1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19 20 21 22 23 24 25 26 27 28 29 30 31 32 33 34 35 36 37 38 39 40 41 42 43 44 45 46 47 48 49 50 51 52 53 54 55 56 57 58 59 60 61 62 63 64 65 66 67 68 69 70 71 72 73 74 75 76 77 78 79 80 81 82 83 84 85 86 87 88 89 90 91 92 93 94 95 96 97 98 99 100 101 102 103 104 105 106 107 108 109 110 111 112 113 114 115 116 117 118 119 120 121 122 123 124 125 126 127 128 129 130 131 132 133 134 135 136 137 138 139 140 141 142 143 144 145 146 147 148 149 150 151 152 153 154 155 156 157 158 159 160 161 162 163 164 165 166 167 168 169 170 171 172 173 174 175 176 177 178 179 180 181 182 183 184 185 186 187 188 189 190 191 192 193 194 195 196 197 198 199 200 201 202 203 204 205 206 207 208 209 210 211 212 213 214 215 216 217 218 219 220 221 222 223 224 225 226 227 228 229 230 231 232 233 234 235 236 237 238 239 240 241 242 243 244 245 246 247 248 249 250 251 252 253 254 255 256 257 258 259 260 261 262 263 264 265 266 267 268 269 270 271 272 273 274 275 276 277 278 279 280 281 282 283
|
partynode <- function(id, split = NULL, kids = NULL, surrogates = NULL, info = NULL) {
if (!is.integer(id) || length(id) != 1) {
id <- as.integer(id0 <- id)
if (any(is.na(id)) || !isTRUE(all.equal(id0, id)) || length(id) != 1)
stop(sQuote("id"), " ", "must be a single integer")
}
if (is.null(split) != is.null(kids)) {
stop(sQuote("split"), " ", "and", " ", sQuote("kids"), " ",
"must either both be specified or unspecified")
}
if (!is.null(kids)) {
if (!(is.list(kids) && all(sapply(kids, inherits, "partynode")))
|| length(kids) < 2)
stop(sQuote("kids"), " ", "must be an integer vector or a list of",
" ", sQuote("partynode"), " ", "objects")
}
if (!is.null(surrogates)) {
if (!is.list(surrogates) || any(!sapply(surrogates, inherits, "partysplit")))
stop(sQuote("split"), " ", "is not a list of", " ", sQuote("partysplit"),
" ", "objects")
}
node <- list(id = id, split = split, kids = kids, surrogates = surrogates, info = info)
class(node) <- "partynode"
return(node)
}
is.partynode <- function(x) {
if (!inherits(x, "partynode")) return(FALSE)
rval <- diff(nodeids(x, terminal = FALSE))
isTRUE(all.equal(unique(rval), 1))
}
as.partynode <- function(x, ...)
UseMethod("as.partynode")
as.partynode.partynode <- function(x, from = NULL, recursive = TRUE, ...) {
if(is.null(from)) from <- id_node(x)
from <- as.integer(from)
if (!recursive) {
if(is.partynode(x) &
id_node(x) == from) return(x)
}
id <- from - 1L
new_node <- function(x) {
id <<- id + 1L
if(is.terminal(x)) return(partynode(id, info = info_node(x)))
partynode(id,
split = split_node(x),
kids = lapply(kids_node(x), new_node),
surrogates = surrogates_node(x),
info = info_node(x))
}
return(new_node(x))
}
as.partynode.list <- function(x, ...) {
if (!all(sapply(x, inherits, what = "list")))
stop("'x' has to be a list of lists")
if (!all(sapply(x, function(x) "id" %in% names(x))))
stop("each list in 'x' has to define a node 'id'")
ok <- sapply(x, function(x)
all(names(x) %in% c("id", "split", "kids", "surrogates", "info")))
if (any(!ok))
sapply(which(!ok), function(i)
warning(paste("list element", i, "defines additional elements:",
paste(names(x[[i]])[!(names(x[[i]]) %in%
c("id", "split", "kids", "surrogates", "info"))],
collapse = ", "))))
ids <- as.integer(sapply(x, function(node) node$id))
if(any(duplicated(ids))) stop("nodeids must be unique integers")
x <- x[order(ids)]
ids <- ids[order(ids)]
new_recnode <- function(i) {
x_i <- x[[which(ids == i)]]
if (is.null(x_i$kids))
partynode(id = x_i$id, info = x_i$info)
else
partynode(id = x_i$id, split = x_i$split,
kids = lapply(x_i$kids, new_recnode),
surrogates = x_i$surrogates,
info = x_i$info)
}
ret <- new_recnode(ids[1L])
### <FIXME> duplicates recursion but makes sure
### that the ids are in pre-order notation with
### from defined in as.partynode.partynode
### </FIXME>
as.partynode(ret, ...)
}
as.list.partynode <- function(x, ...)
