Getting the right terminal node for each record in training set of ctree
0
I have the following code that lists all the terminal nodes for ctree. I would like to add for each record in the training set the (airq, that I trained over it in this case) its terminal node number. So I'll add airq a column call TN (Terminal Node) that contains its terminal node number.
CtreePathFunc <- function (ct, data) {
ResulTable <- data.frame(Node = character(), Path = character())
for(Node in unique(where(ct))){
# Taking all possible non-Terminal nodes that are smaller than the selected terminal node
NonTerminalNodes <- setdiff(1:(Node - 1), unique(where(ct))[unique(where(ct)) < Node])
# Getting the weigths for that node
NodeWeights <- nodes(ct, Node)[[1]]$weights
# Finding the path
Path <- NULL
for (i in NonTerminalNodes){
if(any(NodeWeights & nodes(ct, i)[[1]][2][[1]] == 1)) Path <- append(Path, i)
}
# Finding the splitting creteria for that path
Path2 <- SB <- NULL
for(i in 1:length(Path)){
if(i == length(Path)) {
n <- nodes(ct, Node)[[1]]
} else {n <- nodes(ct, Path[i + 1])[[1]]}
if(all(data[which(as.logical(n$weights)), as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[length(unlist(nodes(ct,Path[i])[[1]][[5]]))])] <= as.numeric(unlist(nodes(ct,Path[i])[[1]][[5]])[3]))){
SB <- "<="
} else {SB <- ">"}
Path2 <- paste(c(Path2, paste(as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[length(unlist(nodes(ct,Path[i])[[1]][[5]]))]),
SB,
as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[3]))),
collapse = ", ")
}
# Output
ResulTable <- rbind(ResulTable, cbind(Node = Node, Path = Path2))
}
return(ResulTable)
}
library(party)
airq <- subset(airquality, !is.na(Ozone))
ct <- ctree(Ozone ~ ., data = airq, controls = ctree_control(maxsurrogate = 3))
Result <- CtreePathFunc(ct, airq)
> Result
Node Path
1 5 Temp <= 82, Wind > 6.9, Temp <= 77
2 3 Temp <= 82, Wind <= 6.9
3 6 Temp <= 82, Wind > 6.9, Temp > 77
4 9 Temp > 82, Wind > 10.3
5 8 Temp > 82, Wind <= 10.3
r party
asked Nov 22 '18 at 7:01
AviAvi
1,0161631
add a comment |
0
I have the following code that lists all the terminal nodes for ctree. I would like to add for each record in the training set the (airq, that I trained over it in this case) its terminal node number. So I'll add airq a column call TN (Terminal Node) that contains its terminal node number.
CtreePathFunc <- function (ct, data) {
ResulTable <- data.frame(Node = character(), Path = character())
for(Node in unique(where(ct))){
# Taking all possible non-Terminal nodes that are smaller than the selected terminal node
NonTerminalNodes <- setdiff(1:(Node - 1), unique(where(ct))[unique(where(ct)) < Node])
# Getting the weigths for that node
NodeWeights <- nodes(ct, Node)[[1]]$weights
# Finding the path
Path <- NULL
for (i in NonTerminalNodes){
if(any(NodeWeights & nodes(ct, i)[[1]][2][[1]] == 1)) Path <- append(Path, i)
}
# Finding the splitting creteria for that path
Path2 <- SB <- NULL
for(i in 1:length(Path)){
if(i == length(Path)) {
n <- nodes(ct, Node)[[1]]
} else {n <- nodes(ct, Path[i + 1])[[1]]}
if(all(data[which(as.logical(n$weights)), as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[length(unlist(nodes(ct,Path[i])[[1]][[5]]))])] <= as.numeric(unlist(nodes(ct,Path[i])[[1]][[5]])[3]))){
SB <- "<="
} else {SB <- ">"}
Path2 <- paste(c(Path2, paste(as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[length(unlist(nodes(ct,Path[i])[[1]][[5]]))]),
SB,
as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[3]))),
collapse = ", ")
}
# Output
ResulTable <- rbind(ResulTable, cbind(Node = Node, Path = Path2))
}
return(ResulTable)
}
library(party)
airq <- subset(airquality, !is.na(Ozone))
ct <- ctree(Ozone ~ ., data = airq, controls = ctree_control(maxsurrogate = 3))
Result <- CtreePathFunc(ct, airq)
> Result
Node Path
1 5 Temp <= 82, Wind > 6.9, Temp <= 77
2 3 Temp <= 82, Wind <= 6.9
3 6 Temp <= 82, Wind > 6.9, Temp > 77
4 9 Temp > 82, Wind > 10.3
5 8 Temp > 82, Wind <= 10.3
r party
asked Nov 22 '18 at 7:01
AviAvi
1,0161631
add a comment |
0
0
0
1
I have the following code that lists all the terminal nodes for ctree. I would like to add for each record in the training set the (airq, that I trained over it in this case) its terminal node number. So I'll add airq a column call TN (Terminal Node) that contains its terminal node number.
