Pearson eText Fundamentals of Differential Equations with Boundary Value Problems -- Instant Access (Pearson+)
7th Edition
ISBN: 9780137394524
Author: R. Nagle, Edward Saff
Publisher: PEARSON+
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Chapter 5.2, Problem 2E
Show that the operator
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(c) Because logistic regression predicts probabilities of outcomes, observations used to build a logistic regression model need not be independent.
A. false: all observations must be independent
B. true
C. false: only observations with the same outcome need to be independent
I ANSWERED: A. false: all observations must be independent.
(This was marked wrong but I have no idea why. Isn't this a basic assumption of logistic regression)
Business discuss
Spam filters are built on principles similar to those used in logistic regression. We fit a probability that each message is spam or not spam. We have several variables for each email. Here are a few: to_multiple=1 if there are multiple recipients, winner=1 if the word 'winner' appears in the subject line, format=1 if the email is poorly formatted, re_subj=1 if "re" appears in the subject line. A logistic model was fit to a dataset with the following output:
Estimate
SE
Z
Pr(>|Z|)
(Intercept)
-0.8161
0.086
-9.4895
0
to_multiple
-2.5651
0.3052
-8.4047
0
winner
1.5801
0.3156
5.0067
0
format
-0.1528
0.1136
-1.3451
0.1786
re_subj
-2.8401
0.363
-7.824
0
(a) Write down the model using the coefficients from the model fit.log_odds(spam) = -0.8161 + -2.5651 + to_multiple + 1.5801 winner + -0.1528 format + -2.8401 re_subj(b) Suppose we have an observation where to_multiple=0, winner=1, format=0, and re_subj=0. What is the predicted probability that this message is spam?…
Chapter 5 Solutions
Pearson eText Fundamentals of Differential Equations with Boundary Value Problems -- Instant Access (Pearson+)
Ch. 5.2 - Let A=D1, B=D+2, C=D2+D2, where D=d/dt. For y=t38,...Ch. 5.2 - Show that the operator (D1)(D+2) is the same as...Ch. 5.2 - In Problems 3-18, use the elimination method to...Ch. 5.2 - In Problems 3-18, use the elimination method to...Ch. 5.2 - In Problems 3-18, use the elimination method to...Ch. 5.2 - In Problems 3-18, use the elimination method to...Ch. 5.2 - In Problems 3-18, use the elimination method to...Ch. 5.2 - In Problems 3-18, use the elimination method to...Ch. 5.2 - In Problems 3-18, use the elimination method to...Ch. 5.2 - In Problems 3-18, use the elimination method to...
Ch. 5.2 - In Problems 3-18, use the elimination method to...Ch. 5.2 - In Problems 3-18, use the elimination method to...Ch. 5.2 - Prob. 14ECh. 5.2 - In Problems 3-18, use the elimination method to...Ch. 5.2 - Prob. 16ECh. 5.2 - Prob. 17ECh. 5.2 - In Problems 3-18, use the elimination method to...Ch. 5.2 - In Problems 19-21, solve the given initial value...Ch. 5.2 - In Problems 19-21, solve the given initial value...Ch. 5.2 - Prob. 21ECh. 5.2 - Prob. 22ECh. 5.2 - Prob. 23ECh. 5.2 - Prob. 24ECh. 5.2 - In Problems 25-28, use the elimination method to...Ch. 5.2 - Prob. 26ECh. 5.2 - Prob. 27ECh. 5.2 - Prob. 28ECh. 5.2 - Prob. 29ECh. 5.2 - Prob. 30ECh. 5.2 - Two large tanks, each holding 100L of liquid, are...Ch. 5.2 - In Problem 31, 3L/min of liquid flowed from tank A...Ch. 5.2 - In Problem 31, assume that no solution flows out...Ch. 5.2 - Feedback System with Pooling Delay. Many physical...Ch. 5.2 - Arms Race. A simplified mathematical model for an...Ch. 5.2 - Let A, B, and C represent three linear...Ch. 5.3 - In Problems 1-7, convert the given initial value...Ch. 5.3 - In Problems 1-7, convert the given initial value...Ch. 5.3 - In Problems 1-7, convert the given initial value...Ch. 5.3 - In Problems 1-7, convert the given initial value...Ch. 5.3 - In Problems 1-7, convert the given initial value...Ch. 5.3 - In Problems 1-7, convert the given initial value...Ch. 5.3 - In Problems 1-7, convert the given initial value...Ch. 5.3 - Prob. 8ECh. 5.3 - In Section 3.6, we discussed the improved Eulers...Ch. 5.3 - In Problems 10-13, use the vectorized Euler method...Ch. 5.3 - In Problems 10-13, use the vectorized Euler method...Ch. 5.3 - In Problems 10-13, use the vectorized Euler method...Ch. 5.3 - In Problems 10-13, use the vectorized Euler method...Ch. 5.3 - Prob. 14ECh. 5.3 - In Problems 14-24, you will need a computer