Description Usage Arguments Details Value Author(s) References See Also Examples
Calculate mutual information via binning
1 2 | mutualInfo(x, ...)
MIdist(x, ...)
|
x |
an n by p matrix or ExpressionSet; if x is an ExpressionSet, then the function uses its 'exprs' slot. |
... |
arguments passed to
|
For mutualInfo
each row of x
is divided into
nbin
groups and then the mutual information is computed, treating
the data as if they were discrete.
For MIdist
we use the transformation proposed by Joe (1989),
delta* = (1 - exp(-2 delta))^.5
where delta is the mutual information. The MIdist
is
then 1-delta*. Joe argues that this measure is then
similar to Kendall's tau, tau.dist
.
An object of class dist
which contains the pairwise distances.
Robert Gentleman
H. Joe, Relative Entropy Measures of Multivariate Dependence, JASA, 1989, 157-164.
dist
, KLdist.matrix
,
cor.dist
, KLD.matrix
1 2 | x <- matrix(rnorm(100), nrow = 5)
mutualInfo(x, nbin = 3)
|
Loading required package: Biobase
Loading required package: BiocGenerics
Loading required package: parallel
Attaching package: 'BiocGenerics'
The following objects are masked from 'package:parallel':
clusterApply, clusterApplyLB, clusterCall, clusterEvalQ,
clusterExport, clusterMap, parApply, parCapply, parLapply,
parLapplyLB, parRapply, parSapply, parSapplyLB
The following objects are masked from 'package:stats':
IQR, mad, sd, var, xtabs
The following objects are masked from 'package:base':
Filter, Find, Map, Position, Reduce, anyDuplicated, append,
as.data.frame, basename, cbind, colMeans, colSums, colnames,
dirname, do.call, duplicated, eval, evalq, get, grep, grepl,
intersect, is.unsorted, lapply, lengths, mapply, match, mget,
order, paste, pmax, pmax.int, pmin, pmin.int, rank, rbind,
rowMeans, rowSums, rownames, sapply, setdiff, sort, table, tapply,
union, unique, unsplit, which, which.max, which.min
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KernSmooth 2.23 loaded
Copyright M. P. Wand 1997-2009
1 2 3 4
2 0.220725846
3 0.104410144 0.066556708
4 0.073336461 0.009320618 0.301075824
5 0.139190106 0.038944099 0.077037020 0.049424411
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