A big benifit is the aviliability for big data. Parallel computing is supported for fast calculation.

1 | ```
minDistToHigher(data, rho, ifParallel = FALSE)
``` |

`data` |
Numeric matrix of data or data frame. |

`rho` |
A vector of local density values as outputted by |

`ifParallel` |
A boolean decides if run parallelly. |

A list of distances to closest observation of higher density and the ID

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