mac2233 (6) - calculus for management unit 12 study guides

Key Concepts

• Series represent the sum of a sequence of terms, denoted as $\sum_{n=1}^{\infty} a_n$
  • The variable $n$ represents the index of the term in the sequence
  • $a_n$ represents the general term of the sequence
• Convergence of a series means the sum approaches a finite value as the number of terms approaches infinity
  • Divergence occurs when the sum grows without bound or oscillates
• Partial sums, denoted as $S_n$, represent the sum of the first $n$ terms of a series
  • The limit of the partial sums determines the convergence or divergence of the series
• Absolute convergence occurs when the series of absolute values of the terms converges
  • Absolute convergence implies convergence, but the converse is not always true
• Conditional convergence occurs when a series converges, but the series of absolute values diverges
• The remainder of a series, denoted as $R_n$, represents the difference between the sum and the $n$th partial sum
  • The limit of the remainder as $n$ approaches infinity is zero for convergent series

Types of Series

• Geometric series have a constant ratio between consecutive terms, in the form $\sum_{n=0}^{\infty} ar^n$
  • Converges if $|r| < 1$, diverges if $|r| \geq 1$
  • Sum of a convergent geometric series is given by $\frac{a}{1-r}$
• Harmonic series have terms in the form $\frac{1}{n}$, expressed as $\sum_{n=1}^{\infty} \frac{1}{n}$
  • The harmonic series diverges
• p-series have terms in the form $\frac{1}{n^p}$, expressed as $\sum_{n=1}^{\infty} \frac{1}{n^p}$
  • Converges if $p > 1$, diverges if $p \leq 1$
• Alternating series have terms that alternate in sign, in the form $\sum_{n=1}^{\infty} (-1)^{n-1} b_n$
  • Converges if the sequence ${b_n}$ is decreasing, positive, and approaches zero as $n$ approaches infinity (Alternating Series Test)
• Power series are series with terms in the form $a_n(x-c)^n$, expressed as $\sum_{n=0}^{\infty} a_n(x-c)^n$
  • The convergence of power series depends on the value of $x$ and the coefficients $a_n$
  • The interval of convergence can be determined using the Ratio Test or Root Test

Convergence Tests

• The Divergence Test states that if $\lim_{n \to \infty} a_n \neq 0$, then the series $\sum_{n=1}^{\infty} a_n$ diverges
  • If the limit of the terms does not exist or is not zero, the series diverges
• The Integral Test compares a series to an improper integral
  • If $\int_1^{\infty} f(x) dx$ converges, then $\sum_{n=1}^{\infty} f(n)$ converges
  • If $\int_1^{\infty} f(x) dx$ diverges, then $\sum_{n=1}^{\infty} f(n)$ diverges
• The Comparison Test compares a series to a known convergent or divergent series
  • If $0 \leq a_n \leq b_n$ for all $n$ and $\sum_{n=1}^{\infty} b_n$ converges, then $\sum_{n=1}^{\infty} a_n$ converges
  • If $a_n \geq b_n \geq 0$ for all $n$ and $\sum_{n=1}^{\infty} b_n$ diverges, then $\sum_{n=1}^{\infty} a_n$ diverges
• The Limit Comparison Test compares the limit of the ratio of corresponding terms of two series
  • If $\lim_{n \to \infty} \frac{a_n}{b_n} = c$, where $c$ is a positive finite number, then $\sum_{n=1}^{\infty} a_n$ and $\sum_{n=1}^{\infty} b_n$ either both converge or both diverge
• The Ratio Test examines the limit of the ratio of consecutive terms
  • If $\lim_{n \to \infty} |\frac{a_{n+1}}{a_n}| < 1$, then the series converges absolutely
  • If $\lim_{n \to \infty} |\frac{a_{n+1}}{a_n}| > 1$, then the series diverges
  • If $\lim_{n \to \infty} |\frac{a_{n+1}}{a_n}| = 1$, the test is inconclusive
• The Root Test examines the limit of the nth root of the absolute value of the nth term
  • If $\lim_{n \to \infty} \sqrt[n]{|a_n|} < 1$, then the series converges absolutely
  • If $\lim_{n \to \infty} \sqrt[n]{|a_n|} > 1$, then the series diverges
  • If $\lim_{n \to \infty} \sqrt[n]{|a_n|} = 1$, the test is inconclusive

