Data Analysis Machine Learning and Applications Episode 1 Part 10 ppt

... 1 1 1 1 ∗ c4–g4 1 1 1 1 1 c4–a4 1 1 1 1 1 c4–c5 1 1 0 1 ∗ 1 instrument notes flu guit pian trum viol c4–c4 0 0 1 ∗ 1 ∗ 1 c4–e4 1 1 1 1 1 ∗ c4–g4 1 1 1 1 1 c4–a4 1 1 1 1 1 c4–c5 1 1 1 ∗ 1 ∗ 1 4.3 ... 1 1 1 1 1 c4–e4 0 1 0 0 1 c4–g4 0 0 0 0 0 c4–a4 1 1 1 0 0 c4–c5 1 1 1 1 1 instrument notes flu guit pian trum viol c4–c4 1...

Ngày tải lên: 05/08/2014, 21:21

... normal distribution with means (0, 0, 0), (10 , 10 , 10 ), ( 10 , 10 , 10 ), (10 , 10 , 10 ), ( 10 , 10 , 10 ), and identity covariance matrix  , where V jj = 3 (1 j ≤ 3),andV jl = 2 (1 ≤ j = l ≤3). Model 9. Four ... 0.99062 1. 00000 4 a 0.04896 0. 016 41 0.00269 0. 016 53 –0.00075 0. 010 09 0.0 017 7 0.00023 b 1. 00000 1. 00000 1. 00000 1. 00000 1. 00000 1. 00...

Ngày tải lên: 05/08/2014, 21:21

... able2 14 4 42 32 8 44 46 2 24 38 9 11 20 16 15 6 21 50 13 30 27 49 1 5 29 28 34 7 35 22 3 31 37 48 12 26 39 10 45 17 23 25 75 98 18 43 36 33 19 47 90 70 82 71 41 40 57 78 94 84 58 88 79 59 55 51 91 73 85 64 61 65 62 80 96 89 83 95 10 0 63 54 74 92 53 72 87 76 93 97 66 81 69 67 99 11 3 68 86 56 60 77 52 13 9 13 4 13 0 10 3 13 8 10 9 14 0 14 3 1...

Ngày tải lên: 05/08/2014, 21:21

... 220–227. HAASDONK, B. and BURKHARDT, H. (2007): Invariant kernels for pattern analysis and machine learning. Machine Learning, 68, 35– 61. SCHÖLKOPF, B. and SMOLA, A. J. (2002): Learning with Kernels: ... E. L. and SHAPIRE, R. E. and SINGER, Y. (2000): Reducing Multiclasss to Binary: A Unifying Approach for Margin Classifiers. Journal of Machine Learning Re- search 1,...

Ngày tải lên: 05/08/2014, 21:21

... 40 60 80 10 0 12 0 14 0 16 0 18 0 200 0 20 40 60 80 10 0 12 0 14 0 16 0 18 0 200 0 20 40 60 80 10 0 12 0 14 0 16 0 18 0 200 0 20 40 60 80 10 0 12 0 14 0 16 0 18 0 200 Fig. 2. Problem fourclass (Schoelkopf and Smola ... 14 :55.23 10 :55.70 14 : 21. 99 1. 37 1. 04 Classification Time 03 :13 .60 00 :14 .73 00 :14 .63 13 .14 13 .23 Classif. Accuracy % 95.78 % 91....

Ngày tải lên: 05/08/2014, 21:21

... random initialization data set COPK-Means ssALife with U*C Atom 71 100 Chainlink 65.7 10 0 Hepta 10 0 10 0 Lsun 96.4 10 0 Target 55.2 10 0 Tetra 10 0 10 0 TwoDiamonds 10 0 10 0 Wingnut 93.4 10 0 EngyTime 90 ... dendrograms Q 2 0 1 3 4 12 20 32 64 0 f 0022256 1 0 f 10 0000 3 01f 00 000 4 200f 3422 12 2003f 322 20 2004 3 f 21 32 5002 2 2 f 5 64 6002 2 1 5 f...

Ngày tải lên: 05/08/2014, 21:21

... data. grandfather 0.000 0.024 0. 012 0.965 0.000 grandmother 0.005 0 .13 4 0. 016 0.840 0.005 granddaughter 0 .11 3 0.242 0.054 0.466 0 .12 5 grandson 0 .13 4 0 .11 1 0.052 0.5 81 0 .12 2 brother 0. 612 0.282 0.024 0.082 ... transfer distance between partitions. Journal of Classification, 23 (1) , 10 3 12 1. DAY, W. H. E. (19 81) : The complexity of computing metric distances between pa...

Ngày tải lên: 05/08/2014, 21:21

... follows: E (t +1) |···∼W  2G +2gD,(2h+ 2 K  k =1 6 (t) 1 k ) 1  , S (t +1) |···∼D(J+ n 1 , ,J +n K ), z (t +1) k |···∼N  (n k 6 (t) 1 k + <) 1 (n k 6 (t) 1 k y k + <[),(n k 6 (t) 1 k + <) 1  , 6 1( t +1) k |···∼W ⎛ ⎝ 2D ... in fact is stable. 0 10 00 2000 3000 4000 5000 0.0 1. 0 2.0 3.0 DA iteration mu1 0 10 00 2000 3000 4000 5000 0.0 1. 0 2.0 3.0 DA...

Ngày tải lên: 05/08/2014, 21:21

... 5 10 152025 0.00 0.05 0 .10 0 .15 Two outliers x Density 0 5 10 15 20 0.00 0.05 0 .10 0 .15 Wide noise x Density Ŧ5 0 5 10 152025 0.00 0.02 0.04 0.06 0.08 0 .10 Noise on one side x Density Ŧ5 0 5 10 152025 0.00 ... Component in Model-based Cluster Analysis 12 9 0 510 0.00 0.05 0 .10 0 .15 0.20 0.25 0.30 Ŧ5 0 5 10 1520 0.00 0.05 0 .10 0 .15 0.20 0.25 0.30 Fig. 1. Lef...

Ngày tải lên: 05/08/2014, 21:21

... B 0 = B and Y 0 = Y the design and response data matrices, respec- tively. Define t 1 = B 0 w 1 and u 1 = Y 0 c 1 as the first MAPLSS components, where the weighting unit vectors w 1 and c 1 are ... La Revue de Modulad, 31, 1 31. D’ AMBRA, L. and LAURO, N. (19 89): Non symetrical analysis of three-way contingency tables. Multiway Data Analysis, 3 01 315 . ESCOFIER...

Ngày tải lên: 05/08/2014, 21:21