roxygen2
issue #1491Solved warning and errors reported by CRAN before the package was archived.
New S3 generic functions is_self
, is_multiple
, is_valued
, and
is_undirected
allow querying graph information for some methods.
Fixed bug in diag_expand
. Graphs with self ties were not transformed correctly
(diagonals were excluded.)
getMethod("t"...)
by t
responding to changes in the
Matrix
package.netdiffuseR has now a logo!
Making updates after changes in knitr and Matrix.
Fixing a new issue regarding structural equivalence calculation. In the new version, the function has been fully ported to R, which should avoid problems related to the C++ code.
As documented, struct_equiv
now returns he euclidean distance matrix (it was
not doing that).
Changing PI
macros in C++ code as requested by RcppCore.
Setting 3.5 seed version for tests so that test won't break following message from CRAN.
diffreg
provides a wrapper of glm
to run lagged regression models.
Default colors for plot_diffnet2
, plot_infectsucept
, and others are now
selected from the viridis
R package, which provides perceptually uniform
and colorblind proof colors.
plot_diffnet2
now has the correct scaling in nodes positions.
rdiffnet_multiple
calls library(netdiffuseR)
when using multicore.
arrow.width
in plot_threshold.default
now set to be equal to
nslices(graph)/80
.
curved
option passed to plot_._threshold.default
.
The c++ function edges_arrow
now returns two different elements (the edge,
and the arrow).
rdiffnet
now allows passing scalars for threshold.dist
, more over, the user
can also ask the function to just warn when there is no diffusion instead of
returning with error.
plot.diffnet
, plot_diffnet
, plot.diffnet_mentor
, and plot_diffnet2
use igraph for plotting.
Also, users can now pass "degree" for -vertex.size- (vertex.cex not used anymore),
allowing to "automatically" scale vertices by (in/out/.)degree. Also,
plotting arguments like vertex.* or edge.* are standarized so these match igraph.
plot_diffnet
has a new parameter: background
.
rdiffnet_multiple
, a wrapper of rdiffnet
, allows performing simulations studies
by running simulating multiple diffusion networks using rdiffnet
.
exposure
has a new parameter: lags
. By default lags = 0, returns a lagged
exposure matrix.
igraph_to_diffnet
was failing with the graph had no weights.
drop_isolated
was not behaving well for diffnet objects.
vertex_covariate_dist
was incorrectly specified. Only the default p=2
were OK. Now fixed and the tests/ folder includes a tests on this.
plot_diffnet2
was not passing color.ramp
to drawColorKey
. Now fixed.
plot.diffnet_mentor
had a bug. Uncesary permutation of vertices was done,
but it actually had no visible effect. Similar problem was corrected in
diffnet_to_igraph
, and other plot methods using igraph for plotting.
Replacing some C++ functions by R functions in cases in which there was no decrease in performance.
plot_diffnet
function now has smaller margins, so looks more appealing.
New examples in vignettes "netdiffuseR showcase: Medical Innovations", and
"Simulating diffusion networks: Using the rdiffnet
function".
network_to_diffnet
, diffnet_to_network
coercion between
diffnet and network objects.
networkDynamic_to_diffnet
, diffnet_to_networkDynamc
coercion
between diffnet and networkDynamic objects.
new_diffnet
and as_diffnet
now receive static networks as well.diffnet_to_igraph
was copying over a single adjacency matrix,
which did a difference in dynamic networks.
diffnet_to_igraph
was not considering loops correctly.
In unexpected situations egonet_attrs
was crashing.
bootnet
implements network bootstrapping based on Snijders and Borgatti (1999)
mentor_matching
implements Valente and Davis (1999) Mentor matching algorithm.
including a plot method.
approx_geodesic
an alternative to igraph::distances
and sna::geodist
.
computes geodesics up to a certain number of steps and returns a sparse
matrix.
matrix_compare
Efficiently compares two sparse matrices looking only at the valued
cells.
as_dgCMatrix
Coerce matrix-like objects into dgCMatrix objects (sparse matrices
from the Matrix
package).
fitbass
Fits the Bass Diffusion Model to an observed vector of cumulative
adopters. The estimation is done via stats::nls
.
netmatch
and netmatch_prepare
(on development) implement matching estimators
with network data.
dgr
returned with error when self == TRUE
In some calls to igraph::graph_from_adj...
sorting of vertices was not preserved.
The matrix
method in egonet_attrs
was passing a list of vertices instead of
the attributes. Fixed.
transformGraphBy
was returning with error when the time periods ranged other than
1, 2, ...
rgraph_er
is now significantly faster (orders of magnitude compare to
previous versions). rgraph_ba
is faster too.
moran
now returns the sd, expected and p-value.
exposure
now receives static graphs in alt.graph
with a warning.
rewire_graph
now also uses QAP. This affects directly to structu_test
.
