Mathematics with Applications In the Management, Natural and Social Sciences (11th Edition)
11th Edition
ISBN: 9780321931078
Author: Margaret L. Lial, Thomas W. Hungerford, John P. Holcomb, Bernadette Mullins
Publisher: PEARSON
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Chapter 4, Problem 9CE
To determine
To calculate: The model, what was the per-person income for Brazil in the year 1950 and the year 2000?
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Module Code: MATH380202
3. (a) Let {} be a white noise process with variance σ2.
Define an ARMA(p,q) process {X} in terms of {+} and state (without proof)
conditions for {X} to be (i) weakly stationary and (ii) invertible.
Define what is meant by an ARIMA (p, d, q) process. Let {Y} be such an ARIMA(p, d, q)
process and show how it can also be represented as an ARMA process, giving the
AR and MA orders of this representation.
(b) The following tables show the first nine sample autocorrelations and partial auto-
correlations of X and Y₁ = VX+ for a series of n = 1095 observations. (Notice
that the notation in this part has no relationship with the notation in part (a) of
this question.)
Identify a model for this time series and obtain preliminary estimates for the pa-
rameters of your model.
X₁
= 15.51, s² = 317.43.
k
1
2
3
4
5
6
7
Pk
0.981
0.974
0.968
akk 0.981 0.327
8
9
0.927
0.963 0.957 0.951 0.943 0.935
0.121 0.104 0.000 0.014 -0.067 -0.068 -0.012
Y₁ = VX : y = 0.03, s² = 11.48.
k
1…
Chapter 4 Solutions
Mathematics with Applications In the Management, Natural and Social Sciences (11th Edition)
Ch. 4.1 - Checkpoint 1
(a) Fill in this table:
x g(x) =...Ch. 4.1 - Prob. 2CPCh. 4.1 - Checkpoint 3
Use a graphing calculator to graph ...Ch. 4.1 - Prob. 4CPCh. 4.1 - Checkpoint 5
Graph
Ch. 4.1 - Prob. 6CPCh. 4.1 - Prob. 7CPCh. 4.1 - Classify each function as linear, quadratic, or...Ch. 4.1 - Prob. 2ECh. 4.1 - Prob. 3E
Ch. 4.1 - Prob. 4ECh. 4.1 - Classify each function as linear, quadratic, or...Ch. 4.1 - Prob. 6ECh. 4.1 - Without graphing,
(a) describe the shape of the...Ch. 4.1 - Prob. 8ECh. 4.1 - Prob. 9ECh. 4.1 - Prob. 10ECh. 4.1 - Without graphing,
(a) describe the shape of the...Ch. 4.1 - Prob. 12ECh. 4.1 - Graph each function. (See Examples 1–3.)
13.
Ch. 4.1 - Prob. 14ECh. 4.1 - Graph each function. (See Examples 1–3.)
15.
Ch. 4.1 - Prob. 16ECh. 4.1 - Graph each function. (See Examples 1–3.)
17.
Ch. 4.1 - Prob. 18ECh. 4.1 - Prob. 19ECh. 4.1 - Prob. 20ECh. 4.1 - Prob. 21ECh. 4.1 - Prob. 22ECh. 4.1 - Prob. 23ECh. 4.1 - Prob. 24ECh. 4.1 - Prob. 25ECh. 4.1 - Prob. 26ECh. 4.1 - In Exercises 27 and 28, the graph of an...Ch. 4.1 - Prob. 28ECh. 4.1 - Prob. 29ECh. 4.1 - 30. Give a rule of the form to define the...Ch. 4.1 - Prob. 31ECh. 4.1 - Prob. 32ECh. 4.1 - Prob. 33ECh. 4.1 - Prob. 34ECh. 4.1 - Prob. 35ECh. 4.1 - 36. Finance If money loses value at the rate of 3%...Ch. 4.1 - Work these problems. (See Example 5.)
