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| author | ziejd2 | 2018-03-14 23:23:33 -0500 |
|---|---|---|
| committer | GitHub | 2018-03-14 23:23:33 -0500 |
| commit | 1ff6baa44e22b91eefb48aea6f3befa078c0489b (patch) | |
| tree | e0fd79d2e32fd2aedda2eadaed0f19af3514c520 /sourcecodes/bnt-master/BNT/examples/static/HME/gen_data.m | |
| parent | 6882395afdadf4e982b25b5215071a0932730950 (diff) | |
| parent | c80226899f5cdd9f11c163817d59445213f5bef0 (diff) | |
| download | BNW-1ff6baa44e22b91eefb48aea6f3befa078c0489b.tar.gz | |
Merge pull request #1 from ziejd2/octave_php_separate
Octave php separate
Diffstat (limited to 'sourcecodes/bnt-master/BNT/examples/static/HME/gen_data.m')
| -rw-r--r-- | sourcecodes/bnt-master/BNT/examples/static/HME/gen_data.m | 52 |
1 files changed, 52 insertions, 0 deletions
diff --git a/sourcecodes/bnt-master/BNT/examples/static/HME/gen_data.m b/sourcecodes/bnt-master/BNT/examples/static/HME/gen_data.m new file mode 100644 index 00000000..c37f9d28 --- /dev/null +++ b/sourcecodes/bnt-master/BNT/examples/static/HME/gen_data.m @@ -0,0 +1,52 @@ +function [data, ndata1, ndata2, targets]=gen_data(ndata, seed) +% Generate data from three classes in 2d +% Setting 'seed' for reproducible results +% OUTPUT +% data : data set +% ndata1, ndata2: separator + +if nargin<1, + error('Missing data size'); +end + +input_dim = 2; +num_classes = 3; + +if nargin==2, + % Fix seeds for reproducible results + randn('state', seed); + rand('state', seed); +end + +% Generate mixture of three Gaussians in two dimensional space +data = randn(ndata, input_dim); +targets = zeros(ndata, 3); + +% Priors for the clusters +prior(1) = 0.4; +prior(2) = 0.3; +prior(3) = 0.3; + +% Cluster centres +c = [2.0, 2.0; 0.0, 0.0; 1, -1]; + +ndata1 = round(prior(1)*ndata); +ndata2 = round((prior(1) + prior(2))*ndata); +% Put first cluster at (2, 2) +data(1:ndata1, 1) = data(1:ndata1, 1) * 0.5 + c(1,1); +data(1:ndata1, 2) = data(1:ndata1, 2) * 0.5 + c(1,2); +targets(1:ndata1, 1) = 1; + +% Leave second cluster at (0,0) +data((ndata1 + 1):ndata2, :) = data((ndata1 + 1):ndata2, :); +targets((ndata1+1):ndata2, 2) = 1; + +data((ndata2+1):ndata, 1) = data((ndata2+1):ndata,1) *0.6 + c(3, 1); +data((ndata2+1):ndata, 2) = data((ndata2+1):ndata,2) *0.6 + c(3, 2); +targets((ndata2+1):ndata, 3) = 1; + +if 0 + ndata = 1; + data = x; + targets = [1 0 0]; +end |
