๐ง Mathematical Concepts Library
๐ง Mathematical Concepts Library
A set closed under addition and scalar multiplication.
Example: โยณ with basis {i,โฏj,โฏk}
Example: โยณ with basis {i,โฏj,โฏk}
Behavior of functions near a point.
Example: limโโa f(x)=L โ f is continuous at a
Example: limโโa f(x)=L โ f is continuous at a
Logical operations over {0,1}.
Example: AโจB, AโงB, ยฌA
Example: AโจB, AโงB, ยฌA
Blends two functions.
Topic: Fourier & Integral Transforms
Topic: Fourier & Integral Transforms
Optimization of functionals.
Equation: d/dx(โL/โyโฒ) โ โL/โy = 0
Equation: d/dx(โL/โyโฒ) โ โL/โy = 0
Encodes sequences in power series.
Example: Fibonacci: G(x)=x/(1โxโxยฒ)
Example: Fibonacci: G(x)=x/(1โxโxยฒ)
Deals with countable structures.
Topics: graphs, logic, combinatorics, automata
Topics: graphs, logic, combinatorics, automata
Objects that repeat at different scales.
Example: Mandelbrot set, Sierpinski triangle
See simulations: Simulations
Example: Mandelbrot set, Sierpinski triangle
See simulations: Simulations
Study of integers and divisibility.
Start here: Polynomials & Primes
Start here: Polynomials & Primes
Matrices, vectors, transformations.
Example: A x = b โ solutions exist if rank(A)=rank([A|b])
Example: A x = b โ solutions exist if rank(A)=rank([A|b])
Equations with derivatives.
Example: yโฒ + p(x)y = q(x) โ integrating factor method
Example: yโฒ + p(x)y = q(x) โ integrating factor method
Study of randomness and events.
Example: P(A โช B)=P(A)+P(B)โP(A โฉ B)
Example: P(A โช B)=P(A)+P(B)โP(A โฉ B)
Mathematical study of strategic interaction.
Example: Nash equilibrium: no player can improve by unilateral change
Example: Nash equilibrium: no player can improve by unilateral change
Nature of continuous space and deformation.
Example: a doughnut โ a coffee mug (homeomorphic)
Example: a doughnut โ a coffee mug (homeomorphic)
Secure communication via math.
Section: Modular Cryptography
Section: Modular Cryptography
Drawing conclusions from data.
Example: 95% CI: xฬ ยฑ zยทฯ/โn
Example: 95% CI: xฬ ยฑ zยทฯ/โn
Study of systems sensitive to initial conditions.
Example: Logistic map xโโโ = r xโ (1 โ xโ)
See: Simulations
Example: Logistic map xโโโ = r xโ (1 โ xโ)
See: Simulations
Decomposes periodic functions into sines & cosines.
Section: Fourier & Integral Transforms
Section: Fourier & Integral Transforms
The foundation of modern math.
Example: A โฉ B = {x | x โ A and x โ B}
Example: A โฉ B = {x | x โ A and x โ B}
Rigorous study of limits, continuity, and convergence.
Focus: completeness, Cauchy sequences, convergence in โ
Focus: completeness, Cauchy sequences, convergence in โ
Statistical modeling of temporal data.
Example: AR(1): xโ = ฯxโโโ + ฮตโ
Example: AR(1): xโ = ฯxโโโ + ฮตโ
Study of algebraic structures with symmetry.
Section: Galois Groups & Group Theory
Section: Galois Groups & Group Theory
Solve Aยทv = ฮปยทv for ฮป (scalars) and v (vectors).
Example: Diagonalization: A = P D Pโปยน
Example: Diagonalization: A = P D Pโปยน
Study of nodes and edges.
Example: Euler path: visits every edge exactly once
Example: Euler path: visits every edge exactly once
Fit a line to predict response from predictors.
Model: y = ฮฒโ + ฮฒโx + ฮต
Model: y = ฮฒโ + ฮฒโx + ฮต
Calculus with several variables.
Example: Gradient โf = (โf/โx, โf/โy, โf/โz)
Example: Gradient โf = (โf/โx, โf/โy, โf/โz)
Properties that remain unchanged under transformations.
Example: Even function: f(โx)=f(x)
Example: Even function: f(โx)=f(x)
Break matrices into simpler components.
Example: A = QR or A = UฮฃVแต (SVD)
Example: A = QR or A = UฮฃVแต (SVD)
Counting structures and arrangements.
Example: C(n,โฏk) = n! / (k!(nโk)!)
Example: C(n,โฏk) = n! / (k!(nโk)!)
Convert functions between domains.
See: Fourier & Integral Transforms
See: Fourier & Integral Transforms
Equations defining sequences recursively.
Example: T(n)=2โฏT(n/2)+n โ O(n log n)
Optional: Flash Cards or Recursive Q & A
Example: T(n)=2โฏT(n/2)+n โ O(n log n)
Optional: Flash Cards or Recursive Q & A
Arithmetic under remainders.
See: Polynomials & Primes
See: Polynomials & Primes
Proof method for statements over โ.
Steps: base case + inductive step
Steps: base case + inductive step
Measures runtime growth with input size.
Example: MergeSort โ O(n log n)
Example: MergeSort โ O(n log n)
Sets with distance functions.
Example: d(x,โฏy)=|xโy| satisfies triangle inequality
Example: d(x,โฏy)=|xโy| satisfies triangle inequality
Rules for formal reasoning.
Example: If AโB and A, then B (Modus Ponens)
Example: If AโB and A, then B (Modus Ponens)
Polynomial equations with integer solutions.
Example: xยฒ + yยฒ = zยฒ โ Pythagorean triples
See: Polynomials & Primes (Number Theory)
Example: xยฒ + yยฒ = zยฒ โ Pythagorean triples
See: Polynomials & Primes (Number Theory)
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๐ง Mathematical Concepts Library
Framework for statistical decision-making.
Visit: Drill Down Learning
Visit: Drill Down Learning
Unsupervised grouping of data points.
Linked Topic: Cissoid of Diocles
Linked Topic: Cissoid of Diocles
