Basic College Mathematics
13th Edition
ISBN: 9780134689623
Author: BITTINGER, Marvin L., BEECHER, Judith A., Johnson, Barbara L. (barbara Loreen)
Publisher: Pearson Higher Education,
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Chapter 7.5, Problem 4DE
To determine
To find: The probability that the arrow in on the spinner in Example 5 lands on red or blue.
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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 7 Solutions
Basic College Mathematics
Ch. 7.1 - Multiply using mixed numerals. Multiply. 1. 312800Ch. 7.1 - Prob. 2SRCh. 7.1 - Prob. 1DECh. 7.1 - Prob. 2DECh. 7.1 - Prob. 3DECh. 7.1 - Prob. 4DECh. 7.1 - Prob. 5DECh. 7.1 - Prob. 6DECh. 7.1 - Prob. 7DECh. 7.1 - Prob. 8DE
Ch. 7.1 - Prob. 9DECh. 7.1 - Prob. 10DECh. 7.1 - Prob. 11DECh. 7.1 - Prob. 12DECh. 7.1 - Prob. 13DECh. 7.1 - Prob. 14DECh. 7.1 - Prob. 15DECh. 7.1 - Prob. 1RCCh. 7.1 - Prob. 2RCCh. 7.1 - Prob. 3RCCh. 7.1 - Prob. 4RCCh. 7.1 - Prob. 1CCCh. 7.1 - Prob. 2CCCh. 7.1 - Prob. 3CCCh. 7.1 - Prob. 4CCCh. 7.1 - Prob. 5CCCh. 7.1 - Prob. 1ECh. 7.1 - Prob. 2ECh. 7.1 - Prob. 3ECh. 7.1 - Prob. 4ECh. 7.1 - Prob. 5ECh. 7.1 - Prob. 6ECh. 7.1 - Prob. 7ECh. 7.1 - Prob. 8ECh. 7.1 - Prob. 9ECh. 7.1 - Prob. 10ECh. 7.1 - Prob. 11ECh. 7.1 - Prob. 12ECh. 7.1 - Prob. 13ECh. 7.1 - Prob. 14ECh. 7.1 - Prob. 15ECh. 7.1 - Prob. 16ECh. 7.1 - Prob. 17ECh. 7.1 - Planets. Use the following table, which lists...Ch. 7.1 - Prob. 19ECh. 7.1 - Prob. 20ECh. 7.1 - Prob. 21ECh. 7.1 - Prob. 22ECh. 7.1 - Prob. 23ECh. 7.1 - Prob. 24ECh. 7.1 - Prob. 25ECh. 7.1 - Prob. 26ECh. 7.1 - Prob. 27ECh. 7.1 - Prob. 28ECh. 7.1 - Prob. 29ECh. 7.1 - Prob. 30ECh. 7.1 - Personal Consumption Expenditures. The following...Ch. 7.1 - Prob. 32ECh. 7.1 - Prob. 33ECh. 7.1 - Prob. 34ECh. 7.1 - Prob. 35ECh. 7.1 - Prob. 36ECh. 7.1 - Prob. 37ECh. 7.1 - Prob. 38ECh. 7.1 - Prob. 39ECh. 7.1 - Prob. 40ECh. 7.1 - Prob. 41ECh. 7.1 - Prob. 42ECh. 7.1 - Prob. 43ECh. 7.1 - Prob. 44ECh. 7.2 - Prob. 1SRCh. 7.2 - Prob. 2SRCh. 7.2 - Prob. 1DECh. 7.2 - Prob. 2DECh. 7.2 - Prob. 3DECh. 7.2 - Prob. 4DECh. 7.2 - Prob. 5DECh. 7.2 - Prob. 6DECh. 7.2 - Prob. 7DECh. 7.2 - Prob. 8DECh. 7.2 - Prob. 1RCCh. 7.2 - Prob. 2RCCh. 7.2 - Prob. 3RCCh. 7.2 - Prob. 4RCCh. 7.2 - Prob. 1CCCh. 7.2 - Prob. 2CCCh. 7.2 - Prob. 3CCCh. 7.2 - Prob. 4CCCh. 7.2 - Prob. 1ECh. 7.2 - Prob. 2ECh. 7.2 - Prob. 3ECh. 7.2 - Prob. 4ECh. 7.2 - Prob. 5ECh. 7.2 - Prob. 6ECh. 7.2 - Prob. 7ECh. 7.2 - Prob. 8ECh. 7.2 - Prob. 9ECh. 7.2 - Prob. 10ECh. 7.2 - Prob. 11ECh. 7.2 - Prob. 12ECh. 7.2 - Prob. 13ECh. 7.2 - Prob. 14ECh. 7.2 - Prob. 15ECh. 7.2 - Prob. 16ECh. 7.2 - Prob. 17ECh. 7.2 - Prob. 18ECh. 7.2 - Prob. 19ECh. 7.2 - Prob. 20ECh. 7.2 - Prob. 21ECh. 7.2 - Prob. 22ECh. 7.2 - Prob. 23ECh. 7.2 - CITY COST OF LIVING INDEX Chicago 116.9 Denver W.4...Ch. 7.2 - Prob. 25ECh. 7.2 - Prob. 26ECh. 7.2 - Prob. 27ECh. 7.2 - Prob. 28ECh. 7.2 - Prob. 29ECh. 7.2 - Prob. 30ECh. 7.2 - Prob. 31ECh. 7.2 - Prob. 32ECh. 7.2 - Prob. 33ECh. 7.2 - Prob. 34ECh. 7.2 - Prob. 35ECh. 7.2 - Prob. 36ECh. 7.2 - Prob. 37ECh. 7.2 - Prob. 38ECh. 7.2 - Prob. 39ECh. 7.2 - Prob. 40ECh. 7.2 - Prob. 41ECh. 7.2 - Prob. 42ECh. 7.2 - Prob. 43ECh. 7.2 - Prob. 44ECh. 7.2 - Prob. 45ECh. 7.2 - Prob. 46ECh. 7.2 - Prob. 47ECh. 7.2 - Prob. 48ECh. 7.2 - Prob. 49ECh. 7.2 - Prob. 50ECh. 7.2 - Prob. 51ECh. 7.2 - Prob. 52ECh. 7.2 - Prob. 53ECh. 7.2 - Prob. 54ECh. 7.2 - Prob. 55ECh. 7.2 - Prob. 56ECh. 7.2 - Prob. 57ECh. 7.2 - Prob. 58ECh. 7.2 - Prob. 59ECh. 7.2 - Prob. 60ECh. 7.3 - Prob. 1SRCh. 7.3 - Prob. 2SRCh. 7.3 - Prob. 1DECh. 7.3 - Prob. 2DECh. 7.3 - Prob. 3DECh. 7.3 - Prob. 4DECh. 7.3 - Prob. 5DECh. 7.3 - Prob. 6DECh. 7.3 - Prob. 7DECh. 7.3 - Prob. 8DECh. 7.3 - Prob. 9DECh. 7.3 - Prob. 10DECh. 7.3 - Prob. 11DECh. 7.3 - Prob. 12DECh. 7.3 - Prob. 13DECh. 7.3 - Prob. 14DECh. 7.3 - Prob. 15DECh. 7.3 - Prob. 16DECh. 7.3 - Prob. 17DECh. 7.3 - Prob. 18DECh. 7.3 - Prob. 19DECh. 7.3 - Prob. 20DECh. 7.3 - Prob. 1RCCh. 7.3 - Prob. 2RCCh. 7.3 - Prob. 3RCCh. 7.3 - Prob. 4RCCh. 7.3 - Prob. 1CCCh. 7.3 - Prob. 2CCCh. 7.3 - Prob. 3CCCh. 7.3 - Prob. 4CCCh. 7.3 - Prob. 5CCCh. 7.3 - Prob. 6CCCh. 7.3 - Prob. 1ECh. 7.3 - Prob. 2ECh. 7.3 - Prob. 3ECh. 7.3 - Prob. 4ECh. 7.3 - Prob. 5ECh. 7.3 - Prob. 6ECh. 7.3 - Prob. 7ECh. 7.3 - Prob. 8ECh. 7.3 - Prob. 9ECh. 7.3 - Prob. 10ECh. 7.3 - Prob. 11ECh. 7.3 - Prob. 12ECh. 7.3 - Prob. 13ECh. 7.3 - Prob. 14ECh. 7.3 - Prob. 15ECh. 7.3 - Prob. 16ECh. 7.3 - Prob. 17ECh. 7.3 - Prob. 18ECh. 7.3 - Prob. 19ECh. 7.3 - Prob. 20ECh. 7.3 - Prob. 21ECh. 7.3 - Prob. 22ECh. 7.3 - Prob. 23ECh. 7.3 - Prob. 24ECh. 7.3 - Length of Pregnancy. Marta was pregnant 270 days....Ch. 7.3 - Prob. 26ECh. 7.3 - Prob. 27ECh. 7.3 - Prob. 28ECh. 7.3 - Prob. 29ECh. 7.3 - Prob. 30ECh. 7.3 - Prob. 31ECh. 7.3 - Prob. 32ECh. 7.3 - Prob. 33ECh. 7.3 - Prob. 34ECh. 7.3 - Prob. 35ECh. 7.3 - Prob. 36ECh. 7.3 - Prob. 37ECh. 7.3 - Prob. 38ECh. 7.3 - Prob. 39ECh. 7.3 - Prob. 40ECh. 7.3 - Prob. 41ECh. 7.3 - Prob. 42ECh. 7.3 - Prob. 43ECh. 7.3 - Prob. 44ECh. 7.3 - Prob. 45ECh. 7.4 - Prob. 1SRCh. 7.4 - Translate to an equation and solve, Round to the...Ch. 7.4 - Prob. 1DECh. 7.4 - Prob. 2DECh. 7.4 - Prob. 3DECh. 7.4 - Prob. 4DECh. 7.4 - Prob. 5DECh. 7.4 - Prob. 6DECh. 7.4 - Survey Resuhs. A survey of community college...Ch. 7.4 - Prob. 8DECh. 7.4 - Prob. 9DECh. 7.4 - Prob. 10DECh. 7.4 - Prob. 11DECh. 7.4 - Prob. 12DECh. 7.4 - Prob. 13DECh. 7.4 - Prob. 14DECh. 7.4 - Prob. 1RCCh. 7.4 - Prob. 2RCCh. 7.4 - Prob. 3RCCh. 7.4 - Prob. 4RCCh. 7.4 - Prob. 5RCCh. 7.4 - Prob. 1CCCh. 7.4 - Prob. 2CCCh. 7.4 - Prob. 1ECh. 7.4 - Prob. 2ECh. 7.4 - Prob. 3ECh. 7.4 - Prob. 4ECh. 7.4 - Prob. 5ECh. 7.4 - Prob. 6ECh. 7.4 - Prob. 7ECh. 7.4 - Prob. 8ECh. 7.4 - Prob. 9ECh. 7.4 - Prob. 10ECh. 7.4 - Prob. 11ECh. 7.4 - Prob. 12ECh. 7.4 - Prob. 13ECh. 7.4 - Prob. 14ECh. 7.4 - Prob. 15ECh. 7.4 - Prob. 16ECh. 7.4 - Prob. 17ECh. 7.4 - Prob. 18ECh. 7.4 - Prob. 19ECh. 7.4 - Prob. 20ECh. 7.4 - Prob. 21ECh. 7.4 - Prob. 22ECh. 7.4 - Prob. 23ECh. 7.4 - Prob. 24ECh. 7.4 - Prob. 25ECh. 7.4 - Prob. 26ECh. 7.4 - Prob. 27ECh. 7.4 - Prob. 28ECh. 7.4 - Prob. 29ECh. 7.4 - Prob. 30ECh. 7.4 - Prob. 31ECh. 7.4 - Prob. 32ECh. 7.4 - Prob. 33ECh. 7.4 - Prob. 34ECh. 7.4 - Prob. 35ECh. 7.4 - Prob. 36ECh. 7.4 - Prob. 37ECh. 7.4 - Prob. 38ECh. 7.4 - Prob. 39ECh. 7.4 - Prob. 40ECh. 7.4 - Prob. 41ECh. 7.4 - Prob. 42ECh. 7.4 - Prob. 43ECh. 7.4 - Prob. 44ECh. 7.4 - Prob. 45ECh. 7.4 - Prob. 46ECh. 7.4 - Prob. 47ECh. 7.4 - Prob. 48ECh. 7.4 - Prob. 49ECh. 7.4 - Prob. 50ECh. 7.4 - Prob. 51ECh. 7.4 - Prob. 52ECh. 7.4 - Prob. 53ECh. 7.5 - Simplify fractions. [2.5b] Simplify. 1. 510Ch. 7.5 - Prob. 2SRCh. 7.5 - Prob. 1DECh. 7.5 - Prob. 2DECh. 7.5 - Using the bag of marbles described in Example 3....Ch. 7.5 - Prob. 4DECh. 7.5 - Prob. 5DECh. 7.5 - A card is randomly selected from a well-shuffled...Ch. 7.5 - Prob. 1RCCh. 7.5 - Prob. 2RCCh. 7.5 - Prob. 3RCCh. 7.5 - Prob. 4RCCh. 7.5 - Prob. 1CCCh. 7.5 - Prob. 2CCCh. 7.5 - Prob. 1ECh. 7.5 - Prob. 2ECh. 7.5 - Prob. 3ECh. 7.5 - Prob. 4ECh. 7.5 - Prob. 5ECh. 7.5 - Prob. 6ECh. 7.5 - Prob. 7ECh. 7.5 - Prob. 8ECh. 7.5 - Prob. 9ECh. 7.5 - Prob. 10ECh. 7.5 - Prob. 11ECh. 7.5 - Prob. 12ECh. 7.5 - Prob. 13ECh. 7.5 - Prob. 14ECh. 7.5 - Prob. 15ECh. 7.5 - Prob. 16ECh. 7.5 - Prob. 17ECh. 7.5 - Prob. 18ECh. 7.5 - Prob. 19ECh. 7.5 - Prob. 20ECh. 7.5 - Prob. 21ECh. 7.5 - Prob. 22ECh. 7.5 - Prob. 23ECh. 7.5 - Prob. 24ECh. 7.5 - Prob. 25ECh. 7.5 - Prob. 26ECh. 7.5 - Prob. 27ECh. 7.5 - Prob. 28ECh. 7.5 - Prob. 29ECh. 7 - Determine whether each statement is true or false....Ch. 7 - Prob. 2MCCh. 7 - Prob. 3MCCh. 7 - Prob. 4MCCh. 7 - Prob. 5MCCh. 7 - Prob. 6MCCh. 7 - Prob. 7MCCh. 7 - Prob. 8MCCh. 7 - Prob. 9MCCh. 7 - Prob. 10MCCh. 7 - Prob. 11MCCh. 7 - Prob. 12MCCh. 7 - Prob. 13MCCh. 7 - Prob. 14MCCh. 7 - Prob. 15MCCh. 7 - Prob. 16MCCh. 7 - Prob. 17MCCh. 7 - Prob. 18MCCh. 7 - Prob. 19MCCh. 7 - Prob. 20MCCh. 7 - Prob. 21MCCh. 7 - Prob. 1VRCh. 7 - Prob. 2VRCh. 7 - Prob. 3VRCh. 7 - Prob. 4VRCh. 7 - Prob. 5VRCh. 7 - Prob. 6VRCh. 7 - Prob. 1CRCh. 7 - Prob. 2CRCh. 7 - Prob. 3CRCh. 7 - Prob. 1PECh. 7 - Prob. 2PECh. 7 - Prob. 3PECh. 7 - Prob. 4PECh. 7 - Prob. 5PECh. 7 - Prob. 6PECh. 7 - Prob. 7PECh. 7 - Prob. 1RECh. 7 - Prob. 2RECh. 7 - Prob. 3RECh. 7 - Prob. 4RECh. 7 - Prob. 5RECh. 7 - Prob. 6RECh. 7 - Prob. 7RECh. 7 - Prob. 8RECh. 7 - Prob. 9RECh. 7 - Prob. 10RECh. 7 - Prob. 11RECh. 7 - Prob. 12RECh. 7 - Prob. 13RECh. 7 - Prob. 14RECh. 7 - Prob. 15RECh. 7 - Prob. 16RECh. 7 - Prob. 17RECh. 7 - Prob. 18RECh. 7 - Prob. 19RECh. 7 - Prob. 20RECh. 7 - Prob. 21RECh. 7 - Prob. 22RECh. 7 - Prob. 23RECh. 7 - Prob. 24RECh. 7 - Prob. 25RECh. 7 - Prob. 26RECh. 7 - Prob. 27RECh. 7 - Prob. 28RECh. 7 - Prob. 29RECh. 7 - Prob. 30RECh. 7 - Prob. 31RECh. 7 - Prob. 32RECh. 7 - Prob. 33RECh. 7 - Prob. 34RECh. 7 - Prob. 35RECh. 7 - Prob. 36RECh. 7 - Prob. 37RECh. 7 - Prob. 38RECh. 7 - Prob. 39RECh. 7 - Prob. 40RECh. 7 - Prob. 41RECh. 7 - Prob. 1TCh. 7 - Prob. 2TCh. 7 - Prob. 3TCh. 7 - Prob. 4TCh. 7 - Prob. 5TCh. 7 - Prob. 6TCh. 7 - Prob. 7TCh. 7 - Prob. 8TCh. 7 - Prob. 9TCh. 7 - Prob. 10TCh. 7 - Prob. 11TCh. 7 - Prob. 12TCh. 7 - Prob. 13TCh. 7 - Prob. 14TCh. 7 - Prob. 15TCh. 7 - Prob. 16TCh. 7 - Prob. 17TCh. 7 - Prob. 18TCh. 7 - Prob. 19TCh. 7 - Prob. 20TCh. 7 - Prob. 21TCh. 7 - Prob. 22TCh. 7 - Prob. 23TCh. 7 - Prob. 24TCh. 7 - Prob. 25TCh. 7 - Prob. 26TCh. 7 - Prob. 27TCh. 7 - Prob. 28TCh. 7 - Prob. 29TCh. 7 - Prob. 30TCh. 7 - Prob. 31TCh. 7 - Prob. 32TCh. 7 - Prob. 33TCh. 7 - Prob. 34TCh. 7 - Prob. 1CURCh. 7 - Prob. 2CURCh. 7 - Prob. 3CURCh. 7 - Prob. 4CURCh. 7 - Prob. 5CURCh. 7 - Prob. 6CURCh. 7 - Prob. 7CURCh. 7 - Prob. 8CURCh. 7 - Prob. 9CURCh. 7 - Prob. 10CURCh. 7 - Prob. 11CURCh. 7 - Prob. 12CURCh. 7 - Prob. 13CURCh. 7 - Prob. 14CURCh. 7 - Prob. 15CURCh. 7 - Prob. 16CURCh. 7 - Prob. 17CURCh. 7 - Prob. 18CURCh. 7 - Prob. 19CURCh. 7 - Prob. 20CURCh. 7 - Prob. 21CURCh. 7 - Prob. 22CURCh. 7 - Prob. 23CURCh. 7 - Prob. 24CURCh. 7 - Prob. 25CURCh. 7 - Prob. 26CURCh. 7 - Peanut Products. In any given year, the average...Ch. 7 - Prob. 28CURCh. 7 - Prob. 29CURCh. 7 - Prob. 30CURCh. 7 - Prob. 31CURCh. 7 - Prob. 32CURCh. 7 - Prob. 33CURCh. 7 - Prob. 34CURCh. 7 - Prob. 35CURCh. 7 - Prob. 36CURCh. 7 - Prob. 37CURCh. 7 - Prob. 38CUR
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