and a...Ch. 5.3 - In Problems 14-24, you will need a computer and a...Ch. 5.3 - Prob. 18ECh. 5.3 - Prob. 19ECh. 5.3 - In Problems 14-24, you will need a computer and a...Ch. 5.3 - Prob. 21ECh. 5.3 - Prob. 22ECh. 5.3 - Prob. 24ECh. 5.3 - Prob. 25ECh. 5.3 - Prob. 26ECh. 5.3 - Prob. 27ECh. 5.3 - Prob. 28ECh. 5.3 - In Problems 25-30, use a software package or the...Ch. 5.3 - Prob. 30ECh. 5.4 - In Problems 1 and 2, verify that the pair x(t),...Ch. 5.4 - In Problems 1 and 2, verify that pair x(t), y(t)...Ch. 5.4 - In Problems 3-6, find the critical point set for...Ch. 5.4 - Prob. 4ECh. 5.4 - In Problems 3-6, find the critical point set for...Ch. 5.4 - In Problems 3-6, find the critical point set for...Ch. 5.4 - In Problems 7-9, solve the related phase plane...Ch. 5.4 - In Problems 7-9, solve the related phase plane...Ch. 5.4 - In Problems 7-9, solve the related phase plane...Ch. 5.4 - Find all the critical points of the system...Ch. 5.4 - In Problems 11-14, solve the related phase plane...Ch. 5.4 - In Problems 11-14, solve the related phase plane...Ch. 5.4 - In Problems 11-14, solve the related phase plane...Ch. 5.4 - In Problems 11-14, solve the related phase plane...Ch. 5.4 - In Problems 15-18, find all critical points for...Ch. 5.4 - In Problems 15-18, find all critical points for...Ch. 5.4 - In Problems 15-18, find all critical points for...Ch. 5.4 - In Problems 15-18, find all critical points for...Ch. 5.4 - In Problems 19-24, convert the given second-order...Ch. 5.4 - In Problems 19-24, convert the given second-order...Ch. 5.4 - Prob. 21ECh. 5.4 - In Problems 19-24, convert the given second-order...Ch. 5.4 - Prob. 23ECh. 5.4 - In Problems 19-24, convert the given second-order...Ch. 5.4 - Prob. 25ECh. 5.4 - Prob. 26ECh. 5.4 - Prob. 27ECh. 5.4 - Prob. 28ECh. 5.4 - A proof of Theorem 1, page 266, is outlined below....Ch. 5.4 - Phase plane analysis provides a quick derivation...Ch. 5.4 - Prob. 32ECh. 5.4 - Prob. 34ECh. 5.4 - Sticky Friction. An alternative for the damping...Ch. 5.4 - Rigid Body Nutation. Eulers equations describe the...Ch. 5.5 - Radioisotopes and Cancer Detection. A radioisotope...Ch. 5.5 - Secretion of Hormones. The secretion of hormones...Ch. 5.5 - Prove that the critical point (8) of the...Ch. 5.5 - Suppose for a certain disease described by the SIR...Ch. 5.5 - Prob. 6ECh. 5.5 - Prob. 7ECh. 5.5 - Prob. 8ECh. 5.5 - Prob. 9ECh. 5.5 - Prove that the infected population I(t) in the SIR...Ch. 5.6 - Two springs and two masses are attached in a...Ch. 5.6 - Determine the equations of motion for the two...Ch. 5.6 - Four springs with the same spring constant and...Ch. 5.6 - Two springs, two masses, and a dashpot are...Ch. 5.6 - Referring to the coupled mass-spring system...Ch. 5.6 - Prob. 7ECh. 5.6 - A double pendulum swinging in a vertical plane...Ch. 5.6 - Prob. 9ECh. 5.6 - Suppose the coupled mass-spring system of Problem...Ch. 5.7 - An RLC series circuit has a voltage source given...Ch. 5.7 - An RLC series circuit has a voltage source given...Ch. 5.7 - Prob. 3ECh. 5.7 - An LC series circuit has a voltage source given by...Ch. 5.7 - An RLC series circuit has a voltage source given...Ch. 5.7 - Show that when the voltage source in (4) is of the...Ch. 5.7 - Prob. 7ECh. 5.7 - Prob. 8ECh. 5.7 - Prob. 9ECh. 5.7 - Prob. 10ECh. 5.7 - In Problems 10-13, find a system of differential...Ch. 5.7 - In Problems 10-13, find a system of differential...Ch. 5.7 - In Problems 10-13, find a system of differential...Ch. 5.8 - A software package that supports the construction...Ch. 5.8 - Prob. 2ECh. 5.8 - A software package that supports the construction...Ch. 5.8 - Prob. 4ECh. 5.8 - Prob. 5ECh. 5.8 - A software package that supports the construction...Ch. 5.8 - Prob. 11ECh. 5.RP - In Problems 1-4, find a general solution x(t),...Ch. 5.RP - In Problems 1-4, find a general solution x(t),...Ch. 5.RP - In Problems 1-4, find a general solution x(t),...Ch. 5.RP - In Problems 1-4, find a general solution x(t),...Ch. 5.RP - Prob. 5RPCh. 5.RP - Prob. 6RPCh. 5.RP - Prob. 7RPCh. 5.RP - Prob. 8RPCh. 5.RP - Prob. 9RPCh. 5.RP - Prob. 10RPCh. 5.RP - Prob. 11RPCh. 5.RP - Prob. 12RPCh. 5.RP - Prob. 13RPCh. 5.RP - Prob. 14RPCh. 5.RP - Prob. 15RPCh. 5.RP - Prob. 16RPCh. 5.RP - Prob. 17RPCh. 5.RP - In the coupled mass-spring system depicted in...
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