source: prextra/Contents.m @ 136

Last change on this file since 136 was 23, checked in by dtax, 13 years ago

The decision tree and random forest, with compiled code!

File size: 2.2 KB
RevLine 
[5]1% PR Extra repository
2% Version 0.3 6-Jan-2005
3%
4%Data generation
5%---------------
6%genriver     Generate 'bending river'-like 2D test data
7%gendati      Generate random image windows
8%
9%Mappings
10%--------
11%unitm        Fixed unit mapping
12%unittm       Trainable unit mapping
13%
14%Classifiers
15%-----------
16%incsvc       Incremental support vector classifier
17%gatem        Gateway mapping
18%emparzenc    EM Parzen Classifier for semi-supervised learning
19%emc          EM algorithm for semi-supervised learning
20%linprogc     Linear Program Classifier (includes sparse solutions)
21%fsellpc      Low level routine for linprogc
22%lessc        Least Error in Sparse Subspaces classifier (David Tax)
23%adaboostc    Adaboost classifier
24%rbsvc        Automatic radial basis SVC
[9]25%kannc        Fast k-nn classifier for large datasets by annquery
[23]26%dectreec     Decision tree (fast, because it's using compiled code)
27%randomforestc  Random Forest (fast, because it's using compiled code)
[5]28%
29%auc          error under the curve estimator
30%
[9]31%Clusteranalysis
32%---------------
33%modeclust    Mode seeking clustering for large datasets by annquery
34%
[5]35%Image manipulation
36%------------------
37%impaint      Create and paint an label overlay on an image
38%impatch      Create and change a polygon label overlay on an image
39%neighbh      Compute the indices of neighboring pixels
40%
41%Feature Selection
42%-----------------
43%featsel2     Pairwise feature selection
44%
45%ilab: user-defined named identifiers
46%------------------------------------
47%enableilab   enable named identifiers in a dataset (ilab)
48%isvalidilab  validity check for named-identifier support in a dataset
49%getilablist  retrieve list of named identifiers
50%addilab      add named identifier to a dataset
51%getilab      retrieve identifier values given identifier names or indices
52%setilab      set the values for the per-example named-identifiers in a dataset
53%removeilab   remove named identifier columns
54%
55%
56%meta: named meta data in the dataset user field
57%-----------------------------------------------
58%enablemeta   enable the storage of key-value pairs in a user field
59%getmeta      retrieve metadata in a dataset by key names
60%setmeta      add/update key-value pair(s) to a dataset
61%removemeta   remove key-value pairs
62
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