$\newcommand{\defeq}{\mathrel{\mathop:}=}$

## 2009/04/30

### Fuzzy Clustering

-- Iteration 64, # of clusters = 3
ClusteringData {rawData = [((4 |> [5.1,3.5,1.4,0.2],1),1),((4 |> [4.9,3.0,1.4,0.
2],2),1),((4 |> [4.7,3.2,1.3,0.2],3),1),((4 |> [4.6,3.1,1.5,0.2],4),1),((4 |> [5
.0,3.6,1.4,0.2],5),1),((4 |> [5.4,3.9,1.7,0.4],6),1),((4 |> [4.6,3.4,1.4,0.3],7)
,1),((4 |> [5.0,3.4,1.5,0.2],8),1),((4 |> [4.4,2.9,1.4,0.2],9),1),((4 |> [4.9,3.
1,1.5,0.1],10),1),((4 |> [5.4,3.7,1.5,0.2],11),1),((4 |> [4.8,3.4,1.6,0.2],12),1
),((4 |> [4.8,3.0,1.4,0.1],13),1),((4 |> [4.3,3.0,1.1,0.1],14),1),((4 |> [5.8,4.
0,1.2,0.2],15),1),((4 |> [5.7,4.4,1.5,0.4],16),1),((4 |> [5.4,3.9,1.3,0.4],17),1
),((4 |> [5.1,3.5,1.4,0.3],18),1),((4 |> [5.7,3.8,1.7,0.3],19),1),((4 |> [5.1,3.
8,1.5,0.3],20),1),((4 |> [5.4,3.4,1.7,0.2],21),1),((4 |> [5.1,3.7,1.5,0.4],22),1
),((4 |> [4.6,3.6,1.0,0.2],23),1),((4 |> [5.1,3.3,1.7,0.5],24),1),((4 |> [4.8,3.
4,1.9,0.2],25),1),((4 |> [5.0,3.0,1.6,0.2],26),1),((4 |> [5.0,3.4,1.6,0.4],27),1
),((4 |> [5.2,3.5,1.5,0.2],28),1),((4 |> [5.2,3.4,1.4,0.2],29),1),((4 |> [4.7,3.
2,1.6,0.2],30),1),((4 |> [4.8,3.1,1.6,0.2],31),1),((4 |> [5.4,3.4,1.5,0.4],32),1
),((4 |> [5.2,4.1,1.5,0.1],33),1),((4 |> [5.5,4.2,1.4,0.2],34),1),((4 |> [4.9,3.
1,1.5,0.2],35),1),((4 |> [5.0,3.2,1.2,0.2],36),1),((4 |> [5.5,3.5,1.3,0.2],37),1
),((4 |> [4.9,3.6,1.4,0.1],38),1),((4 |> [4.4,3.0,1.3,0.2],39),1),((4 |> [5.1,3.
4,1.5,0.2],40),1),((4 |> [5.0,3.5,1.3,0.3],41),1),((4 |> [4.5,2.3,1.3,0.3],42),1
),((4 |> [4.4,3.2,1.3,0.2],43),1),((4 |> [5.0,3.5,1.6,0.6],44),1),((4 |> [5.1,3.
8,1.9,0.4],45),1),((4 |> [4.8,3.0,1.4,0.3],46),1),((4 |> [5.1,3.8,1.6,0.2],47),1
),((4 |> [4.6,3.2,1.4,0.2],48),1),((4 |> [5.3,3.7,1.5,0.2],49),1),((4 |> [5.0,3.
3,1.4,0.2],50),1),((4 |> [7.0,3.2,4.7,1.4],51),2),((4 |> [6.4,3.2,4.5,1.5],52),2
),((4 |> [6.9,3.1,4.9,1.5],53),2),((4 |> [5.5,2.3,4.0,1.3],54),2),((4 |> [6.5,2.
8,4.6,1.5],55),2),((4 |> [5.7,2.8,4.5,1.3],56),2),((4 |> [6.3,3.3,4.7,1.6],57),2
),((4 |> [4.9,2.4,3.3,1.0],58),2),((4 |> [6.6,2.9,4.6,1.3],59),2),((4 |> [5.2,2.
7,3.9,1.4],60),2),((4 |> [5.0,2.0,3.5,1.0],61),2),((4 |> [5.9,3.0,4.2,1.5],62),2
),((4 |> [6.0,2.2,4.0,1.0],63),2),((4 |> [6.1,2.9,4.7,1.4],64),2),((4 |> [5.6,2.
9,3.6,1.3],65),2),((4 |> [6.7,3.1,4.4,1.4],66),2),((4 |> [5.6,3.0,4.5,1.5],67),2
),((4 |> [5.8,2.7,4.1,1.0],68),2),((4 |> [6.2,2.2,4.5,1.5],69),2),((4 |> [5.6,2.
5,3.9,1.1],70),2),((4 |> [5.9,3.2,4.8,1.8],71),2),((4 |> [6.1,2.8,4.0,1.3],72),2
),((4 |> [6.3,2.5,4.9,1.5],73),2),((4 |> [6.1,2.8,4.7,1.2],74),2),((4 |> [6.4,2.
9,4.3,1.3],75),2),((4 |> [6.6,3.0,4.4,1.4],76),2),((4 |> [6.8,2.8,4.8,1.4],77),2
),((4 |> [6.7,3.0,5.0,1.7],78),2),((4 |> [6.0,2.9,4.5,1.5],79),2),((4 |> [5.7,2.
6,3.5,1.0],80),2),((4 |> [5.5,2.4,3.8,1.1],81),2),((4 |> [5.5,2.4,3.7,1.0],82),2
),((4 |> [5.8,2.7,3.9,1.2],83),2),((4 |> [6.0,2.7,5.1,1.6],84),2),((4 |> [5.4,3.
0,4.5,1.5],85),2),((4 |> [6.0,3.4,4.5,1.6],86),2),((4 |> [6.7,3.1,4.7,1.5],87),2
