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Statistics and Probability

Logarithmic Functions

Definition

A logarithm is the inverse function to exponentiation. It answers the question: to what exponent must the base be raised to obtain a given number?

For base \( b \) and number \( x \), the logarithm is defined as:

\[ \log_b(x) = y \quad \text{if and only if} \quad b^y = x \]

Properties of Logarithms

  • Product Rule: \[ \log_b(xy) = \log_b(x) + \log_b(y) \]
  • Quotient Rule: \[ \log_b\left(\frac{x}{y}\right) = \log_b(x) - \log_b(y) \]
  • Power Rule: \[ \log_b(x^k) = k \cdot \log_b(x) \]
  • Change of Base Formula: \[ \log_b(x) = \frac{\log_k(x)}{\log_k(b)} \]

Common Logarithms

The most common logarithms are:

  • Common Logarithm: \[ \log_{10}(x) \text{ or simply } \log(x) \]
  • Natural Logarithm: \[ \log_e(x) \text{ or } \ln(x) \]

Examples

Solve the following logarithmic equations:

  1. Solve: \[ \log_2(8) = ? \] Since \( 2^3 = 8 \), we have: \[ \log_2(8) = 3 \]
  2. Solve: \[ \log_{10}(1000) = ? \] Since \( 10^3 = 1000 \), we have: \[ \log_{10}(1000) = 3 \]
  3. Simplify: \[ \log_b(b^5) = ? \] By the power rule: \[ \log_b(b^5) = 5 \]
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