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The Network structure of R packages on CRAN & BioConductor
1.
adevries@microsoft.com jrickert@microsoft.com
2.
3.
• • • • •
4.
5.
6.
7.
*Note: Colour indicates
communities found by the walktrap algorithm, but has no common meaning in the two networks
8.
9.
10.
11.
12.
13.
nodes edges average.path.length
assortativity.degree no.clusters cluster.coef cran 6867 14749 2.72 -0.082 1573 0.015 bioc 1552 5756 1.95 -0.078 70 0.060
14.
Bootstrap sample: n
= 1000, size of each subgraph = 500 nodes, no replacement Two-sample Kolmogorov-Smirnov test data: CRAN and BioConductor D = 0.643, p-value < 2.2e-16 alternative hypothesis: two-sided
15.
power.law.fit power.law.xmin power.law.KS.p cran
2.55 5 0.061 bioc 2.59 9 0.632
16.
Degree distribution of
CRAN and BioConductor
17.
Typical small sample
n =100 P-value distribution
18.
19.
Formula: bioc_net ~
edges + degree(c(1, 2))
Editor's Notes
MASS Matrix lattice mgcv Hmisc cluster car xtable fields lme4 abind e1071 gplots robustbase quadprog nnet plotrix randomForest rpart quantreg mvtnorm boot numDeriv corpcor multcomp VGAM optimx Rsolnp BB expm SpatialVx sm truncnorm Crossover tmvtnorm drsmooth bbmle list BANFF QRM survival rms NSM3 coin prodlim survMisc plsRcox Biograph date pec mets riskRegression rsig lava sprinter missDeaths flexsurv etm LogicReg timereg
ggplot2 plyr stringr reshape2 RColorBrewer shiny data.table dplyr digest scales reshape DBI lubridate gridExtra scatterplot3d vmsbase qdap png RSQLite FactoMineR
XML RCurl RJSONIO rjson RefManageR rNOMADS rdryad VideoComparison rbefdata rAltmetric pxR HierO rClinicalCodes rtematres psidR treebase rebird switchrGist rPlant pubmed.mineR httr jsonlite magrittr assertthat taxize spocc R6 V8 httpuv lazyeval yaml rbison gistr rgbif ecoengine curl rerddap bold ggvis RNeXML
sp raster maptools rgdal foreign rgeos spdep maps PopGenReport plotKML gstat ecospat geosphere deldir biomod2 pedometrics spatsurv wux dynatopmodel marmap
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