37. Finance...Ch. 4.1 - 38. Natural Science Biologists have found that the...Ch. 4.1 - Prob. 39ECh. 4.1 - 40. Business The monthly payment on a car loan at...Ch. 4.1 - 41. Natural Science The amount of plutonium...Ch. 4.1 - Business The scrap value of a machine is the value...Ch. 4.1 - Business The scrap value of a machine is the value...Ch. 4.1 - Business The scrap value of a machine is the value...Ch. 4.1 - Prob. 45ECh. 4.1 - Prob. 46ECh. 4.1 - Prob. 47ECh. 4.1 - Prob. 48ECh. 4.1 - 49. Business The number of total subscribers (in...Ch. 4.1 - Prob. 50ECh. 4.1 - 51. Business The amount of music (in billions of...Ch. 4.1 - Prob. 52ECh. 4.1 - Prob. 53ECh. 4.1 - Prob. 54ECh. 4.2 - Checkpoint 1
Suppose the number of bacteria in a...Ch. 4.2 - Checkpoint 2
Suppose an investment grows...Ch. 4.2 - Prob. 3CPCh. 4.2 - Prob. 4CPCh. 4.2 - Prob. 1ECh. 4.2 - 2. Finance Suppose you owe $1500 on your credit...Ch. 4.2 - Prob. 3ECh. 4.2 - Prob. 4ECh. 4.2 - Prob. 5ECh. 4.2 - 6. Social Science The U.S. Census Bureau predicts...Ch. 4.2 - Prob. 7ECh. 4.2 - Prob. 8ECh. 4.2 - Prob. 9ECh. 4.2 - Prob. 10ECh. 4.2 - Prob. 11ECh. 4.2 - Prob. 12ECh. 4.2 - 13. Business Assembly-line operations tend to have...Ch. 4.2 - 14. Social Science The number of words per minute...Ch. 4.2 - Natural Science Newton's law of cooling says that...Ch. 4.2 - Natural Science Newton's law of cooling says that...Ch. 4.2 - Prob. 17ECh. 4.2 - Prob. 18ECh. 4.2 - Prob. 19ECh. 4.2 - Prob. 20ECh. 4.2 - Prob. 21ECh. 4.2 - Prob. 22ECh. 4.3 - Checkpoint 1
Find each common logarithm.
(a) log...Ch. 4.3 - Prob. 2CPCh. 4.3 - Prob. 3CPCh. 4.3 - Prob. 4CPCh. 4.3 - Prob. 5CPCh. 4.3 - Prob. 6CPCh. 4.3 - Prob. 7CPCh. 4.3 - Prob. 8CPCh. 4.3 - Prob. 1ECh. 4.3 - Complete each statement in Exercises 1–4.
2. The...Ch. 4.3 - Complete each statement in Exercises 1–4.
3. What...Ch. 4.3 - Complete each statement in Exercises...Ch. 4.3 - Translate each logarithmic statement into an...Ch. 4.3 - Translate each logarithmic statement into an...Ch. 4.3 - Translate each logarithmic statement into an...Ch. 4.3 - Translate each logarithmic statement into an...Ch. 4.3 - Translate each exponential statement. into an...Ch. 4.3 - Translate each exponential statement into an...Ch. 4.3 - Translate each exponential statement into an...Ch. 4.3 - Translate each exponential statement into an...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Without using a calculator, evaluate each of the...Ch. 4.3 - Use a calculator to evaluate each logarithm to...Ch. 4.3 - Use a calculator to evaluate each logarithm to...Ch. 4.3 - Use a calculator to evaluate each logarithm to...Ch. 4.3 - Use a calculator to evaluate each logarithm to...Ch. 4.3 - 29. Why does 1 always equal 0 for any valid base...Ch. 4.3 - Prob. 30ECh. 4.3 - Write each expression as the logarithm of a single...Ch. 4.3 - Prob. 32ECh. 4.3 - Prob. 33ECh. 4.3 - Write each expression as the logarithm of a single...Ch. 4.3 - Write each expression as the logarithm of a single...Ch. 4.3 - Write each expression as the logarithm of a single...Ch. 4.3 - Write each expression as the logarithm of a single...Ch. 4.3 - Write each expression as a sum and/or a difference...Ch. 4.3 - Write each expression as a sum and/or a difference...Ch. 4.3 - Write each expression as a sum and/or a difference...Ch. 4.3 - Write each expression as a sum and/or a difference...Ch. 4.3 - Write each expression as a sum and/or a difference...Ch. 4.3 - Express each expression in terms of u and v, where...Ch. 4.3 - Express each expression in terms of u and v, where...Ch. 4.3 - Express each expression in terms of u and v, where...Ch. 4.3 - Express each expression in terms of u and v, where...Ch. 4.3 - Evaluate each expression. (See Example 9.)