CtreePathFunc <- function (ct, data) {
ResulTable <- data.frame(Node = character(), Path = character())
for(Node in unique(where(ct))){
# Taking all possible non-Terminal nodes that are smaller than the selected terminal node
NonTerminalNodes <- setdiff(1:(Node - 1), unique(where(ct))[unique(where(ct)) < Node])
# Getting the weigths for that node
NodeWeights <- nodes(ct, Node)[[1]]$weights
# Finding the path
Path <- NULL
for (i in NonTerminalNodes){
if(any(NodeWeights & nodes(ct, i)[[1]][2][[1]] == 1)) Path <- append(Path, i)
}
# Finding the splitting creteria for that path
Path2 <- SB <- NULL
for(i in 1:length(Path)){
if(i == length(Path)) {
n <- nodes(ct, Node)[[1]]
} else {n <- nodes(ct, Path[i + 1])[[1]]}
if(all(data[which(as.logical(n$weights)), as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[length(unlist(nodes(ct,Path[i])[[1]][[5]]))])] <= as.numeric(unlist(nodes(ct,Path[i])[[1]][[5]])[3]))){
SB <- "<="
} else {SB <- ">"}
Path2 <- paste(c(Path2, paste(as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[length(unlist(nodes(ct,Path[i])[[1]][[5]]))]),
SB,
as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[3]))),
collapse = ", ")
}
# Output
ResulTable <- rbind(ResulTable, cbind(Node = Node, Path = Path2))
}
return(ResulTable)
}
library(party)
airq <- subset(airquality, !is.na(Ozone))
ct <- ctree(Ozone ~ ., data = airq, controls = ctree_control(maxsurrogate = 3))
Result <- CtreePathFunc(ct, airq)
> Result
Node Path
1 5 Temp <= 82, Wind > 6.9, Temp <= 77
2 3 Temp <= 82, Wind <= 6.9
3 6 Temp <= 82, Wind > 6.9, Temp > 77
4 9 Temp > 82, Wind > 10.3
5 8 Temp > 82, Wind <= 10.3
r party
asked Nov 22 '18 at 7:01
AviAvi
1,0161631
I have the following code that lists all the terminal nodes for ctree. I would like to add for each record in the training set the (airq, that I trained over it in this case) its terminal node number. So I'll add airq a column call TN (Terminal Node) that contains its terminal node number.
