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The Unreasonable Effectiveness of Mathematics in the Natural Sciences

Jul 8, 2024

The Unreasonable Effectiveness of Mathematics in the Natural Sciences

Introduction

  • Reference to the title of a paper by Eugene Wigner
  • Wigner opens the paper with an anecdote about a statistician and their friend discussing the Gaussian distribution

Key Concepts

Normal Distribution and Gaussian Distribution

  • Central Limit Theorem connects to normal distribution
  • Basic function: e to the negative x squared (e^-x^2)
  • Requires area under bell curve = 1 for probability interpretations
  • Pi shows up due to the area under this curve

The Role of Pi

  • Step one: explain the area under e^-x^2
  • Step two: connect e^-x^2 to special functions in statistics

Integration & Antiderivatives

  • Integration used to find area under curves
  • e^-x^2 lacks a straightforward antiderivative
  • A clever method involves bumping the problem up to 3D, involving volumes under surfaces

Volumes and Higher Dimensions

  • Use of cylindrical shells to understand volume under a 3D bell curve
  • Volume under the surface calculated to be pi
  • Slicing method to visualize the relationship between 3D and 2D curves

Radical Symmetry and Probability Distributions

  • John Herschel’s work on 2D probability distributions
  • Properties required: Independence of x and y coordinates, and radial symmetry
  • Function f(x, y) dependent on distance from the origin
  • Forces e^-r^2 shape for the function

Functional Equations

  • Introduction of h(x) function for simplification
  • Results in exponential function form: e^(some constant * x^2)
  • Shows a deep connection between spatial/geometric properties and probability distributions

Central Limit Theorem & Gaussian Distribution

  • Gaussian distribution's relation to central limit theorem
  • Normal distribution arises from independent variables
  • Connection between spatial properties and addition of variables in CLT

Conclusion

  • Next step: deeper dive into central limit theorem and function properties
  • Mention of higher-dimensional sphere volume derivation shared by a mathematician

References and Further Reading

  • Encourage checking out linked explanations and sources

Acknowledgements

  • Thanks to patrons and contributors for feedback and support