Discrete Mathematics
5th Edition
ISBN: 9780134689562
Author: Dossey, John A.
Publisher: Pearson,
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Chapter 1.3, Problem 26E
To determine
The number subsets of
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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 1 Solutions
Discrete Mathematics
Ch. 1.1 - use the PERT method to determine the total project...Ch. 1.1 - use the PERT method to determine the total project...Ch. 1.1 - use the PERT method to determine the total project...Ch. 1.1 - use the PERT method to determine the total project...Ch. 1.1 - use the PERT method to determine the total project...Ch. 1.1 - use the PERT method to determine the total project...Ch. 1.1 - use the PERT method to determine the total project...Ch. 1.1 - use the PERT method to determine the total project...Ch. 1.1 - In Exercises 9–16, a table is given telling the...Ch. 1.1 - In Exercises 9–16, a table is given telling the...
Ch. 1.1 - In Exercises 9–16, a table is given telling the...Ch. 1.1 - In Exercises 9–16, a table is given telling the...Ch. 1.1 - In Exercises 9–16, a table is given telling the...Ch. 1.1 - In Exercises 9–16, a table is given telling the...Ch. 1.1 - In Exercises 9–16, a table is given telling the...Ch. 1.1 - In Exercises 9–16, a table is given telling the...Ch. 1.1 - A small purse manufacturer has a single machine...Ch. 1.1 - What is the answer to the previous problem if the...Ch. 1.1 - A survey is to be made of grocery shoppers in Los...Ch. 1.2 - In Exercises 1–16, calculate the number...Ch. 1.2 - Prob. 2ECh. 1.2 - Prob. 3ECh. 1.2 - In Exercises 1–16, calculate the number...Ch. 1.2 - Prob. 5ECh. 1.2 - Prob. 6ECh. 1.2 - Prob. 7ECh. 1.2 - Prob. 8ECh. 1.2 - Prob. 9ECh. 1.2 - Prob. 10ECh. 1.2 - In Exercises 1-16, calculate the number...Ch. 1.2 - In Exercises 1-16, calculate the number...Ch. 1.2 - Prob. 13ECh. 1.2 - Prob. 14ECh. 1.2 - Prob. 15ECh. 1.2 - In Exercises 1-16, calculate the number...Ch. 1.2 - A baseball manager has decided who his 9 starting...Ch. 1.2 - A president, vice president, and treasurer are to...Ch. 1.2 - Prob. 19ECh. 1.2 - Prob. 20ECh. 1.2 - Prob. 21ECh. 1.2 - Different prizes for first place, second place,...Ch. 1.2 - Prob. 23ECh. 1.2 - A farmer with 7 cows likes to milk them in a...Ch. 1.2 - Prob. 25ECh. 1.2 - Prob. 26ECh. 1.2 - Prob. 27ECh. 1.2 - A dinner special for 4 diners at a Chinese...Ch. 1.2 - Prob. 29ECh. 1.2 - Prob. 30ECh. 1.2 - Prob. 31ECh. 1.2 - Show that if 0 ≤ 2r ≤ n, then .
Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Exercises 1–14, let A= {1, 2}, B = {2, 3, 4}, C =...Ch. 1.3 - Suppose that the rating/kilogram ratio is computed...Ch. 1.3 - Prob. 20ECh. 1.3 - Prob. 21ECh. 1.3 - How many subsets does {Dopey, Happy, …, Doc}...Ch. 1.3 - How many subsets does {Chico, Harpo, Groucho,...Ch. 1.3 - Prob. 24ECh. 1.3 - Suppose m and n are positive integers with m < n....Ch. 1.3 - Prob. 26ECh. 1.3 - A draw poker player may discard some of his 5...Ch. 1.3 - Suppose that in the previous problem no more than...Ch. 1.3 - How long would it take a computer that can check...Ch. 1.3 - Find a subset of the 12 experiments with a total...Ch. 1.4 - In Exercises 1–6, tell whether the given...Ch. 1.4 - Prob. 2ECh. 1.4 - Prob. 3ECh. 1.4 - In Exercises 1–6, tell whether the given...Ch. 1.4 - Prob. 5ECh. 1.4 - Prob. 6ECh. 1.4 - Prob. 7ECh. 1.4 - Prob. 8ECh. 1.4 - Prob. 9ECh. 1.4 - Prob. 10ECh. 1.4 - In Exercises 11–14, tell what next string will be...Ch. 1.4 - In Exercises 11–14, tell what next string will be...Ch. 1.4 - Prob. 13ECh. 1.4 - In Exercises 11–14, tell what next string will be...Ch. 1.4 - Prob. 15ECh. 1.4 - Prob. 16ECh. 1.4 - Prob. 17ECh. 1.4 - In Exercises 15–18, make a table listing the...Ch. 1.4 - Prob. 19ECh. 1.4 - Prob. 20ECh. 1.4 - In Exercises 19–22, illustrate as in Example 1.5...Ch. 1.4 - In Exercises 19–22, illustrate as in Example 1.5...Ch. 1.4 - Prob. 23ECh. 1.4 - Prob. 24ECh. 1.4 - Prob. 25ECh. 1.4 - In Exercises 23–26, estimate how long a computer...Ch. 1.4 - In Exercises 27–30, tell how many elementary...Ch. 1.4 - In Exercises 27–30, tell how many elementary...Ch. 1.4 - Prob. 29ECh. 1.4 - Prob. 30ECh. 1.4 - Prob. 31ECh. 1.4 - Prob. 32ECh. 1.4 - Prob. 33ECh. 1 - Prob. 1SECh. 1 - Prob. 2SECh. 1 - Prob. 3SECh. 1 - Prob. 4SECh. 1 - Prob. 5SECh. 1 - Prob. 6SECh. 1 - Prob. 7SECh. 1 - Prob. 8SECh. 1 - Prob. 9SECh. 1 - Prob. 10SECh. 1 - Prob. 11SECh. 1 - Let A = {1, 3, 5}, B = {2, 6, 10}, and C = {x: x...Ch. 1 - Prob. 13SECh. 1 - Let A = {1, 3, 5}, B = {2, 6, 10}, and C = {x: x...Ch. 1 - Prob. 15SECh. 1 - Let A = {1, 3, 5}, B = {2, 6, 10}, and C = {x: x...Ch. 1 - Prob. 17SECh. 1 - In Cincinnati, chili consists of spaghetti topped...Ch. 1 - Five students decide to send a delegation to a...Ch. 1 - In Exercises 20–23, tell whether each expression...Ch. 1 - In Exercises 20–23, tell whether each expression...Ch. 1 - In Exercises 20–23, tell whether each expression...Ch. 1 - In Exercises 20-23, tell whether each expression...Ch. 1 - Let P(x) = 3x3+4x−5. Compute the various values S...Ch. 1 - Repeat the previous problem, using Horner's...Ch. 1 - Let S = {1, 2, 3, 4}. Find the ordered sequence of...Ch. 1 - Illustrate the use of the bubble sort algorithm to...Ch. 1 - How long would it take a computer to do 25!...Ch. 1 - Apply the following algorithm to n = 18.
What is...Ch. 1 - Prob. 30SECh. 1 - Prob. 1CPCh. 1 - Prob. 2CPCh. 1 - Prob. 3CPCh. 1 - Prob. 4CPCh. 1 - Prob. 5CPCh. 1 - Prob. 6CPCh. 1 - Prob. 9CPCh. 1 - Prob. 10CP
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