CtreePathFunc <- function (ct, data) {
ResulTable <- data.frame(Node = character(), Path = character())
for(Node in unique(where(ct))){
# Taking all possible non-Terminal nodes that are smaller than the selected terminal node
NonTerminalNodes <- setdiff(1:(Node - 1), unique(where(ct))[unique(where(ct)) < Node])
# Getting the weigths for that node
NodeWeights <- nodes(ct, Node)[[1]]$weights
# Finding the path
Path <- NULL
for (i in NonTerminalNodes){
if(any(NodeWeights & nodes(ct, i)[[1]][2][[1]] == 1)) Path <- append(Path, i)
}
# Finding the splitting creteria for that path
Path2 <- SB <- NULL
for(i in 1:length(Path)){
if(i == length(Path)) {
n <- nodes(ct, Node)[[1]]
} else {n <- nodes(ct, Path[i + 1])[[1]]}
if(all(data[which(as.logical(n$weights)), as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[length(unlist(nodes(ct,Path[i])[[1]][[5]]))])] <= as.numeric(unlist(nodes(ct,Path[i])[[1]][[5]])[3]))){
SB <- "<="
} else {SB <- ">"}
Path2 <- paste(c(Path2, paste(as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[length(unlist(nodes(ct,Path[i])[[1]][[5]]))]),
SB,
as.character(unlist(nodes(ct,Path[i])[[1]][[5]])[3]))),
collapse = ", ")
}
# Output
ResulTable <- rbind(ResulTable, cbind(Node = Node, Path = Path2))
}
return(ResulTable)
}
library(party)
airq <- subset(airquality, !is.na(Ozone))
ct <- ctree(Ozone ~ ., data = airq, controls = ctree_control(maxsurrogate = 3))
Result <- CtreePathFunc(ct, airq)
> Result
Node Path
1 5 Temp <= 82, Wind > 6.9, Temp <= 77
2 3 Temp <= 82, Wind <= 6.9
3 6 Temp <= 82, Wind > 6.9, Temp > 77
4 9 Temp > 82, Wind > 10.3
5 8 Temp > 82, Wind <= 10.3
r party
r party
asked Nov 22 '18 at 7:01
AviAvi
1,0161631
asked Nov 22 '18 at 7:01
AviAvi
1,0161631
asked Nov 22 '18 at 7:01
AviAvi
1,0161631
asked Nov 22 '18 at 7:01
AviAvi
1,0161631
asked Nov 22 '18 at 7:01
AviAvi
1,0161631
1,0161631
add a comment |
add a comment |
0
active
oldest
votes
Your Answer
StackExchange.ifUsing("editor", function () {
StackExchange.using("externalEditor", function () {
StackExchange.using("snippets", function () {
StackExchange.snippets.init();
});
});
}, "code-snippets");
StackExchange.ready(function() {
var channelOptions = {
tags: "".split(" "),
id: "1"
};
initTagRenderer("".split(" "), "".split(" "), channelOptions);
StackExchange.using("externalEditor", function() {
// Have to fire editor after snippets, if snippets enabled
if (StackExchange.settings.snippets.snippetsEnabled) {
StackExchange.using("snippets", function() {
createEditor();
});
}
else {
createEditor();
}
});
function createEditor() {
StackExchange.prepareEditor({
heartbeatType: 'answer',
autoActivateHeartbeat: false,
convertImagesToLinks: true,
noModals: true,
showLowRepImageUploadWarning: true,
reputationToPostImages: 10,
bindNavPrevention: true,
postfix: "",
imageUploader: {
brandingHtml: "Powered by u003ca class="icon-imgur-white" href="https://imgur.com/"u003eu003c/au003e",
contentPolicyHtml: "User contributions licensed under u003ca href="https://creativecommons.org/licenses/by-sa/3.0/"u003ecc by-sa 3.0 with attribution requiredu003c/au003e u003ca href="https://stackoverflow.com/legal/content-policy"u003e(content policy)u003c/au003e",
allowUrls: true
},
onDemand: true,
discardSelector: ".discard-answer"
,immediatelyShowMarkdownHelp:true
});
}
});
draft saved
draft discarded
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53425457%2fgetting-the-right-terminal-node-for-each-record-in-training-set-of-ctree%23new-answer', 'question_page');
}
);
Post as a guest
Required, but never shown
0
active
oldest
votes
0
active
oldest
votes
active
oldest
votes
active
oldest
votes
draft saved
draft discarded
Thanks for contributing an answer to Stack Overflow!
- Please be sure to answer the question. Provide details and share your research!
But avoid …
- Asking for help, clarification, or responding to other answers.
- Making statements based on opinion; back them up with references or personal experience.
To learn more, see our tips on writing great answers.
draft saved
draft discarded
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
StackExchange.ready(
function () {
StackExchange.openid.initPostLogin('.new-post-login', 'https%3a%2f%2fstackoverflow.com%2fquestions%2f53425457%2fgetting-the-right-terminal-node-for-each-record-in-training-set-of-ctree%23new-answer', 'question_page');
}
);
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Sign up or log in
StackExchange.ready(function () {
StackExchange.helpers.onClickDraftSave('#login-link');
});
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Sign up using Google
Sign up using Facebook
Sign up using Email and Password
Post as a guest
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
Required, but never shown