The title of the package is now Analysis of Diffusion and Contagion Processes on Networks.
The function struct_test
now allows other types of graphs. Before it only
supported diffnet
objects.
The function rewire_graph
gains a new argument for the algorithm "swap". Now
to ensure aperiodicity in MCMC a chance of skiping a rewire has been included.
The function n_rewires
now has a default of 20 (before it was 100).
This is based on Ray et al (2012) (more details in the manual).
The function rgraph_ba
gains a new argument, self=TRUE
. By default behaves
as before following Bollobas, but now can deviate to generate graphs with no
autolinks.
In rgraph_ba
, the argument eta
allows implementing De Almeida et al. (2013)
Scale-free homophilic networks.
The functions exposure
and dgr
are now pure R code (C++ functions were
replace since there were no significant speed gains).
diffnet
class objects now have two new meta-values: name and behavior.
Elements -graph-, -toa-, -adopt- and -cumadopt- in diffnet
class objects
have lost their dimnames (more efficient storage).
classify_adopters
now always includes Non-Adopters.
vertex_covariate_dist
computes distances between vertices using both the graph
and a matrix of length nxK.
vertex_mahalanobis_dist
computes mahalanobis distance between vertices (as above).
struct_test_asymp
an asymptotic approximation of struct_test
(not recomended).
ego_variance
computes a pseudo variance at the ego level (aux function for
struct_test
).
transformGraphBy
applies a function that transforms a graph considering
structural zeros given by groups. Similar to the idea of the -by- option
in struct_equiv
.
read_ucinet
read UCINET binary files (both header and graph file). Still
work in progress.
plot.diffnet_degSeq
method allows visualizing degree sequence as log-log
plots (default).
diag_expand
creates a single adjacency matrix from a dynamic graph.
summary.diffnet_adoptChange
method generates a summary table of the df
generated by select_egoalter
.
permute_graph
permutes the values of an adjacency matrix (Conditional
Uniform Graph).
rewire_qap
generates isomorphic graphs by "changing the labels".
^.diffnet
method was rasing to +1 power, e.g. diffnet^2
was actually
diffnet^3
.
/.diffnet
was not working.
plot_diffnet
was computing the coordinates of the cells wrongly. Most of the
time causing adding figures outside of the plotting area.
The c.diffnet_struct_test
method was not updating the p.value
.
The function edgelist_to_adjmat
was not processing correctly undirected
graphs when the edgelist represented a lower triangular matrix.
The function survey_to_diffnet
had an issue processin dyn graph attrs returning
errors. Now fixed.
The function select_egoalter
returned error when graph
was an array.
The method [[<-.diffnet
failed when replacing a dynamic attribute with
a NULL
value (e.g. dn[["my_dyn_att"]] <- NULL
).
Fixed bug in struct_equiv
: When groupvar
was a list (dynamic attr), the
function returned error.
Fixed bug in rewire_graph.array
: Returned error when algorithm="swap"
Fixed bug in rewire_graph
: The option copy.first
was not been applied correctly.
In hist.diffnet_struct_test
: ...
now passed to hist.default
.
Fixed bug on egonet_attrs
: The matrix method was returning with error.
plot_infectsuscept
includes 2D kernel smoother via MASS::kde2d
.
infection
, susceptibility
and threshold
now report NA
for non-adopters
or excluded variables.
egonets_attrs
now has new argument: self.attrs
allows including ego's attributes
as part of the outcome so it can be used by the user.
plot_diffnet
now uses igraph::plot.igraph
for plotting instead
threshold
gains a new argument: lags
now users can define threshold as
exposure lags
time periods prior to the time of adoption. By default is 0
so its exposure at the time of adoption.
New method c.diffnet_struct_test
: A wrapper of boot:::c.boot
.
diffusionMap
computes the required matrix to be used with
image
-like functions mapping a vertex covariate given a graph structure.
n_rewires
: computes a suggested number of rewires per step in order to attain
unbiased graph samples.
diffnetLapply
: Apply throught periods on diffnet objects.
Several new methods for the class diffnet
. Now users can apply str
,
dimnames
(so colnames
and rownames
), t
, &
, |
, dim
and %*%
.
drawColorKey
: Handy function to draw a color key in the current plot.
classify_adopters
: As in Valente (1995), depending on time of adoption, adopters
are classified as early adopters, early majority, late majority, and laggards.
The function introduces a new class and has methods for ftable
and plot
.
rescale_vertex_igraph
: Helper function to fix the size of vertex when calling
plot.igraph
so that the size is proportional to the x-axis.
Bug fixed on edgelist_to_adjmat
: Counting number of vertices is now done
right after recode
. (Reported by Tom)
Fixed bug in diffnet.attrs(..., as.df=TRUE)
. ids were wrongly retrieved.
Fixed bugs for rgraph_ba_cpp
: Degree of new vertices was not changing apropiately.