Example...Ch. 4.3 - Evaluate each expression. (See Example 9.)
Example...Ch. 4.3 - Evaluate each expression. (See Example 9.)
Example...Ch. 4.3 - Prob. 50ECh. 4.3 - Prob. 51ECh. 4.3 - Prob. 52ECh. 4.3 - Prob. 53ECh. 4.3 - Prob. 54ECh. 4.3 - Prob. 55ECh. 4.3 - Prob. 56ECh. 4.3 - Prob. 57ECh. 4.3 - Prob. 58ECh. 4.3 - Prob. 59ECh. 4.3 - Prob. 60ECh. 4.3 - Prob. 61ECh. 4.3 - 62. Health Two people with flu visited a college...Ch. 4.3 - Prob. 63ECh. 4.3 - Prob. 64ECh. 4.3 - Prob. 65ECh. 4.3 - Prob. 66ECh. 4.3 - Prob. 67ECh. 4.3 - Prob. 68ECh. 4.3 - Prob. 69ECh. 4.3 - Prob. 70ECh. 4.3 - Prob. 71ECh. 4.3 - Prob. 72ECh. 4.4 - Checkpoint 1
Solve each equation.
(a)
(b)
Ch. 4.4 - Prob. 2CPCh. 4.4 - Prob. 3CPCh. 4.4 - Prob. 4CPCh. 4.4 - Prob. 5CPCh. 4.4 - Checkpoint 6
Solve each equation. Round solutions...Ch. 4.4 - Checkpoint 7
Use the function in Example 7 to...Ch. 4.4 - Prob. 8CPCh. 4.4 - Prob. 9CPCh. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Prob. 2ECh. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Solve each logarithmic equation. (See Example...Ch. 4.4 - Prob. 16ECh. 4.4 - Prob. 17ECh. 4.4 - Prob. 18ECh. 4.4 - Prob. 19ECh. 4.4 - Prob. 20ECh. 4.4 - 21. Suppose you overhear the following statement:...Ch. 4.4 - Prob. 22ECh. 4.4 - Solve these exponential equations without using...Ch. 4.4 - Solve these exponential equations without using...Ch. 4.4 - Solve these exponential equations without using...Ch. 4.4 - Solve these exponential equations without using...Ch. 4.4 - Solve these exponential equations without using...Ch. 4.4 - Solve these exponential equations without using...Ch. 4.4 - Solve these exponential equations without using...Ch. 4.4 - Solve these exponential equations without using...Ch. 4.4 - Use logarithms to solve these exponential...Ch. 4.4 - Use logarithms to solve these exponential...Ch. 4.4 - Use logarithms to solve these exponential...Ch. 4.4 - Use logarithms to solve these exponential...Ch. 4.4 - Use logarithms to solve these exponential...Ch. 4.4 - Use logarithms to solve these exponential...Ch. 4.4 - Use logarithms to solve these exponential...Ch. 4.4 - Use logarithms to solve these exponential...Ch. 4.4 - Use logarithms to solve these exponential...Ch. 4.4 - Use logarithms to solve these exponential...Ch. 4.4 - Prob. 41ECh. 4.4 - Prob. 42ECh. 4.4 - Prob. 43ECh. 4.4 - Prob. 44ECh. 4.4 - Prob. 45ECh. 4.4 - Prob. 46ECh. 4.4 - Prob. 47ECh. 4.4 - Prob. 48ECh. 4.4 - Prob. 49ECh. 4.4 - Prob. 50ECh. 4.4 - Prob. 51ECh. 4.4 - Prob. 52ECh. 4.4 - Solve these equations. (See Examples 1–6.)
53.
Ch. 4.4 - Prob. 54ECh. 4.4 - Prob. 55ECh. 4.4 - Prob. 56ECh. 4.4 - Prob. 57ECh. 4.4 - Prob. 58ECh. 4.4 - Solve these equations. (See Examples 1−6.)
59.
