Coefficient of Determination (R²)

Accuracy refers to the closeness of a measured value to a standard or known true value. Precision refers to the closeness of two or more measurements to each other. A measurement system can be precise but not accurate, accurate but not precise, neither, or both. These two concepts are independent of each other in measurement theory.

Riemannian geometry is the branch of differential geometry that studies Riemannian manifolds—smooth manifolds equipped with a Riemannian metric. This metric is a collection of inner products on the tangent spaces, varying smoothly from point to point. It allows for the definition of local geometric notions like angle, length of curves, surface area, and volume, leading to a generalized notion of curvature.

A homeomorphism is a continuous function between two topological spaces that has a continuous inverse function. Two topological spaces are called homeomorphic if such a function exists. From a topological viewpoint, homeomorphic spaces are identical. This concept captures the idea that an object can be stretched, bent, or deformed into another without tearing or gluing, like a coffee mug into a donut.

A topological space is an ordered pair \((X, \tau)\), where \(X\) is a set and \(\tau\) is a collection of subsets of \(X\), called open sets, satisfying three axioms: 1) The empty set \(\emptyset\) and \(X\) itself are in \(\tau\). 2) The union of any number of sets in \(\tau\) is also in \(\tau\). 3) The intersection of any finite number of sets in \(\tau\) is also in \(\tau\).

One-way ANOVA is used to determine whether there are any statistically significant differences between the means of three or more independent groups. It analyzes the effect of a single categorical independent variable, known as a factor, on a continuous dependent variable. The null hypothesis states that all group means are equal, \(H_0: \mu_1 = \mu_2 = \dots = \mu_k\).

De Morgan's laws are a pair of transformation rules in Boolean algebra that are fundamental to digital circuit design. The first law states that the negation of a conjunction is the disjunction of the negations: \(\neg(P \land Q) \iff (\neg P) \lor (\neg Q)\). The second states that the negation of a disjunction is the conjunction of the negations: \(\neg(P \lor Q) \iff (\neg P) \land (\neg Q)\).

A differentiable manifold is a topological space that is locally similar to Euclidean space, allowing calculus to be applied. Each point has a neighborhood that is homeomorphic to an open subset of \(\mathbb{R}^n\). These local coordinate systems, called charts, are related by smooth transition functions, forming an atlas that defines the manifold's differentiable structure.

Digital electronics is based on Boolean algebra, a mathematical system of logic introduced by George Boole. It uses two values, typically 0 and 1 (or false and true), and three basic operations: AND (conjunction), OR (disjunction), and NOT (negation). These operations directly correspond to the logic gates that form the building blocks of all digital circuits.

The Prime Number Theorem describes the asymptotic distribution of prime numbers among the integers. It states that the prime-counting function \(\pi(x)\), which gives the number of primes less than or equal to \(x\), is asymptotically equivalent to \(x / \ln(x)\). Formally, \(\lim_{x \to \infty} \frac{\pi(x)}{x/\ln(x)} = 1\). This provides a fundamental link between primes and the natural logarithm.

This theorem states that for any continuous function \(f\) mapping a compact convex set to itself, there is a point \(x_0\) such that \(f(x_0) = x_0\). This point is called a fixed point. Informally, if you take a map of a country, crumple it up, and place it inside the country's borders, there will always be at least one point on the map directly above its corresponding real-world location.

Analysis of Variance (ANOVA) is a statistical method that partitions the total observed variability in a data set into components attributable to different sources. The core idea is to compare the variance between the means of different groups to the variance within those groups. If the between-group variance is significantly larger, it suggests the group means are genuinely different.

The Courant–Friedrichs–Lewy (CFL) condition is a necessary stability criterion for numerical solutions of hyperbolic partial differential equations using explicit time-integration schemes. It dictates that the time step size must be small enough that information does not travel further than one spatial grid cell per time step. For a 1D case, \(C = u \frac{\Delta t}{\Delta x} \le C_{max}\), ensuring numerical stability.

For the results of an ANOVA to be considered valid, several key assumptions about the data must be met. These are: (1) Independence of observations, meaning the errors are uncorrelated. (2) Normality, where the residuals for each group are approximately normally distributed. (3) Homoscedasticity, or homogeneity of variances, meaning the variance of residuals is equal across all groups.