Basic Technical Mathematics
11th Edition
ISBN: 9780134437705
Author: Washington
Publisher: PEARSON
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Chapter 25.1, Problem 42E
To determine
The reason by which
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A classification study involving several classifiers was carried out. After training and the usual validation step, the following table
shows results for classifiers tried. In below, classifiers are identified as M1, M2 and so on.
Sensitivity
Specificity
M1
0.82
0.82
M2
0.92
0.72
M3
0.72
0.92
M4
0.46
0.47
M5
0.03
0.16
M6
0.13
0.02
M7
0.33
0.64
M8
0.72
0.24
M9
0.47
0.82
M10
0.06
0.84
The following list has statements about the classifiers. In the list, there is a single incorrect statement. Please identify the incorrect
statement.
Hint 1: recall that a classifier dominates another if both performance measures are better.
Hint 2: to help you visualize and compare classifiers, you may want to plot the classifier data in a ROC graph (which will not be
submitted).
Select one:
Qa.
O b.
Oc.
d.
By swapping zeroes and ones, M5 can be worsened
M8 does not dominate M9
M1 dominates all of M4, M5 and M6
M1 is a good classifier
?
e.
By swapping zeroes and ones, the performance of M4 does not change…
Consider the following training data, shown below before centering.
XY
1
0
1
1
1
1
1
1
00
1
1
1
0 0
1
1
1
0
1
1
This data set will be analysed after centering all columns (not scaling). In what follows, the centered data columns are referred to as
X and Y. Using these centered columns, we have the following quantities: XTX = 24/11 = 2.1818; XTY = 13/11 =
and YTY = 24/11 = 2.1818.
Ridge regression
Q1 For 2 =
R
AR
=
1.1818
0.56, compute and write in the provided space the ridge estimate ẞ (0.56). Use decimal numbers, not fractions.
Q2 Using the ridge estimate ẞ (0.56) you just computed, determine the percentage of shrinkage achieved with respect to the
squared L2 norm. That is, compute the shrinkage using || (0.56)||||||with the OLS estimate. In the provided space, write
the shrinkage as percentage between 0 and 100 with decimal values.
Lasso
AR
Q3 The following are several expressions for the lasso estimate: (2) = 0.5833 * (1 - 0.84622);
L
L
(a) = 0.5833 * (1 -0.78572); (A) = 0.5417 *…
5:38
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Chapter 25 Solutions
Basic Technical Mathematics
Ch. 25.1 - Find an antiderivative of x3 + 4x.
Ch. 25.1 - Prob. 2PECh. 25.1 - Prob. 1ECh. 25.1 - Prob. 2ECh. 25.1 - Prob. 3ECh. 25.1 - Prob. 4ECh. 25.1 - In Exercises 5–12, determine the value of a that...Ch. 25.1 - Prob. 6ECh. 25.1 - Prob. 7ECh. 25.1 - Prob. 8E
Ch. 25.1 - Prob. 9ECh. 25.1 - In Exercises 5–12, determine the value of a that...Ch. 25.1 - Prob. 11ECh. 25.1 - Prob. 12ECh. 25.1 - Prob. 13ECh. 25.1 - Prob. 14ECh. 25.1 - Prob. 15ECh. 25.1 - Prob. 16ECh. 25.1 - Prob. 17ECh. 25.1 - Prob. 18ECh. 25.1 - Prob. 19ECh. 25.1 - In Exercises 13–40, find antiderivatives of the...Ch. 25.1 - Prob. 21ECh. 25.1 - Prob. 22ECh. 25.1 - Prob. 23ECh. 25.1 - Prob. 24ECh. 25.1 - Prob. 25ECh. 25.1 - Prob. 26ECh. 25.1 - Prob. 27ECh. 25.1 - Prob. 28ECh. 25.1 - Prob. 29ECh. 25.1 - Prob. 30ECh. 25.1 - Prob. 31ECh. 25.1 - Prob. 32ECh. 25.1 - Prob. 33ECh. 25.1 - Prob. 34ECh. 25.1 - Prob. 35ECh. 25.1 - Prob. 36ECh. 25.1 - Prob. 37ECh. 25.1 - Prob. 38ECh. 25.1 - Prob. 39ECh. 25.1 - Prob. 40ECh. 25.1 - Prob. 41ECh. 25.1 - Prob. 42ECh. 25.2 - Integrate: .