Ch. 4.4 - Prob. 60ECh. 4.4 - Prob. 61ECh. 4.4 - Prob. 62ECh. 4.4 - Prob. 63ECh. 4.4 - Prob. 64ECh. 4.4 - 65. Health As we saw in Example 12 of Section 4.3,...Ch. 4.4 - 66. Health A drug’s effectiveness decreases over...Ch. 4.4 - Prob. 67ECh. 4.4 - Prob. 68ECh. 4.4 - Work these exercises. (See Example 8.)
Example...Ch. 4.4 - Prob. 70ECh. 4.4 - Prob. 71ECh. 4.4 - Prob. 72ECh. 4.4 - Prob. 73ECh. 4.4 - Prob. 74ECh. 4.4 - Prob. 75ECh. 4.4 - Prob. 76ECh. 4.4 - Prob. 77ECh. 4.4 - Prob. 78ECh. 4.4 - Prob. 79ECh. 4.4 - Prob. 80ECh. 4 - Prob. 1CECh. 4 - Prob. 2CECh. 4 - Prob. 3CECh. 4 - Prob. 4CECh. 4 - For Exercises 1–6, use Equation (1) that provides...Ch. 4 - For Exercises 1–6, use Equation (1) that provides...Ch. 4 - Prob. 7CECh. 4 - For Exercises 7–10, use the model in Equation (2)...Ch. 4 - For Exercises 7–10, use the model in Equation (2)...Ch. 4 - For Exercises 7–10, use the model in Equation (2)...Ch. 4 - Prob. 11CECh. 4 - Prob. 12CECh. 4 - Prob. 13CECh. 4 - Prob. 14CECh. 4 - Prob. 1EPCh. 4 - Prob. 2EPCh. 4 - Prob. 3EPCh. 4 - Match each equation with the letter of the graph...Ch. 4 - Prob. 2RECh. 4 - Prob. 3RECh. 4 - Prob. 4RECh. 4 - Prob. 5RECh. 4 - Prob. 6RECh. 4 - Consider the exponential function y = f(x) = ax...Ch. 4 - Prob. 8RECh. 4 - Prob. 9RECh. 4 - Prob. 10RECh. 4 - Prob. 11RECh. 4 - Prob. 12RECh. 4 - Prob. 13RECh. 4 - Prob. 14RECh. 4 - Prob. 15RECh. 4 - Prob. 16RECh. 4 - Prob. 17RECh. 4 - Prob. 18RECh. 4 - Prob. 19RECh. 4 - Prob. 20RECh. 4 - Prob. 21RECh. 4 - Prob. 22RECh. 4 - Prob. 23RECh. 4 - Prob. 24RECh. 4 - Prob. 25RECh. 4 - Evaluate these expressions without using a...Ch. 4 - Prob. 27RECh. 4 - Prob. 28RECh. 4 - Prob. 29RECh. 4 - Prob. 30RECh. 4 - Prob. 31RECh. 4 - Prob. 32RECh. 4 - Prob. 33RECh. 4 - Prob. 34RECh. 4 - Prob. 35RECh. 4 - Prob. 36RECh. 4 - Prob. 37RECh. 4 - Prob. 38RECh. 4 - Prob. 39RECh. 4 - Prob. 40RECh. 4 - Solve each equation. Round to the nearest...Ch. 4 - Solve each equation. Round to the nearest...Ch. 4 - Solve each equation. Round to the nearest...Ch. 4 - Solve each equation. Round to the nearest...Ch. 4 - Solve each equation. Round to the nearest...Ch. 4 - Solve each equation. Round to the nearest...Ch. 4 - Solve each equation. Round to the nearest...Ch. 4 - 48.
Solve each equation. Round to the nearest...Ch. 4 - Prob. 49RECh. 4 - Solve each equation. Round to the nearest...Ch. 4 - Solve each equation. Round to the nearest...Ch. 4 - Solve each equation. Round to the nearest...Ch. 4 - Prob. 53RECh. 4 - Prob. 54RECh. 4 - Prob. 55RECh. 4 - Prob. 56RECh. 4 - Prob. 57RECh. 4 - Prob. 58RECh. 4 - Prob. 59RECh. 4 - Prob. 60RECh. 4 - Prob. 61RECh. 4 - Prob. 62RECh. 4 - Prob. 63RECh. 4 - Prob. 64RECh. 4 - Prob. 65RECh. 4 - Prob. 66RE
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