R में PCA करना
R में Data Science के लिए Linear Algebra
Eric Eager
Data Scientist at Pro Football Focus
NFL Combine डेटा
head(select(combine, height:shuttle))
height weight forty vertical bench broad_jump three_cone shuttle
1 71 192 4.38 35.0 14 127 6.71 3.98
2 73 298 5.34 26.5 27 99 7.81 4.71
3 77 256 4.67 31.0 17 113 7.34 4.38
4 74 198 4.34 41.0 16 131 6.56 4.03
5 76 257 4.87 30.0 20 118 7.12 4.23
6 78 262 4.60 38.5 18 128 7.53 4.48
NFL Combine डेटा
prcomp(A)
Standard deviations (1, .., p=8):
[1] 46.7720885 6.6356959 4.7108443 2.2950226 1.6430770 0.2513368 0.1216908 0.1143365
Rotation (n x k) = (8 x 8):
PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
height 0.042047079 -0.061885367 0.1454490039 -0.1040556410 -0.980792060 0.020679696 -6.155636e-03 0.0008055445
weight 0.980711529 -0.130912788 0.1270100265 0.0193388930 0.066908382 -0.008423587 6.988341e-04 0.0036087841
forty 0.006112061 0.012525260 0.0025260713 -0.0021291637 0.004096693 0.152469227 -2.539868e-01 -0.9549983725
vertical -0.062926466 -0.333556369 0.0398922845 0.9366594549 -0.074901137 0.012214516 7.045063e-03 -0.0070051256
bench 0.088291423 -0.313533433 -0.9363461471 -0.0745692157 -0.107188391 0.009167322 -8.604309e-05 -0.0048308793
broad_jump -0.156742686 -0.876925849 0.2904565302 -0.3252903706 0.126494599 0.013753112 -2.187651e-03 -0.0076907609
three_cone 0.007468520 0.014691994 0.0009057581 0.0003320888 0.020902644 0.894560357 -3.743559e-01 0.2427137770
shuttle 0.004518826 0.009863931 0.0023111814 -0.0094052914 0.004010629 0.419039274 8.917710e-01 -0.1700673446
NFL Combine डेटा
summary(prcomp(A))
Importance of components:
PC1 PC2 PC3 PC4 PC5 PC6 PC7 PC8
Standard deviation 46.7721 6.63570 4.71084 2.29502 1.64308 0.25134 0.12169 0.11434
Proportion of Variance 0.9672 0.01947 0.00981 0.00233 0.00119 0.00003 0.00001 0.00001
Cumulative Proportion 0.9672 0.98663 0.99644 0.99877 0.99996 0.99999 0.99999 1.00000
head(prcomp(A)$x[, 1:2])
PC1 PC2
[1,] -62.005067 -2.654645
[2,] 48.123290 6.693433
[3,] 3.732016 1.283046
[4,] -56.823742 -9.764098
[5,] 4.213670 -3.779862
[6,] 6.924978 -15.530509
head(cbind(combine[, 1:4], prcomp(A)$x[, 1:2]))
player position school year PC1 PC2
1 Jaire Alexander CB Louisville 2018 -62.005067 -2.654645
2 Brian Allen C Michigan St. 2018 48.123290 6.693433
3 Mark Andrews TE Oklahoma 2018 3.732016 1.283046
4 Troy Apke S Penn St. 2018 -56.823742 -9.764098
5 Dorance Armstrong EDGE Kansas 2018 4.213670 -3.779862
6 Ade Aruna DE Tulane 2018 6.924978 -15.530509
PCA के बाद क्या करें
- Data wrangling/quality control
- Data visualization
- Unsupervised learning (clustering)
- Supervised learning (for prediction or explanation)
- Much more!
उदाहरण - Data Visualization
अभ्यास करते हैं!
R में Data Science के लिए Linear Algebra
