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Mathematics Examples

Natural language prompts for mathematical computation and analysis.

Calculus & Analysis​

Compute the limit of (1 + 1/n)^n as n approaches infinity

Find the Taylor series of sin(x) around x=0 to 10th order

Evaluate the integral of x^2 * e^(-x) from 0 to infinity

Solve the differential equation y'' + y = cos(x) with y(0)=1, y'(0)=0

Find the critical points and classify them for f(x,y) = x^3 - 3xy + y^3

Compute the gradient, divergence, and curl of F = (xy, yz, zx)

Evaluate the line integral of F around a circle

Find the Fourier series of a square wave

Compute the Laplace transform of t^2 * e^(-t)

Solve the wave equation with given initial and boundary conditions

Linear Algebra​

Find the eigenvalues and eigenvectors of a 4x4 rotation matrix

Compute the SVD of a matrix and reconstruct with rank-k approximation

Solve the least squares problem Ax = b for an overdetermined system

Find the null space and column space of a matrix

Compute the matrix exponential e^A

Determine if a matrix is positive definite

Find the QR decomposition and use it to solve a linear system

Compute the condition number and analyze numerical stability

Find the pseudoinverse of a non-square matrix

Diagonalize a symmetric matrix

Differential Equations​

Solve the Lorenz system and visualize the strange attractor

Find the general solution to y''' - 6y'' + 11y' - 6y = 0

Solve the heat equation on a finite rod with insulated ends

Model predator-prey dynamics with Lotka-Volterra equations

Solve the Schrodinger equation for a harmonic oscillator

Find equilibrium points and their stability for a nonlinear system

Solve the Van der Pol oscillator and show limit cycles

Model the SIR epidemic spreading dynamics

Solve the Black-Scholes PDE for option pricing

Analyze the stability of a system using Lyapunov functions

Number Theory​

Find all prime factors of a large number using Pollard's rho

Compute the greatest common divisor using the extended Euclidean algorithm

Check if a number is prime using Miller-Rabin

Find modular inverses and solve linear congruences

Compute Euler's totient function for various n

Implement RSA encryption with small primes

Find primitive roots modulo p

Compute the Legendre symbol and quadratic residues

Solve the Chinese Remainder Theorem system

Find Pythagorean triples with a given constraint

Combinatorics & Discrete Math​

Count the number of ways to partition n into distinct parts

Generate all permutations with specific constraints

Compute binomial coefficients using Pascal's triangle

Find the chromatic polynomial of a graph

Count the number of spanning trees in a graph

Solve a recurrence relation using generating functions

Find the shortest path in a weighted graph

Compute the permanent of a matrix

Count lattice paths with obstacles

Solve a combinatorial optimization problem using dynamic programming

Probability & Statistics​

Compute the probability of getting exactly 3 heads in 10 coin flips

Find the expected value and variance of a mixed distribution

Perform Bayesian inference with a conjugate prior

Compute the correlation matrix for multivariate data

Test for normality using Shapiro-Wilk and Q-Q plots

Perform ANOVA to compare multiple groups

Compute confidence intervals using bootstrapping

Fit a mixture of Gaussians using EM algorithm

Perform hypothesis testing with corrections for multiple comparisons

Compute mutual information between random variables

Numerical Methods​

Find roots of a nonlinear equation using Newton-Raphson

Integrate a function numerically using adaptive quadrature

Solve a stiff ODE using implicit methods

Interpolate data using cubic splines

Compute the FFT of a signal and analyze frequency content

Solve a PDE using finite difference methods

Find eigenvalues of a large sparse matrix using Arnoldi iteration

Perform numerical optimization using BFGS

Solve a boundary value problem using shooting method

Compute special functions (Bessel, Legendre, etc.) numerically

Abstract Algebra​

Find the subgroups of the symmetric group S4

Determine if two groups are isomorphic

Compute the character table of a finite group

Find the Galois group of a polynomial

Check if an ideal is prime or maximal

Compute the quotient ring and its properties

Find the center and commutator subgroup

Determine the structure of a finitely generated abelian group

Check if a ring is a unique factorization domain

Compute the automorphism group of a graph

Topology & Geometry​

Compute the fundamental group of a torus

Find the Euler characteristic of a surface

Compute geodesics on a sphere

Determine if two knots are equivalent

Calculate the curvature and torsion of a space curve

Find the homology groups of a simplicial complex

Compute the de Rham cohomology of a manifold

Visualize a Mobius strip and Klein bottle

Calculate the volume of an n-dimensional sphere

Find the shortest path on a curved surface

Complex Analysis​

Find all zeros and poles of a complex function

Compute contour integrals using the residue theorem

Map a region using a conformal transformation

Find the Laurent series around a singularity

Compute the analytic continuation of a function

Evaluate real integrals using complex methods

Find the Riemann surface of a multi-valued function

Compute the argument principle and count zeros

Solve a complex ODE in the complex plane

Visualize phase portraits of complex functions

Optimization​

Minimize a function using gradient descent with momentum

Solve a linear programming problem using simplex

Find the global minimum using simulated annealing

Solve a quadratic programming problem

Implement constraint optimization using Lagrange multipliers

Find the Pareto frontier for multi-objective optimization

Solve a mixed-integer programming problem

Implement genetic algorithms for combinatorial optimization

Find saddle points using min-max optimization

Solve an optimal control problem using Pontryagin's principle

Dynamical Systems​

Find the fixed points and classify their stability

Compute Lyapunov exponents for a chaotic system

Generate a bifurcation diagram varying a parameter

Find periodic orbits and their stability

Compute the basin of attraction for multiple attractors

Analyze the Henon map and its strange attractor

Find invariant manifolds of a saddle point

Compute the fractal dimension of an attractor

Analyze synchronization in coupled oscillators

Study the route to chaos through period doubling