SIMPLE LINEAR REGRESSION. For this and the next 3 parts. The journal, Fisheries Science (Feb 1995)...

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  1. SIMPLE LINEAR REGRESSION. For this and the next 3 parts. Thejournal, Fisheries Science (Feb 1995) reported on a study of thevariables that affect endogenous nitrogen excretion (ENE) in carpraised in Japan. Carp were divided into groups of 2 to 15 fish eachaccording to body weight and each group placed in a separate tank.The carp were then fed a protein-free diet three times daily for aperiod of 20 days. One day after terminating the feedingexperiment, the amount of ENE in each tank was measured. The tablebelow gives the mean body weight (in grams) and ENE amount (inmilligrams per 100 grams of body weight per day) for each carpgroup [Source: Watanabe, T. and Ohta, M. "Endogenous NitrogenExcretion and Non-Fecal Energy Loss in Carp and Rainbow Trout,"Fisheries Science, Vol. 61, No. 1, Feb 1995, p. 56]. You should beable to determine which variable is the response variable and whichis the explanatory variable. Which of the following is true? [I]Plot of the residuals shows an upward curvature [II] Plot of theresiduals shows a downward curvature [III] The regression issignificant at the 1% level [IV] Correlation coefficient of the twovariables = -0.68 [V] Standard error of the estimate is 0.0297.

    Tank

    Body Weight

    ENE

    1

    11.7

    15.3

    2

    25.3

    9.3

    3

    90.2

    6.5

    4

    213.0

    6.0

    5

    10.2

    15.7

    6

    17.6

    10.0

    7

    32.6

    8.6

    8

    81.3

    6.4

    9

    141.5

    5.6

    10

    285.7

    6.0

    I and V only

    II, IV, V

    I and IV only

    II and III only

    None of the above

Part B.

  1. SIMPLE LINEAR REGRESSION (above data). Give a 99% predictioninterval for the expected (mean) value of the dependent variablewith X = 0 (note alpha = 0.01).

    8.3724; 14.4355

    6.9928; 15.8151

    -0.0508; -0.0034

    -0.0615; 0.0073

    None of the above

Part C.

  1. SIMPLE LINEAR REGRESSION (above data). Give a 99% confidenceinterval for the slope (note alpha = 0.01).

    8.3724; 14.4355

    6.9928; 15.8151

    -0.0508; -0.0034

    -0.0615; 0.0073

    None of the above

Part D.

  1. MULTIPLE REGRESSION (refer to above data). Conduct a multipleregression by introducing a quadratic term to the model. Which ofthe following is true? [I] About 74% of the variation in Yexplained the regression [II] At the 1% level, the regression isstatistically significant [III] At the 5% level, the regression isstatistically significant [IV] Both coefficients are statisticallysignificant at the 5% level [V] At least one of the independentvariables is not significant

    I, III, V

    III, IV, V

    I, II, IV

    None of the above

Answer & Explanation Solved by verified expert
4.3 Ratings (653 Votes)
X Y xx yy xxyy 117 153 62742241 404496 503776 253 93 43046721 01296 236196 902 65 05041 59536 17324 213 6 14905968 86436 358945 102 157 65141041 456976 5456 176 10 53743561 11236 777086 326 86 34000561 01156 198254 813 64 923521 64516 244094 1415 56 25593481 111556 168971 2857 6 37943144 86436 572683 X Y xx yy xxyy total sum 9091 894 8136873 128364 220533 mean 9091 894 SSxx SSyy    See Answer
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