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Table 4 Bias (%) in estimates of standard errors of estimates of the population mean for the various methods considered here

From: Simulation studies to examine bias and precision of some estimators that use auxiliary information in design-based sampling in forest inventory

Example

Methods with complete enumeration of N sampling units as first phase

Methods with first-phase sample size = f

Ratio of means

Mean of ratios

Model-assisted

PPS sampling

QPPS sampling

Simple random sampling

Ratio of means

Mean of ratios

Model-assisted

QPPS sampling

Second-phase sample size = 100

 1

− 0.7

− 0.8

− 0.9

− 0.7

− 1.7

− 0.2

− 0.8

− 0.9

− 0.9

− 1.3

 2

− 0.7

− 0.9

− 0.7

− 0.7

− 0.5

− 0.9

− 1.0

− 0.9

− 1.1

− 0.9

 3

− 1.1

− 2.1

− 0.7

− 1.1

− 0.8

− 0.7

− 1.1

− 1.2

− 1.3

− 0.9

 4

− 1.2

− 1.3

− 1.2

− 1.0

− 0.9

− 0.2

− 0.7

− 1.0

− 0.8

− 0.8

 5

− 0.6

− 0.3

− 0.3

− 0.9

− 0.5

0.1

− 0.2

− 0.2

− 0.3

− 0.4

Second-phase sample size = 40

 1

− 1.5

− 2.7

− 2.2

− 0.7

− 1.8

− 1.1

− 2.0

− 2.1

− 1.9

− 1.6

 2

− 1.2

− 2.3

− 1.4

− 1.4

− 2.2

− 1.2

− 1.9

− 2.2

− 1.5

− 2.3

 3

− 1.5

− 2.4

− 1.9

− 1.1

− 2.0

− 1.5

− 2.3

− 2.4

− 2.0

− 1.9

 4

− 0.9

− 2.1

− 1.9

− 1.4

− 1.5

− 0.8

− 1.6

− 1.8

− 1.6

− 1.6

 5

− 1.1

− 2.3

− 1.9

− 0.7

− 1.8

− 1.4

− 2.2

− 2.4

− 2.1

− 1.6

Second-phase sample size = 10

 1

− 2.7

− 8.1

− 1.0

− 2.6

− 8.2

− 2.6

− 6.8

− 7.3

− 2.3

− 7.4

 2

− 3.5

− 8.3

35.4

− 3.6

− 8.5

− 3.4

− 7.0

− 7.5

21.4

− 7.4

 3

− 3.4

− 8.4

− 1.2

− 3.0

− 8.2

− 3.8

− 7.7

− 7.9

− 2.6

− 7.5

 4

− 3.5

− 8.3

4.0

− 3.0

− 8.0

− 2.8

− 6.9

− 7.3

− 1.2

− 7.1

 5

− 3.4

− 8.3

8.6

− 3.1

− 7.8

− 2.8

− 7.2

− 7.6

1.5

− 7.3

  1. Bias was determined as the mean of differences between estimated values of standard errors of estimates of the population mean from simulations and the actual standard error of the simulation estimates of the population mean, expressed as a proportion of the actual value. The structure and content of the table is otherwise as that of Table 2. The column headed ‘Simple random sampling’ contains the same values as in the fourth column of Table 3