This only was an issue when m>1
.
Fixed bugs for the as_diffnet
method for arrays.
Fixed bugs in rewire_graph
. Indexing of the jth component (when rewiring) was
not been made correctly (now it does). Also, when rewiring, the new endpoints
were truncated to n-1 (now fixed).
Fixed bugs for as_diffnet
: When a dynamic graph was passed with slices names
different from the time periods, the slices names were kept. Now these are
replaced by meta$pers
.
Support for int64_t
in RcppArmadillo
now allows for creating/reading
adjacency matrices with more than 4 billion elements (big graphs).
In edgelist_to_adjmat
use.incomplete
has been replaced by keep.isolated
which makes more sense for naming. Incomplete cases on times
or weights
are
still ignored (as these cannot be processed by the c++ 'engine'). (Reported by Tom)
In edgelist_to_adjmat
times
has been replaced by t0
and t1
. So now
the user can import graphs with spells.
Added new elements to the diffnet_struct_test
class: p.value
, t0
,
mean_t
, and R
. All these were available before either to be computed
or retrieved from the boot
list at the class.
New argument for threshold
. Now, by default, threshold levels are not computed
for adopters in the first time period as this can be a biased estimate. If
the user wants to compute such, he/she can set include_censored=TRUE
.
Attributes in diffnet objects are now stored as data frames (instead of
matrices). This affects the function diffnet.attrs
, and egonet_attrs
as
these use attributes directly. (Requested by Tom)
New features for the rewire_graph
function. In particular, p
can now be
a vector of length T
, so each slice can have different rewiring prob., and
the new option copy.first
which allows to recycle the first rewired slice
(see details).
New features for the exposure
function. When graph
is of class diffnet,
the function accepts attrs
equal to the name of some the graph's attributes.
Also, alt.graph
can be specified as se
, which will be replaced by the
inverse of the structural equivalence. When valued=FALSE
the function will
switch it to TRUE
and warn the user.
New argument for struct_equiv
and exposure
, groupvar
. This new option
provides a convenient way of calculating structural equivalence and
exposure clusterized by group. Specially useful when there are different
communities in a graph. See examples in the manual.
as_diffnet
now has an internal function, check_as_diffnet_attrs
, to check
input attributes dimensions and coerce them into proper class/structure. Valid
attributes are now documented in the function's manual.
New arguments for edges_coords
: dev
and ran
allow including device +
margins aspec ratio and plotting area y/x limits for improved aspect ratio
computation.
New internal function edges_arrow
: Computes the coordinates of a 4 points
polygon allowing to draw pretty arrows considering aspec ratio of device,
margins and y/x.
Geodesic distances are now computed using igraph::distances
instead of
sna::geodist
as it is more flexible and faster.
New arguments for plot_threshold
: vertex.sides
, vertex.lab.cex
, vertex.lab.adj
,
vertex.lab.col
, vertex.rot
, jitter.factor
, and jitter.amount
to give
more control.
New internal function vertex_coords
: Creates polygons of any given number of
sides considering aspec ratio of both x/y and device.
New features for rdiffnet
. seed.graph
can be either a function that generates
a random graph, a character string (as before) indicating the class of graph
to generate, or any other class of graph (either static or dynamic) as specified
in netdiffuseR-graphs
. seed.nodes
can now be a vector with indices pointing
to the initial adopters.
The rewiring algorithm for rgraph_ws
has been replaced with a rewire_ws
which
has been implemented as it was presented in Watts and Strogatz (1998).
New function: survey_to_diffnet
. This function allows importing network
nomination data (in survey fashion) of both types, cross-section and panel
formats (static network only varying adoption, or dynamic network varying
attributes and network structure simultaneously).
New function: edgelist_to_diffnet
. Similar to survey_to_diffnet
, this
function reads diffusion networks from an adjacency matrix and a vertex
attributes data frame. Both the attributes and the edgelist can be static
or dynamic.
New method: as.array.diffnet
.
New functions: read_pajek
and read_ucinet
. Still on development.
New functions: nvertices
and nedges
return the number of vertices and
edges that a graph has. This can be applied to any class of graph accepted
by the package.
New indexing methods via [[.diffnet
, [[<-.diffnet
, for network attributes
and [.diffnet
and [<-.diffnet
for adjacency matrix. The function
diffnet.attrs<-
will be deprecated for the next CRAN release. The function
diffnet.subset.slices
is now not exported (internal use), so the user
needs to use the [.diffnet
method instead.
New concatenating method c.diffnet
for diffnet objects. This method allows
'adding up' diffnet objects.
New print method for diffnet_se
, objects returned by struct_equiv
.
New function diffnet_to_igraph
.
New rewiring algorithm, rewire_swap
implements the edge-switch algorithm in
an efficient way. This preserves degree sequences.