/linear-algebra

線性代數筆記

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Linear Algebra Notes

線性代數筆記

Terminology

  • Linear combination (線性組合): w = c1v1 + c2v2 + ... + cnvn
  • Elimination Matrix (消去矩陣):
  • Permutation Matrix (置換矩陣): e.g. exhange rows 2 and 3, $P_{23}$
  • Nonsingular matrix: it has a full set of $n$ nonzero pivots.

Contents

  • Introduction to Vectors
  • Solving linear equation
  • Vector Spaces and subspaces
  • Orthogonality
  • Determinants
  • Eigenvalues and eigenvectors
  • Linear transformation
  • Complex vectors and matrices

Applications

  • Graphs and networks => E.g. Google search algorithm
  • Fourier series
  • Image compression
  • 描述系統
  • 電腦 3D
  • 量子力學
  • Linear Programming
  • 博弈
  • 經濟

References

  1. 線性代數筆記
  2. linear-algebra
  3. 陳鍾誠教授; 求解方程式
  4. 為何不同大小的方陣不能相乘?