Ch. 25.2 - Prob. 1ECh. 25.2 - Prob. 2ECh. 25.2 - Prob. 3ECh. 25.2 - Prob. 4ECh. 25.2 - In Exercise 5–36, integrate each of the given...Ch. 25.2 - Prob. 6ECh. 25.2 - Prob. 7ECh. 25.2 - Prob. 8ECh. 25.2 - In Exercise 5–36, integrate each of the given...Ch. 25.2 - In Exercise 5–36, integrate each of the given...Ch. 25.2 - Prob. 11ECh. 25.2 - Prob. 12ECh. 25.2 - Prob. 13ECh. 25.2 - Prob. 14ECh. 25.2 - Prob. 15ECh. 25.2 - Prob. 16ECh. 25.2 - Prob. 17ECh. 25.2 - Prob. 18ECh. 25.2 - Prob. 19ECh. 25.2 - Prob. 20ECh. 25.2 - Prob. 21ECh. 25.2 - In Exercises 5–36, integrate each of the given...Ch. 25.2 - Prob. 23ECh. 25.2 - Prob. 24ECh. 25.2 - Prob. 25ECh. 25.2 - Prob. 26ECh. 25.2 - Prob. 27ECh. 25.2 - Prob. 28ECh. 25.2 - Prob. 29ECh. 25.2 - Prob. 30ECh. 25.2 - Prob. 31ECh. 25.2 - Prob. 32ECh. 25.2 - Prob. 33ECh. 25.2 - Prob. 34ECh. 25.2 - Prob. 35ECh. 25.2 - Prob. 36ECh. 25.2 - Prob. 37ECh. 25.2 - Prob. 38ECh. 25.2 - Prob. 39ECh. 25.2 - Prob. 40ECh. 25.2 - Prob. 41ECh. 25.2 - Prob. 42ECh. 25.2 - Prob. 43ECh. 25.2 - Prob. 44ECh. 25.2 - Prob. 45ECh. 25.2 - Prob. 46ECh. 25.2 - Prob. 47ECh. 25.2 - Prob. 48ECh. 25.2 - Prob. 49ECh. 25.2 - Prob. 50ECh. 25.2 - Prob. 51ECh. 25.2 - Prob. 52ECh. 25.2 - Prob. 53ECh. 25.2 - Prob. 54ECh. 25.2 - In Exercises 41–62, solve the given problems. In...Ch. 25.2 - Prob. 56ECh. 25.2 - Prob. 57ECh. 25.2 - Prob. 58ECh. 25.2 - Prob. 59ECh. 25.2 - Prob. 60ECh. 25.2 - Prob. 61ECh. 25.2 - Prob. 62ECh. 25.3 - Prob. 1PECh. 25.3 - Prob. 2PECh. 25.3 - Prob. 1ECh. 25.3 - Prob. 2ECh. 25.3 - Prob. 3ECh. 25.3 - Prob. 4ECh. 25.3 - Prob. 5ECh. 25.3 - Prob. 6ECh. 25.3 - Prob. 7ECh. 25.3 - Prob. 8ECh. 25.3 - Prob. 9ECh. 25.3 - Prob. 10ECh. 25.3 - Prob. 11ECh. 25.3 - Prob. 12ECh. 25.3 - Prob. 13ECh. 25.3 - Prob. 14ECh. 25.3 - Prob. 15ECh. 25.3 - Prob. 16ECh. 25.3 - Prob. 17ECh. 25.3 - Prob. 18ECh. 25.3 - Prob. 19ECh. 25.3 - Prob. 20ECh. 25.3 - Prob. 21ECh. 25.3 - Prob. 22ECh. 25.3 - Prob. 23ECh. 25.3 - In Exercises 15–24, find the exact area under the...Ch. 25.3 - Prob. 25ECh. 25.3 - Prob. 26ECh. 25.3 - Prob. 27ECh. 25.3 - Prob. 28ECh. 25.4 -
Evaluate: .