),((4 |> [6.3,2.3,4.4,1.3],88),2),((4 |> [5.6,3.0,4.1,1.3],89),2),((4 |> [5.5,2.
5,4.0,1.3],90),2),((4 |> [5.5,2.6,4.4,1.2],91),2),((4 |> [6.1,3.0,4.6,1.4],92),2
),((4 |> [5.8,2.6,4.0,1.2],93),2),((4 |> [5.0,2.3,3.3,1.0],94),2),((4 |> [5.6,2.
7,4.2,1.3],95),2),((4 |> [5.7,3.0,4.2,1.2],96),2),((4 |> [5.7,2.9,4.2,1.3],97),2
),((4 |> [6.2,2.9,4.3,1.3],98),2),((4 |> [5.1,2.5,3.0,1.1],99),2),((4 |> [5.7,2.
8,4.1,1.3],100),2),((4 |> [6.3,3.3,6.0,2.5],101),3),((4 |> [5.8,2.7,5.1,1.9],102
),3),((4 |> [7.1,3.0,5.9,2.1],103),3),((4 |> [6.3,2.9,5.6,1.8],104),3),((4 |> [6
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],107),3),((4 |> [7.3,2.9,6.3,1.8],108),3),((4 |> [6.7,2.5,5.8,1.8],109),3),((4
|> [7.2,3.6,6.1,2.5],110),3),((4 |> [6.5,3.2,5.1,2.0],111),3),((4 |> [6.4,2.7,5.
3,1.9],112),3),((4 |> [6.8,3.0,5.5,2.1],113),3),((4 |> [5.7,2.5,5.0,2.0],114),3)
,((4 |> [5.8,2.8,5.1,2.4],115),3),((4 |> [6.4,3.2,5.3,2.3],116),3),((4 |> [6.5,3
.0,5.5,1.8],117),3),((4 |> [7.7,3.8,6.7,2.2],118),3),((4 |> [7.7,2.6,6.9,2.3],11
9),3),((4 |> [6.0,2.2,5.0,1.5],120),3),((4 |> [6.9,3.2,5.7,2.3],121),3),((4 |> [
5.6,2.8,4.9,2.0],122),3),((4 |> [7.7,2.8,6.7,2.0],123),3),((4 |> [6.3,2.7,4.9,1.
8],124),3),((4 |> [6.7,3.3,5.7,2.1],125),3),((4 |> [7.2,3.2,6.0,1.8],126),3),((4
|> [6.2,2.8,4.8,1.8],127),3),((4 |> [6.1,3.0,4.9,1.8],128),3),((4 |> [6.4,2.8,5
.6,2.1],129),3),((4 |> [7.2,3.0,5.8,1.6],130),3),((4 |> [7.4,2.8,6.1,1.9],131),3
),((4 |> [7.9,3.8,6.4,2.0],132),3),((4 |> [6.4,2.8,5.6,2.2],133),3),((4 |> [6.3,
2.8,5.1,1.5],134),3),((4 |> [6.1,2.6,5.6,1.4],135),3),((4 |> [7.7,3.0,6.1,2.3],1
36),3),((4 |> [6.3,3.4,5.6,2.4],137),3),((4 |> [6.4,3.1,5.5,1.8],138),3),((4 |>
[6.0,3.0,4.8,1.8],139),3),((4 |> [6.9,3.1,5.4,2.1],140),3),((4 |> [6.7,3.1,5.6,2
.4],141),3),((4 |> [6.9,3.1,5.1,2.3],142),3),((4 |> [5.8,2.7,5.1,1.9],143),3),((
4 |> [6.8,3.2,5.9,2.3],144),3),((4 |> [6.7,3.3,5.7,2.5],145),3),((4 |> [6.7,3.0,
5.2,2.3],146),3),((4 |> [6.3,2.5,5.0,1.9],147),3),((4 |> [6.5,3.0,5.2,2.0],148),
3),((4 |> [6.2,3.4,5.4,2.3],149),3),((4 |> [5.9,3.0,5.1,1.8],150),3)], nData = 1
50, prototypes = [((4 |> [5.013888853100183,3.437742055000191,1.4653680472369688
,0.24413569908981225],1),49.273748971572665),((4 |> [6.113058187123257,2.8026095
070502457,4.489826484038653,1.3965685861695043],2),52.62732004865611),((4 |> [6.
410685936607242,2.9739386945180994,5.32095635913265,2.0187917825743362],3),48.09
893097977119)], memberships = array ((1,1),(3,150)) [((1,1),0.9952403769488021),
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(3,145),0.9188463896793009),((3,146),0.8629774876749744),((3,147),0.739419570654
2976),((3,148),0.9578271130867587),((3,149),0.848684448425652),((3,150),0.710299
2206798279)], mustLink = [], nMustLink = 0, cannotLink = [], nCannotLink = 0, dp
Dim = 4, eta0 = 0.181, t0 = 25, tau = 1.09, tolerance = 1.0e-20, threshold = 1.0
e-2}


--

Labels:

yen34/30/2009 12:33 pm 說：

Anonymous5/04/2009 6:36 am 說：

http://portal.acm.org/citation.cfm?id=1340824#CIT

Josh Ko5/04/2009 6:50 am 說：

Try this one. :)