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Table 1 Comparison of partitioning with principal points for original data, Legendre polynomial coefficients and Fourier coefficients in 500 repetitions and m = 20 repeated design points with low noise σ = 0.5 and high noise σ = 1.5

From: Partitioning of functional gene expression data using principal points

 

K = 6 subsets

σ = 0.5

σ = 1.5

Number of coeff

 

Mean

Silhouette

Connectivity

Mean

Silhouette

Connectivity

J = 3

Original data: y

0.114

102.05

0.076

105.54

 

Legendre coeff: LPC

0.531

25.036

0.511

23.932

 

Fourier coeff: FC

0.270

61.628

0.235

63.621

J = 4

Original data: y

0.118

102.691

0.082

105.497

 

Legendre coef: LPC

0.534

22.699

0.539

22.614

 

Fourier coeff: FC

0.235

68.572

0.224

73.308

J = 5

Original data: y

0.116

101.743

0.081

105.343

 

Legendre coeff: LPC

0.547

22.526

0.539

22.846

 

Fourier coeff: FC

0.212

74.110

0.198

77.572