Ch. 25.4 - Prob. 2PECh. 25.4 - Prob. 1ECh. 25.4 - Prob. 2ECh. 25.4 - Prob. 3ECh. 25.4 - Prob. 4ECh. 25.4 - Prob. 5ECh. 25.4 - Prob. 6ECh. 25.4 - Prob. 7ECh. 25.4 - Prob. 8ECh. 25.4 - Prob. 9ECh. 25.4 - In Exercises 3–34, evaluate the given definite...Ch. 25.4 - In Exercises 3–34, evaluate the given definite...Ch. 25.4 - Prob. 12ECh. 25.4 - In Exercises 3–34, evaluate the given definite...Ch. 25.4 - In Exercises 3–34, evaluate the given definite...Ch. 25.4 - Prob. 15ECh. 25.4 - Prob. 16ECh. 25.4 - Prob. 17ECh. 25.4 - In Exercises 3–34, evaluate the given definite...Ch. 25.4 - In Exercises 3–34, evaluate the given definite...Ch. 25.4 - Prob. 20ECh. 25.4 - Prob. 21ECh. 25.4 - Prob. 22ECh. 25.4 - Prob. 23ECh. 25.4 - Prob. 24ECh. 25.4 - Prob. 25ECh. 25.4 - Prob. 26ECh. 25.4 - Prob. 27ECh. 25.4 - Prob. 28ECh. 25.4 - Prob. 29ECh. 25.4 - Prob. 30ECh. 25.4 - Prob. 31ECh. 25.4 - Prob. 32ECh. 25.4 - In Exercises 3–34, evaluate the given definite...Ch. 25.4 - Prob. 34ECh. 25.4 - In Exercises 35–54, solve the given problems.
35....Ch. 25.4 - Prob. 36ECh. 25.4 - In Exercises 35–54, solve the given problems.
37....Ch. 25.4 - Prob. 38ECh. 25.4 - Prob. 39ECh. 25.4 - Prob. 40ECh. 25.4 - Prob. 41ECh. 25.4 - Prob. 42ECh. 25.4 - Prob. 43ECh. 25.4 - Prob. 44ECh. 25.4 - Prob. 45ECh. 25.4 - Prob. 46ECh. 25.4 - Prob. 47ECh. 25.4 - Prob. 48ECh. 25.4 - Prob. 49ECh. 25.4 - Prob. 50ECh. 25.4 - Prob. 51ECh. 25.4 - Prob. 52ECh. 25.4 - In finding the average electron energy in a metal...Ch. 25.4 - Prob. 54ECh. 25.5 - Prob. 1PECh. 25.5 - Prob. 1ECh. 25.5 - Prob. 2ECh. 25.5 - Prob. 3ECh. 25.5 - Prob. 4ECh. 25.5 - Prob. 5ECh. 25.5 - Prob. 6ECh. 25.5 - Prob. 7ECh. 25.5 - Prob. 8ECh. 25.5 - Prob. 9ECh. 25.5 - Prob. 10ECh. 25.5 - Prob. 11ECh. 25.5 - Prob. 12ECh. 25.5 - Prob. 13ECh. 25.5 - Prob. 14ECh. 25.5 - Prob. 15ECh. 25.5 - Prob. 16ECh. 25.5 - Prob. 17ECh. 25.5 - Prob. 18ECh. 25.5 - Prob. 19ECh. 25.5 - Prob. 20ECh. 25.5 - Prob. 21ECh. 25.5 - Prob. 22ECh. 25.6 - Prob. 1PECh. 25.6 - Prob. 1ECh. 25.6 - Prob. 2ECh. 25.6 - Prob. 3ECh. 25.6 - Prob. 4ECh. 25.6 - Prob. 5ECh. 25.6 - Prob. 6ECh. 25.6 - Prob. 7ECh. 25.6 - Prob. 8ECh. 25.6 - Prob. 9ECh. 25.6 - Prob. 10ECh. 25.6 - Prob. 11ECh. 25.6 - Prob. 12ECh. 25.6 - Prob. 13ECh. 25.6 - Prob. 14ECh. 25.6 - Prob. 15ECh. 25.6 - Prob. 16ECh. 25.6 - Prob. 17ECh. 25.6 - Prob. 18ECh. 25 - Prob. 1RECh. 25 - Determine each of the following as being either...Ch. 25 - Prob. 3RECh. 25 - Prob. 4RECh. 25 - Prob. 5RECh. 25 - Prob. 6RECh. 25 - Prob. 7RECh. 25 - Prob. 8RECh. 25 - Prob. 9RECh. 25 - Prob. 10RECh. 25 - Prob. 11RECh. 25 - Prob. 12RECh. 25 - Prob. 13RECh. 25 - Prob. 14RECh. 25 - Prob. 15RECh. 25 - Prob. 16RECh. 25 - Prob. 