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Use the above table to find the missing values , beta, alpha, lambda and theta

Mathematics

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: ANOVA Table

We need to find the missing values η,β,α,λ,θ\eta, \beta, \alpha, \lambda, \theta in the ANOVA table.

  1. Calculate η\eta (Sum of squares for Within group).

    The total sum of squares is the sum of the sum of squares for "Source of starch" and "Within group".

    SSTotal=SSBetween+SSWithinSS_{Total} = SS_{Between} + SS_{Within} 58229.750=12112.250+η58229.750 = 12112.250 + \eta η=58229.750−12112.250\eta = 58229.750 - 12112.250 η=46117.500\eta = \boxed{46117.500}
  2. Calculate β\beta (df for Within group).

    Mean Square (MS) is calculated as Sum of Squares (SS) divided by df.

    MSWithin=SSWithindfWithinMS_{Within} = \frac{SS_{Within}}{df_{Within}} 3843.125=ηβ3843.125 = \frac{\eta}{\beta} 3843.125=46117.500β3843.125 = \frac{46117.500}{\beta} β=46117.5003843.125\beta = \frac{46117.500}{3843.125} β=12\beta = \boxed{12}
  3. Calculate α\alpha (df for Total).

    The total degrees of freedom is the sum of the degrees of freedom for "Source of starch" and "Within group".

    dfTotal=dfBetween+dfWithindf_{Total} = df_{Between} + df_{Within} α=3+β\alpha = 3 + \beta α=3+12\alpha = 3 + 12 α=15\alpha = \boxed{15}
  4. Calculate λ\lambda (Mean square for Source of starch).

    MSBetween=SSBetweendfBetweenMS_{Between} = \frac{SS_{Between}}{df_{Between}} λ=12112.2503\lambda = \frac{12112.250}{3}

    λ=4037.417\lambda = \boxed{4037.417} (rounded to three decimal places)

  5. Calculate θ\theta (F-statistic).

    The F-statistic is the ratio of the Mean Square for "Source of starch" to the Mean Square for "Within group".

    F=MSBetweenMSWithinF = \frac{MS_{Between}}{MS_{Within}} θ=λ3843.125\theta = \frac{\lambda}{3843.125} θ=4037.4173843.125\theta = \frac{4037.417}{3843.125}

    θ=1.051\theta = \boxed{1.051} (rounded to three decimal places)

    : Hypothesis Test for Mean Breaking Strength

    We are testing the hypothesis that the mean breaking strength of the fishing line is 9 kg.

  6. State the null and alternative hypotheses.

    The null hypothesis (H0H_0) is that the mean breaking strength is 9 kg.
    The alternative hypothesis (H1H_1) is that the mean breaking strength is not 9 kg.

    H0:μ=9 kgH_0: \mu = 9 \text{ kg} H1:μ≠9 kgH_1: \mu \neq 9 \text{ kg}
  7. Determine the level of significance and critical values.

    The level of significance is α=0.05\alpha = 0.05.
    Since this is a two-tailed test, we divide α\alpha by 2: α/2=0.05/2=0.025\alpha/2 = 0.05/2 = 0.025.
    The critical z-values for a 95% confidence level (or α=0.05\alpha=0.05) in a two-tailed test are ±1.96\pm 1.96.

  8. Calculate the test statistic.

    We use the z-test statistic because the population standard deviation (σ\sigma) is known and the sample size (nn) is large.
    The formula is:

    z=xˉ−μ0σ/nz = \frac{\bar{x} - \mu_0}{\sigma / \sqrt{n}}

    Given:
    Sample mean (xˉ\bar{x}) = 10 kg
    Hypothesized population mean (μ0\mu_0) = 9 kg
    Population standard deviation (σ\sigma) = 0.5 kg
    Sample size (nn) = 50

    z=10−90.5/50z = \frac{10 - 9}{0.5 / \sqrt{50}} z=10.5/7.0710678z = \frac{1}{0.5 / 7.0710678} z=10.070710678z = \frac{1}{0.070710678} z≈14.142z \approx \boxed{14.142}
  9. Make a decision.

    Compare the calculated z-statistic to the critical values.
    The calculated z-statistic is 14.142.
    The critical z-values are ±1.96\pm 1.96.
    Since 14.142>1.9614.142 > 1.96, the calculated z-statistic falls into the rejection region.

  10. State the conclusion.

    Since the test statistic (z=14.142z = 14.142) is greater than the critical value (1.96), we reject the null hypothesis. There is sufficient evidence at the 0.05 level of significance to conclude that the mean breaking strength of the new synthetic fishing line is significantly different from 9 kg.

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