Applications in Management

• Present value of an annuity: The present value of a series of equal payments over time can be calculated using a geometric series formula
  • The formula is $PV = \frac{PMT}{r}(1 - \frac{1}{(1+r)^n})$, where $PMT$ is the periodic payment, $r$ is the interest rate per period, and $n$ is the number of periods
• Perpetuities: A perpetuity is an annuity that continues indefinitely, and its present value can be calculated using the sum of an infinite geometric series
  • The formula for the present value of a perpetuity is $PV = \frac{PMT}{r}$
• Amortization: The process of paying off a debt over time with a series of equal payments
  • The payment amount can be determined using the annuity formula, solving for $PMT$
• Compound interest: The concept of interest earned on both the principal and previously accumulated interest
  • The future value of an investment with compound interest can be calculated using a geometric series
• Taylor series approximations: Many functions can be approximated using Taylor series, which are power series expansions around a point
  • These approximations are useful for simplifying complex calculations and modeling behavior near a specific point

Common Pitfalls

• Misidentifying the type of series
  • Applying the wrong convergence test or formula can lead to incorrect conclusions
• Forgetting to check the conditions for a convergence test
  • Each test has specific conditions that must be met for the test to be valid
• Misinterpreting the results of a convergence test
  • An inconclusive result does not mean the series converges or diverges; further investigation is needed
• Confusing absolute and conditional convergence
  • A series may converge conditionally but not absolutely, so it's essential to consider the absolute values of the terms
• Incorrectly calculating limits
  • When using the Ratio Test or Root Test, it's crucial to evaluate the limit correctly to determine convergence or divergence
• Mishandling the remainder term in approximations
  • When using partial sums to approximate the sum of a series, the remainder term must be considered to bound the error

Problem-Solving Strategies

• Identify the type of series
  • Recognize patterns or forms that match known series types (geometric, harmonic, p-series, alternating)
• Determine the appropriate convergence test
  • Based on the series type and properties, choose the most suitable test (Divergence, Integral, Comparison, Ratio, Root)
• Check the conditions for the chosen test
  • Verify that the series and its terms satisfy the necessary conditions for the test to be valid
• Apply the test and interpret the results
  • Evaluate limits, compare series, or analyze integrals as required by the test
  • Draw conclusions about the convergence or divergence of the series based on the test results
• Consider alternative tests if needed
  • If the chosen test is inconclusive or difficult to apply, try another appropriate test
• Verify the solution
  • Check that the solution is consistent with the properties of the series and the convergence test used
  • Confirm that the solution makes sense in the context of the problem

Real-World Examples

• Mortgage payments: A fixed-rate mortgage is an example of an annuity, where the present value (loan amount) is equal to the series of monthly payments discounted at the mortgage interest rate
• Stock valuation: The intrinsic value of a stock can be estimated using a geometric series to model the present value of expected future dividends
  • The dividend discount model (DDM) assumes that the stock price is equal to the sum of all future dividend payments discounted to their present value
• Radioactive decay: The amount of a radioactive substance remaining after a given time can be modeled using a geometric series
  • Each term in the series represents the amount of the substance after a specific number of half-lives
• Population growth: The growth of a population over time can be modeled using a geometric series, assuming a constant growth rate
  • The terms of the series represent the population size at regular intervals (e.g., annually)
• Resource allocation: In project management, allocating resources efficiently often involves optimizing a series of costs or benefits over time
  • Series convergence tests can help determine the long-term feasibility and profitability of a project

Review and Practice

• Summarize the key concepts of series and convergence
  • Series as sums of sequences, convergence vs. divergence, absolute and conditional convergence, types of series, convergence tests
• Practice identifying series types and selecting appropriate convergence tests
  • Given a series, determine its type and choose the most suitable test based on its properties
• Apply convergence tests to various series and interpret the results
  • Use the Divergence, Integral, Comparison, Ratio, and Root tests to determine the convergence or divergence of series
• Solve problems involving applications of series in management and real-world scenarios
  • Calculate present values, future values, and payments using geometric series and annuity formulas
  • Model growth, decay, and resource allocation using series and convergence concepts
• Analyze and critique solutions to series problems
  • Review worked examples and practice problems, ensuring that the solutions are correct and well-justified
  • Identify common mistakes and pitfalls, and develop strategies to avoid them
• Reflect on the learning process and identify areas for improvement
  • Assess understanding of key concepts and problem-solving skills
  • Set goals for further practice and skill development in the context of series and convergence