Question

In: Statistics and Probability

A study was conducted that measured the total brain volume (TBV) (in mm3) of patients that...

A study was conducted that measured the total brain volume (TBV) (in mm3) of patients that had schizophrenia and patients that are considered normal. Table #3.1 contains the TBV of the normal patients and table #3.1 contains the TBV of schizophrenia patients ("SOCR data oct2009," 2013). Is there enough evidence to show that the patients with schizophrenia have less TBV on average than a patient that is considered normal? Test at the 10% level.

Table #3.1: Total Brain Volume (in mm3) of Normal Patients

1663407

1583940

1299470

1535137

1431890

1578698

1453510

1650348

1288971

1366346

1326402

1503005

1474790

1317156

1441045

1463498

1650207

1523045

1441636

1432033

1420416

1480171

1360810

1410213

1574808

1502702

1203344

1319737

1688990

1292641

1512571

1635918

Table #3.2: Total Brain Volume (in mm3) of Schizophrenia Patients

1331777

1487886

1066075

1297327

1499983

1861991

1368378

1476891

1443775

1337827

1658258

1588132

1690182

1569413

1177002

1387893

1483763

1688950

1563593

1317885

1420249

1363859

1238979

1286638

1325525

1588573

1476254

1648209

1354054

1354649

1636119

Step 1: State the question

Step 2: Identify the information

  1. State the random variables and parameters in words
  1. State the null and alternative hypotheses and level of significance
  1. Determine the type of test this is, then state and check the assumptions for this type of test

Step 3: Perform calculations

  1. Find the sample statistics
  1. Find the test statistic
  1. Find the p-value
  1. State the conclusion (compare p and alpha and decide to reject Ho or fail to reject Ho)

Step 4. Interpret (answer the original question in a complete sentence)

Please paste explanation from a word document

Solutions

Expert Solution

X = Total Brain Volume (in mm3) of Normal Patients.

Y = Total Brain Volume (in mm3) of Schizophrenia Patients.

X & Y be random variables are defined above.

Let   = Be the population mean of total Brain Volume (in mm3) of Normal Patients

and = be the population mean of total Brain Volume (in mm3) of Schizophrenia Patients

using this parameters we define the hypothesis.

A study was conducted that measured the total brain volume (TBV) (in mm3) of patients that had schizophrenia and patients that are considered normal.

Hypothesis:

Ho:The patients with schizophrenia have greater than or equal to TBV on average than a patient that is considered normal.

V/s

H1: The patients with schizophrenia have less TBV on average than a patient that is considered normal.

Symbolically:

The level of significance is 0.10 and it is used for the conclusion.

It is two-sample independent t-test

Under Ho,

test statistic is,

Assumption of this test is data should be normally distributed.

X Y
1663407 1331777
1453510 1368378
1474790 1690182
1441636 1563593
1574808 1325525
1512571 1636119
1583940 1487886
1650348 1476891
1317156 1569413
1432033 1317885
1502702 1588573
1635918 1066075
1299470 1443775
1288971 1177002
1441045 1420249
1420416 1476254
1203344 1297327
1535137 1337827
1366346 1387893
1463498 1363859
1480171 1648209
1319737 1499983
1431890 1658258
1326402 1483763
1650207 1238979
1360810 1354054
1688990 1861991
1578698 1588132
1503005 1688950
1523045 1286638
1410213 1354649
1292641

Using minitab we check normality assumption using kolmogrov-smirnov test

and here p-value > alpha=0.10 for both RV then we conclude data is normally distributed.

Using Excel,

Excel => Data => Data Analysis => t-Test: Two-Sample Assuming Equal Variances => select variables => output range => ok

t-Test: Two-Sample Assuming Equal Variances
X Y
Mean 1463339.219 1451293.194
Variance 15739779000 29560690487
Observations 32 31
Pooled Variance 22536948584
Hypothesized Mean Difference 0
df 61
t Stat 0.31841
P(T<=t) one-tail 0.37563
t Critical one-tail 1.29558
P(T<=t) two-tail 0.75126
t Critical two-tail 1.67022

t stat=0.31841

p-value=0.3756 (# one tailed)

p-value >  alpha=0.10 we accept Ho and conclude that  the patients with schizophrenia have greater than or equal to TBV on average than a patient that is considered normal.

.


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