Mathematical Objects

A cheat sheet for mathematical objects and structures, useful for quick reference.

Foundations of Sets and Relations

Set

  • A collection of distinct objects, often written as X={xP(x)}X = \{x \mid P(x)\}, where P(x)P(x) is a property.
  • No additional structure.

Map / Function

  • A mapping f:XYf: X \to Y assigns each xXx \in X to a unique yYy \in Y.

Relation

  • A subset RX×XR \subseteq X \times X, such as equivalence relations or partial orders.

Basic Algebraic Structures

Semigroup

  • A set SS with a binary operation :S×SS\cdot: S \times S \to S such that:
    • Associativity: For all a,b,cSa, b, c \in S, (ab)c=a(bc)(a \cdot b) \cdot c = a \cdot (b \cdot c).

Monoid

  • A semigroup with an identity element eMe \in M, satisfying:
    • Identity: ae=ea=aa \cdot e = e \cdot a = a for all aMa \in M.

Group

  • A monoid where every element aGa \in G has an inverse a1a^{-1}, such that:
    • Inverse: aa1=a1a=ea \cdot a^{-1} = a^{-1} \cdot a = e.
  • Denoted as (G,,e)(G, \cdot, e).

Abelian Group

  • A group that satisfies the commutative property:
    • Commutativity: ab=baa \cdot b = b \cdot a.

Ring

  • A set RR with two operations ++ and \cdot, such that:
    • (R,+)(R, +) is an Abelian group.
    • (R,)(R, \cdot) is a semigroup.
    • Distributivity: a(b+c)=(ab)+(ac)a \cdot (b + c) = (a \cdot b) + (a \cdot c).

Field

  • A ring FF where:
    • (F,+)(F, +) is an Abelian group.
    • (F,)(F^*, \cdot) (where F=F{0}F^* = F \setminus \{0\}) is an Abelian group.
  • Distributive property: As in a ring.

Module

  • For a ring RR, an RR-module MM satisfies:
    • (M,+)(M, +) is an Abelian group.
    • Scalar multiplication R×MMR \times M \to M satisfies:
      • r(m1+m2)=rm1+rm2r(m_1 + m_2) = rm_1 + rm_2.
      • (r1+r2)m=r1m+r2m(r_1 + r_2)m = r_1m + r_2m.
      • (r1r2)m=r1(r2m)(r_1r_2)m = r_1(r_2m).

Vector Space

  • A special case of a module where the scalar ring is a field FF.
  • Follows the same axioms as modules but includes scalar inverses.

Algebra

  • A vector space AA equipped with a bilinear multiplication \cdot, satisfying:
    • Associativity: (ab)c=a(bc)(ab)c = a(bc).

Lattice

  • A partially ordered set (L,)(L, \leq) where every two elements a,ba, b have:
    • Supremum (join): ab=sup(a,b)a \vee b = \sup(a, b).
    • Infimum (meet): ab=inf(a,b)a \wedge b = \inf(a, b).

Topological Structures

Topological Space

  • A set XX with a topology TP(X)\mathcal{T} \subseteq \mathcal{P}(X) such that:
    • The empty set and the whole set are in T\mathcal{T}.
    • Arbitrary unions of sets in T\mathcal{T} are also in T\mathcal{T}.
    • Finite intersections of sets in T\mathcal{T} are also in T\mathcal{T}.

Metric Space

  • A set MM with a metric d:M×MRd: M \times M \to \mathbb{R}, satisfying:
    • d(x,y)0d(x, y) \geq 0, and d(x,y)=0    x=yd(x, y) = 0 \iff x = y.
    • d(x,y)=d(y,x)d(x, y) = d(y, x).
    • d(x,z)d(x,y)+d(y,z)d(x, z) \leq d(x, y) + d(y, z) (triangle inequality).

Manifold

  • A topological space MM locally homeomorphic to Rn\mathbb{R}^n, satisfying Hausdorff and second countability properties.

Fiber Bundle

  • A continuous map π:EB\pi: E \to B where each π1(b)\pi^{-1}(b) is homeomorphic to a fiber FF.

Analytical and Functional Structures

Normed Space

  • A vector space VV with a norm :VR\|\cdot\|: V \to \mathbb{R} satisfying:
    • x0\|x\| \geq 0, and x=0    x=0\|x\| = 0 \iff x = 0.
    • cx=cx\|cx\| = |c| \|x\|, for scalar cc.
    • x+yx+y\|x + y\| \leq \|x\| + \|y\| (triangle inequality).

Banach Space

  • A normed space that is complete with respect to the metric induced by its norm.

Hilbert Space

  • A Banach space where the norm arises from an inner product ,\langle \cdot, \cdot \rangle:
    • x=x,x\|x\| = \sqrt{\langle x, x \rangle}.

Measure Space

  • A triple (X,Σ,μ)(X, \Sigma, \mu), where:
    • XX is a set.
    • Σ\Sigma is a σ-algebra on XX.
    • μ:Σ[0,]\mu: \Sigma \to [0, \infty] is a measure.

Sobolev Space

  • Defined as Wk,p(Ω)={fLp(Ω)DαfLp(Ω),αk}W^{k, p}(\Omega) = \{ f \in L^p(\Omega) \mid D^\alpha f \in L^p(\Omega), \forall |\alpha| \leq k \}, where DαfD^\alpha f denotes weak derivatives.

Categorical Structures

Category

  • Defined by:
    • Objects: Ob(C)\text{Ob}(\mathcal{C}).
    • Morphisms: Hom(A,B)\text{Hom}(A, B), satisfying:
      • Composition: If f:ABf: A \to B and g:BCg: B \to C, then gf:ACg \circ f: A \to C.
      • Identity: For each object AA, there exists idA\text{id}_A such that fidA=ff \circ \text{id}_A = f and idBf=f\text{id}_B \circ f = f.

Functor

  • A map between categories F:CDF: \mathcal{C} \to \mathcal{D} preserving composition and identities.

Comments

Popular posts from this blog

Slang Terms About Money

Workaround for macOS Dictionary All Tab Issue

Essential Utilities for LaTeX Package and Class Development

Train PyTorch with Checkpoints