EStep {RMallow}R Documentation

The Expectation step of the EM algorithm.

Description

Assigns each ranking the probability that it belongs to each cluster, given current parameters.

Usage

  EStep(R, r, p, lambda, G, N, C, all.dists = NULL)

Arguments

R

Current cluster modal sequences.

r

The data of partial or full rankings.

p

The proportion of the data currently assigned to each cluster.

lambda

The lambda parameters from Mallow's model for each cluster.

G

Number of clusters, length(R).

N

Number of rows in the data.

C

Vector of normalizing coefficients for the clusters.

all.dists

For efficiency, provide all of the Kendall distances between each sequence and each cluster mode.

Value

Matrix where output[i, j] represents the current probability that subject "i" belongs to cluster "j".

Author(s)

Erik Gregory

References

"Mixtures of distance-based models for ranking data". Thomas Brendan Murphy & Donal Martin. 1 April 2002. Computational Statistics & Data Analysis 41 (2003) 645-655.


[Package RMallow version 1.1 Index]