r - How to know if a regression model generated by random forests is good? ( MSE and %Var(y)) -


i tried use random forests regression. original data data frame of 218 rows , 9 columns. first 8 columns categorical values ( can either a, b, c, or d), , last column v9 has numerical values can go 10.2 999.87.

when used random forests on training set, represents 2/3 of original data , randomly selected, got following results.

>r=randomforest(v9~.,data=trainingdata,mytree=4,ntree=1000,importance=true,do.trace=100)        |      out-of-bag   |   tree |      mse  %var(y) |    100 | 6.927e+04    98.98 |    200 | 6.874e+04    98.22 |    300 | 6.822e+04    97.48 |    400 | 6.812e+04    97.34 |    500 | 6.839e+04    97.73 |    600 | 6.852e+04    97.92 |    700 | 6.826e+04    97.54 |    800 | 6.815e+04    97.39 |    900 | 6.803e+04    97.21 |   1000 | 6.796e+04    97.11 |

i not know if high variance percentage means model or not. also, since mse high, suspect regression model not good. idea how read results above? mean model not good?

like @joran told, %var amount of total variance of y explained random forest model. after adjust, apply model validation data (1/3 remain):

rfestimated = predict(r, data=validationdata)

it interesting check residual:

qqnorm((rfestimated - validationdata$v9)/sd(rfestimated-validationdata$v9))  qqline((rfestimated-validationdata$v9)/sd(rfestimated-validationdata$v9))

the estimated versus observed values:

plot(validationdata$v9, rfestimated)

and rmse:

rmse <- (sum((rfestimated-validationdata$v9)^2)/length(validation$v9))^(1/2)

i hope help!


Comments

Post a Comment

Popular posts from this blog

jquery - How can I dynamically add a browser tab? -

since using iframes house external pages are, accounts "not preferred method" , disallowed sites (flickr, one), want dynamically generate browser tabs. e.g., when user submits form, want dynamically generate tab on browser in response submitted. e.g., might want add new tab url like: http://www.bigsurgarrapata.com/contact how in jquery? you want form target attribute action attribute. http://www.w3schools.com/tags/att_form_target.asp browsers have ultimate control on result of target attribute open new tab value of _blank. <form action="contact_submit.php" target="_blank" method="post">
Read more

node.js - Getting the socket id,user id pair of a logged in user(s) -

i have web application done using node js , in it,i have authentication system requires users log in before can access pages. have 2 pages,the homepage , updates page. from read docs,a new socket id issued when user opens tab in browser. me being admin,i know socket id of logged in user , more so,the socket id,logged in user id pair logged in users. what method can use socket id,logged in user id pair make sure broadcast realtime info users online?.
Read more

keyboard - C++ GetAsyncKeyState alternative -

i using windows.h library's getasynckeystate function define key pushed on keyboard . here program returns int value of pushed key example. #include <iostream> #include <windows.h> using namespace std; int main (){ char i; for(i=8;i<190;i++){ if(getasynckeystate(i)== -32767){ cout<<int (i)<<endl; } } return 0; } but trying make opengl simple game , function appeared slow . there function not need cycle 180 times , if statement . thanks you're trying make opengl game, you're going use glfw. if that's case can away using glfwgetkey() such: if (glfwgetkey(glfw_key_up) == glfw_press) {...} if (glfwgetkey(glfw_key_down) == glfw_press) {...} that method nicely explained in tutorial 6 opengl-tutorial.org . should start first tutorial of beginners tutorials , later intermediate tutorials . if you're going make win32 window can listen wm_keydown or wm_keyup messages , virtua
Read more