Chapter 4: Problem 3
Let \(f(x)=\sum_{k=1}^{n}|x-k| .\) Find all absolute minimizers of the function.
Short Answer
Expert verified
The absolute minimizers are the median(s) of \( \{1, 2, ..., n\} \).
Step by step solution
01
Understanding the Function
The given function is the sum of absolute values: \( f(x) = \sum_{k=1}^{n} |x-k| \). This means that for any position \( x \), the function \( f(x) \) measures the total distance from \( x \) to each integer from 1 to \( n \).
02
Visualize with Small Values of n
Let's consider a small example, like \( n = 3 \). Here, \( f(x) = |x-1| + |x-2| + |x-3| \). For \( x = 1 \), \( f(1) = 0 + 1 + 2 = 3 \); for \( x = 2 \), \( f(2) = 1 + 0 + 1 = 2 \); and for \( x = 3 \), \( f(3) = 2 + 1 + 0 = 3 \). The minimized value appears at \( x = 2 \).
03
Test Patterns for More General n
The function \( f(x) \) will always form a V pattern, with the lowest point at the median of the set \( \{1, 2, ..., n\} \). This is because in a sequence of numbers, the median minimizes the sum of absolute deviations.
04
Find the Median
If \( n \) is an odd number, the median is the central number, \( x = \frac{n+1}{2} \). If \( n \) is even, both central numbers \( x = \frac{n}{2} \) and \( x = \frac{n}{2} + 1 \) serve as minimizers because the sum is symmetrically balanced between these points.
05
Conclusion Based on Calculations
The absolute minimizers are the median(s) of the set of integers \( \{1, 2, ..., n\} \). For odd \( n \), it's a single value, \( x = \frac{n+1}{2} \). For even \( n \), two values minimize \( f(x) \), namely \( x = \frac{n}{2} \) and \( x = \frac{n}{2} + 1 \).
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Key Concepts
These are the key concepts you need to understand to accurately answer the question.
Absolute Values
Absolute value is a fundamental concept in mathematics. It refers to the distance of a number from zero on the number line, without considering direction. Essentially, it is a measure of magnitude irrespective of sign. For any real number \(a\), the absolute value is denoted \(|a|\). This is defined as \(|a| = a\) if \(a \geq 0\) and \(|a| = -a\) if \(a < 0\).
- Absolute values help in ensuring non-negative outcomes when measuring distances, which is crucial in distance measurement problems.
- They're instrumental in fields such as engineering and physics where distance and magnitude computations are essential.
Median
The median is a statistical measure that identifies the middle value of a data set when arranged in order. It's different from the mean, which calculates an average. The median provides a better measure of central tendency in skewed distributions or when outliers are present.
- To find the median, sort the numbers in ascending order and identify the middle value.
- For an odd number of observations, the median is the middle number.
- For an even number, it is the average of the two middle numbers.
Summation
Summation is the process of adding a sequence of numbers. It's a basic operation in algebra denoted by the symbol \(\Sigma\), representing the aggregate sum.
- This concept is essential in calculus, statistics, and series representation.
- It helps in functions like \(f(x) = \sum_{k=1}^{n} |x-k|\), which assesses the total distance from a point \(x\) to each of the integers from 1 to \(n\).
Distance Measurement
Distance measurement in mathematics involves calculating how far apart two points are. Absolute values are widely used for this purpose since they provide straightforward non-negative results.
- It is foundational in both mathematical theory and practical fields such as physics and engineering.
- The function \(f(x) = \sum_{k=1}^{n} |x-k|\) is a classic example of utilizing distance measurement, quantifying how far a point \(x\) is from each element in a sequence.