17RECh. 25 - Prob. 18RECh. 25 - Prob. 19RECh. 25 - Prob. 20RECh. 25 - Prob. 21RECh. 25 - Prob. 22RECh. 25 - Prob. 23RECh. 25 - Prob. 24RECh. 25 - Prob. 25RECh. 25 - Prob. 26RECh. 25 - Prob. 27RECh. 25 - Prob. 28RECh. 25 - Prob. 29RECh. 25 - Prob. 30RECh. 25 - Prob. 31RECh. 25 - Prob. 32RECh. 25 - Prob. 33RECh. 25 - Prob. 34RECh. 25 - Prob. 35RECh. 25 - Prob. 36RECh. 25 - Prob. 37RECh. 25 - Prob. 38RECh. 25 - Prob. 39RECh. 25 - Prob. 40RECh. 25 - Prob. 41RECh. 25 - Prob. 42RECh. 25 - Prob. 43RECh. 25 - Prob. 44RECh. 25 - Prob. 45RECh. 25 - Prob. 46RECh. 25 - Prob. 47RECh. 25 - Prob. 48RECh. 25 - Prob. 49RECh. 25 - Prob. 50RECh. 25 - Prob. 51RECh. 25 - Prob. 52RECh. 25 - Prob. 53RECh. 25 - Prob. 54RECh. 25 - Prob. 55RECh. 25 - Prob. 56RECh. 25 - Prob. 57RECh. 25 - Prob. 58RECh. 25 - Prob. 59RECh. 25 - Prob. 60RECh. 25 - Prob. 61RECh. 25 - Prob. 62RECh. 25 - Prob. 63RECh. 25 - Prob. 64RECh. 25 - Prob. 65RECh. 25 - Prob. 66RECh. 25 - Prob. 67RECh. 25 - Prob. 68RECh. 25 - Prob. 1PTCh. 25 - Prob. 2PTCh. 25 - Prob. 3PTCh. 25 - Prob. 4PTCh. 25 - Prob. 5PTCh. 25 - Prob. 6PTCh. 25 - Prob. 7PT
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- Calculate the 95% confidence intervals for the proportion of children surviving, and the proportion of non-crew adult passengers surviving. We want to use the given data to make inferences about the general population of all large boat crashes, so the data set should be treated as a random sample for this purpose. Part 2 The 95% confidence interval for survival rate amongst non-crew adults runs from enter your response here% to enter your response here%. (Round to one decimal place as needed. Use ascending order.) Part 3 The 95% confidence interval for survival rate amongst children runs from enter your response here% to enter your response here%. (Round to one decimal place as needed. Use ascending order.) Part 4 Test the alternative hypothesis that the proportion of children surviving does not equal 35%, and next, test the alternative hypothesis that the proportion of non-crew adult passengers surviving does not equal 35%. Again, the data set should…arrow_forward1. Given X' = X 3 e2t (a) Verify that X₁(t) = (e) and X2(t) = (et) - are solutions to the given system. (b) Verify that X₁(t) and X2(t) form a fundamental set on the interval (-∞, ∞). (c) Write the general solution to the given system. (d) Find the solution that satisfies the initial condition X(0) = ( 2 ).arrow_forwardProve that a relation X defined on a set A that is reflexive, symmetric and antisymmetric is an equivalence relation and determine the equivalence classes.arrow_forward
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