Mercurial > repos > vipints > rdiff
comparison rDiff/src/locfit/m/lf_censor.m @ 0:0f80a5141704
version 0.3 uploaded
author | vipints |
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date | Thu, 14 Feb 2013 23:38:36 -0500 |
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-1:000000000000 | 0:0f80a5141704 |
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1 function fit = lf_censor(x,y,cens,varargin) | |
2 % | |
3 % Censored local regression using normal assumption. | |
4 % Must provide x, y and cens. | |
5 % All other arguments to locfit() can be provided, with the | |
6 % exception of weights. | |
7 % | |
8 % NEED: Kaplan Meier Estimate. Iterations are fixed. | |
9 % | |
10 | |
11 lfc_y = y; | |
12 unc = find(~cens); | |
13 | |
14 for i = 0:3 | |
15 fit = locfit(x,lfc_y,varargin{:}); | |
16 fh = fitted(fit); | |
17 | |
18 rs = rsum(fit); | |
19 df0 = rs(1); | |
20 df1 = rs(2); | |
21 | |
22 rdf = sum(1-cens) - 2*df0 + df1; | |
23 sigma = sqrt(sum( (y-fh).*(lfc_y-fh) / rdf)); | |
24 sr = (y-fh)/sigma; | |
25 lfc_y = fh + sigma*normpdf(sr)./normcdf(-sr); | |
26 lfc_y(unc) = y(unc); | |
27 end; | |
28 | |
29 return; |