{
ids <- nodeids(x)
obj <- vector(mode = "list", length = length(ids))
thisnode <- NULL
nodelist <- function(node) {
if (is.terminal(node))
obj[[which(ids == id_node(node))]] <<- list(id = id_node(node), info = info_node(node))
else {
thisnode <<- list(id = id_node(node), split = split_node(node),
kids = sapply(kids_node(node), function(k) id_node(k)))
if (!is.null(surrogates_node(node)))
thisnode$surrogates <- surrogates_node(node)
if (!is.null(info_node(node)))
thisnode$info <- info_node(node)
obj[[which(ids == id_node(node))]] <<- thisnode
lapply(kids_node(node), nodelist)
}
}
nodelist(x)
return(obj)
}
id_node <- function(node) {
if (!(inherits(node, "partynode")))
stop(sQuote("node"), " ", "is not an object of class", " ", sQuote("node"))
node$id
}
kids_node <- function(node) {
if (!(inherits(node, "partynode")))
stop(sQuote("node"), " ", "is not an object of class", " ", sQuote("node"))
node$kids
}
info_node <- function(node) {
if (!(inherits(node, "partynode")))
stop(sQuote("node"), " ", "is not an object of class", " ", sQuote("node"))
node$info
}
formatinfo_node <- function(node, FUN = NULL, default = "", prefix = NULL, ...) {
info <- info_node(node)
## FIXME: better dispatch to workhorse FUN probably needed in the future, e.g.:
## (1) formatinfo() generic with formatinfo.default() as below,
## (2) supply default FUN from party$info$formatinfo() or similar.
if(is.null(FUN)) FUN <- function(x, ...) {
if(is.null(x)) x <- ""
if(!is.object(x) & is.atomic(x)) x <- as.character(x)
if(!is.character(x)) x <- capture.output(print(x), ...)
x
}
info <- if(is.null(info)) default else FUN(info, ...)
if(!is.null(prefix)) {
info <- if(length(info) > 1L) c(prefix, info) else paste(prefix, info, sep = "")
}
info
}
### FIXME: permutation and surrogate splits: is only the primary
### variable permuted?
kidids_node <- function(node, data, vmatch = 1:ncol(data), obs = NULL,
perm = NULL) {
primary <- split_node(node)
surrogates <- surrogates_node(node)
### perform primary split
x <- kidids_split(primary, data, vmatch, obs)
### surrogate / random splits if needed
if (any(is.na(x))) {
### surrogate splits
if (length(surrogates) >= 1) {
for (surr in surrogates) {
nax <- is.na(x)
if (!any(nax)) break;
x[nax] <- kidids_split(surr, data, vmatch, obs = obs)[nax]
}
}
nax <- is.na(x)
### random splits
if (any(nax)) {
prob <- prob_split(primary)
x[nax] <- sample(1:length(prob), sum(nax), prob = prob,
replace = TRUE)
}
}
### permute variable `perm' _after_ dealing with surrogates etc.
if (!is.null(perm)) {
if (is.integer(perm)) {
if (varid_split(primary) %in% perm)
x <- .resample(x)
} else {
if (is.null(obs)) obs <- 1:nrow(data)
strata <- perm[[varid_split(primary)]]
if (!is.null(strata)) {
strata <- strata[obs, drop = TRUE]
for (s in levels(strata))
x[strata == s] <- .resample(x[strata == s])
}
}
}
return(x)
}
fitted_node <- function(node, data, vmatch = 1:ncol(data),
obs = 1:nrow(data), perm = NULL) {
### should be equivalent to:
# return(.Call("R_fitted_node", node, data, vmatch, as.integer(obs),
# as.integer(perm)))
if (is.logical(obs)) obs <- which(obs)
if (is.terminal(node))
return(rep(id_node(node), length(obs)))
retid <- nextid <- kidids_node(node, data, vmatch, obs, perm)
for (i in unique(nextid)) {
indx <- nextid == i
retid[indx] <- fitted_node(kids_node(node)[[i]], data,
vmatch, obs[indx], perm)
}
return(retid)
}
length.partynode <- function(x)
length(kids_node(x))
"[.partynode" <- "[[.partynode" <- function(x, i, ...) {
if (!(length(i) == 1 && is.numeric(i)))
stop(sQuote("x"), " ", "is incorrect node")
kids_node(x)[[i]]
}
split_node <- function(node) {
if (!(inherits(node, "partynode")))
stop(sQuote("node"), " ", "is not an object of class", " ", sQuote("node"))
node$split
}
surrogates_node <- function(node) {
if (!(inherits(node, "partynode")))
stop(sQuote("node"), " ", "is not an object of class", " ", sQuote("node"))
node$surrogates
}
is.terminal <- function(x, ...)
UseMethod("is.terminal")
is.terminal.partynode <- function(x, ...) {
kids <- is.null(kids_node(x))
split <- is.null(split_node(x))
if (kids != split)
stop("x", " ", "is incorrect node")
kids
}
## ## depth generic now taken from package 'grid'
## depth <- function(x, ...)
## UseMethod("depth")
depth.partynode <- function(x, root = FALSE, ...) {
if (is.terminal(x)) return(as.integer(root))
max(sapply(kids_node(x), depth, root = root)) + 1L
}
width <- function(x, ...)
UseMethod("width")
width.partynode <- function(x, ...) {
if (is.terminal(x)) return(1)
sum(sapply(kids_node(x), width.partynode))
}
|