blob: b61931189686d9d147c2dfe7596fd8fefc027186 [file] [log] [blame]
#-------------------------------------------------------------
#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements. See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership. The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License. You may obtain a copy of the License at
#
# http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied. See the License for the
# specific language governing permissions and limitations
# under the License.
#
#-------------------------------------------------------------
# Builtin function that does predictions based on a set of centroids provided.
#
# INPUT:
# -----------------------------------------------
# X The input Matrix to do KMeans on.
# C The input Centroids to map X onto.
# -----------------------------------------------
#
# OUTPUT:
# ------------------------------------------------------
# Y The mapping of records to centroids
# ------------------------------------------------------
m_kmeansPredict = function(Matrix[Double] X, Matrix[Double] C)
return (Matrix[Double] Y)
{
D = -2 * (X %*% t(C)) + t(rowSums(C^2));
P = (D <= rowMins (D));
Y = rowIndexMax(P);
}