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lines changed Original file line number Diff line number Diff line change 1+ Large Margin Nearest Neighbor (LMNN)
2+ =====================================
3+
4+ todo: Brief desciption or a link.
5+
6+ Example Code
7+ ------------------
8+ Using two different implementations:
9+
10+ ::
11+
12+ for LMNN_cls in set((LMNN, python_LMNN)):
13+ lmnn = LMNN_cls(k=k, learn_rate=1e-6)
14+ lmnn.fit(self.iris_points, self.iris_labels, verbose=False)
15+
16+ csep = class_separation(lmnn.transform(), self.iris_labels)
17+ self.assertLess(csep, 0.25)
18+
19+ References
20+ ------------------
21+
22+
23+
24+ Information Theoretic Metric Learning (ITML)
25+ =====================================
26+
27+ Example Code
28+ ------------------
29+
30+ References
31+ ------------------
32+
33+
34+
35+ Sparse Determinant Metric Learning (SDML)
36+ =====================================
37+
38+ Example Code
39+ ------------------
40+
41+ References
42+ ------------------
43+
44+
45+
46+ Least Squares Metric Learning (LSML)
47+ =====================================
48+
49+ Example Code
50+ ------------------
51+
52+ References
53+ ------------------
54+
55+
56+
57+ Neighborhood Components Analysis (NCA)
58+ =====================================
59+
60+ Example Code
61+ ------------------
62+
63+ References
64+ ------------------
65+
66+
67+
68+ Local Fisher Discriminant Analysis (LFDA)
69+ =====================================
70+
71+ Example Code
72+ ------------------
73+
74+ References
75+ ------------------
76+
Original file line number Diff line number Diff line change @@ -12,14 +12,13 @@ Contents:
1212 :maxdepth: 2
1313
1414 intro
15- lmnn
15+ algorithms
1616
1717
1818
1919Indices and tables
2020==================
2121
2222* :ref: `genindex `
23- * :ref: `modindex `
2423* :ref: `search `
2524
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