Math 2.0

Theorem · Calculus of variations and optimal control; optimization

Allard regularity theorem

A varifold is a very general kind of surface, possibly with folds, crossings and corners. Suppose such a surface is almost balanced, in the sense of small mean curvature, and looks almost like a single flat sheet in a ball. Allard's theorem says that it is then a smooth sheet in a smaller ball. So roughness cannot hide inside a region where the surface has nearly the area of a flat disc.

Builds on Varifold, Mean curvature, Hölder continuity

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Concept · Commutative algebra

Betti numbers of a module

To describe a module, one picks generators, then relations among them, then relations among the relations, and so on. If one picks as few as possible at each step, the counts do not depend on the choices. These counts are the Betti numbers. For the residue field kk of k[x,y]k[x, y], one needs 11 generator, 22 relations xx and yy, and 11 relation among them, so the Betti numbers are 1,2,11, 2, 1. The name comes from the Betti numbers of topology, which count holes in a space.

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Object · Real functions

Extended real number line

The extended real line adds two end points to the number line, one at each end. This lets you write lim⁡x→∞\lim_{x \to \infty} and sup⁡\sup of unbounded sets with symbols instead of words.

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Example · General topology

Cofinite topology

In the cofinite topology, a set is open when it misses only finitely many points. On an infinite set, open sets are very large, so no two nonempty open sets are disjoint.

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Concept · Category theory; homological algebra

Quotient category

Keep all the objects, but glue some arrows together. For this to make sense, gluing ff to f′f' must also glue g∘fg \circ f to g∘f′g \circ f', so that composition still works on the glued arrows. The main example is the homotopy category of topological spaces, where two continuous maps become the same arrow when one can be deformed into the other. For a small example, a monoid is a category with one object, and a quotient of that category is a quotient monoid. Gluing integers of the same parity turns ℤ\Z under addition into ℤ/2ℤ\Z/2\Z.

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Concept · Integral equations

Difference kernel

The influence of the point ss on the point xx depends only on how far apart they are, and in which direction. Shifting both points by the same amount does not change the kernel. For example, K(x,s)=e−∣x−s∣K(x, s) = e^{-\abs{x - s}} is a difference kernel with k(t)=e−∣t∣k(t) = e^{-\abs{t}}. The Volterra equation φ(x)=f(x)+∫0x(x−s)φ(s) ds\varphi(x) = f(x) + \int_0^x (x - s) \varphi(s) \, ds has the difference kernel with k(t)=tk(t) = t.

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Concept · Integral equations

Abstract Volterra equation

Many physical systems change in time according to a rule that involves their whole history. When the state at each time is a function of space, such as a temperature profile, the state is a point of an infinite-dimensional space. The abstract Volterra equation writes the rule as an integral over the past. A weight aa says how strongly the past is remembered, and an operator AA acts in space. If a=1a = 1, all of the past counts equally, and the equation is the integrated form of u′=Auu' = A u.

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Example · Combinatorics

Cycle graph

A cycle graph is a ring of nn vertices, each joined to the next one and the last joined to the first. It looks like a polygon with nn corners.

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Concept · Category theory; homological algebra

Extensive category

If a set XX maps into a disjoint union A⊔BA \sqcup B, then XX breaks into the part that lands in AA and the part that lands in BB. These two parts do not overlap, and their union is XX. An extensive category is one where every object over a sum breaks up in this way. In vector spaces this fails: the diagonal line in ℝ⊕ℝ\R \oplus \R meets both axes only at zero, yet it is not the sum of those two meetings.

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Concept · Functional analysis

Analytic function between Banach spaces

An analytic function of one variable is a convergent power series ∑anxn\sum a_n x^n. For a map on a space of vectors, the monomial anxna_n x^n is replaced by an expression of degree nn in the vector, such as A(x,x,…,x)A(x, x, \ldots, x) for a multilinear map AA. A basic example is (1−x)−1=1+x+x2+⋯(1 - x)^{-1} = 1 + x + x^2 + \cdots for a square matrix xx of small norm.

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Concept · Functional analysis

Fréchet algebra

Sometimes no single norm can measure the functions of interest, for example all continuous functions on the real line, which may be unbounded. Instead one measures a function by its maximum on [−1,1][-1, 1], on [−2,2][-2, 2], on [−3,3][-3, 3], and so on. A sequence converges when it converges uniformly on each of these intervals. With this notion of convergence, the continuous functions on ℝ\R form a Fréchet algebra.

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Concept · Functions of a complex variable

Pseudoanalytic function

Every complex number ww can be written as φ⋅1+ψ⋅i\varphi \cdot 1 + \psi \cdot i with φ,ψ\varphi, \psi real, and ww is holomorphic when these real coefficients vary in a special way. A pseudoanalytic function replaces the fixed pair (1,i)(1, i) by a pair of functions (F,G)(F, G) that are independent over the reals at each point. One writes w=φF+ψGw = \varphi F + \psi G and asks the real coefficients to satisfy the analogue of the Cauchy–Riemann condition. With F=1F = 1 and G=iG = i this is exactly ordinary holomorphy.

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Concept · Sequences, series, summability

Divergent series

A divergent series is a series whose partial sums do not have a finite limit. Summation methods give values to some divergent series. The node divergent series gives the precise definition.

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Concept · Integral transforms, operational calculus

Mikusiński operational calculus

Mikusiński replaced the Laplace transform by pure algebra. He made fractions of functions, with convolution as multiplication, much as one makes fractions of whole numbers. In this world the derivative is multiplication by a fixed element ss, corrected by the initial value. Solving y′=ayy' = a y, y(0)=1y(0) = 1 becomes sy−1=ays y - 1 = a y, so y=1/(s−a)y = 1/(s - a), and one checks that this fraction is the function eate^{at}.

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Concept · General algebraic systems

Fully invariant congruence

A congruence says which elements count as equal. It is fully invariant when this equality survives every way of mapping the algebra into itself by a homomorphism. In a term algebra, an endomorphism is the same as a substitution of terms for variables. So a fully invariant congruence there is a set of equations between terms that stays true after any substitution, which is exactly how identities like x⋅y=y⋅xx \cdot y = y \cdot x behave.

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Concept · Probability theory and stochastic processes

Gaussian process

A Gaussian process is a random function whose values at any finitely many points have a joint normal distribution. One describes it by an average curve and by a rule saying how strongly the values at two points move together. For example, take a standard normal number ZZ and set Xt=ZtX_t = Z t; this random straight line through the origin is a Gaussian process with mean 00 and covariance stst.

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Concept · Manifolds and cell complexes

Curve complex

Draw all the essentially different loops on a surface, one dot for each. Join two dots by an edge when the two loops can be drawn without crossing. Fill in a triangle when three loops can be drawn pairwise without crossing, and so on. The resulting shape is infinite and tangled, but it records how all loops on the surface sit with respect to each other.

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Example · Difference and functional equations

Random walk as a difference equation

Flip a fair coin at each step and move one unit up for heads and one unit down for tails. Your position follows the rule: new position equals old position plus a random step. That rule is a difference equation with a random term. It tells you right away that you stay at 00 on average while your typical distance grows like n\sqrt{n}. It also gives the gambler's ruin rule: starting with jj euros and playing fair one-euro bets, you reach NN euros before going broke with probability j/Nj/N.

Builds on Random walk, Independent and identically distributed random variables

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