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  2. Chordal graph - Wikipedia

    en.wikipedia.org/wiki/Chordal_graph

    Chordal graphs are precisely the graphs that are both odd-hole-free and even-hole-free (see holes in graph theory). Every chordal graph is a strangulated graph , a graph in which every peripheral cycle is a triangle, because peripheral cycles are a special case of induced cycles.

  3. Betti number - Wikipedia

    en.wikipedia.org/wiki/Betti_number

    The same definition applies to any topological space which has a finitely generated homology. Given a topological space which has a finitely generated homology, the Poincaré polynomial is defined as the generating function of its Betti numbers, via the polynomial where the coefficient of is .

  4. Isotonic regression - Wikipedia

    en.wikipedia.org/wiki/Isotonic_regression

    A benefit of isotonic regression is that it is not constrained by any functional form, such as the linearity imposed by linear regression, as long as the function is monotonic increasing. Another application is nonmetric multidimensional scaling , [ 1 ] where a low-dimensional embedding for data points is sought such that order of distances ...

  5. Linear function - Wikipedia

    en.wikipedia.org/wiki/Linear_function

    A constant function is also considered linear in this context, as it is a polynomial of degree zero or is the zero polynomial. Its graph, when there is only one variable, is a horizontal line. In this context, a function that is also a linear map (the other meaning) may be referred to as a homogeneous linear function or a linear form.

  6. Linear regression - Wikipedia

    en.wikipedia.org/wiki/Linear_regression

    Linear quantile regression models a particular conditional quantile, for example the conditional median, as a linear function β T x of the predictors. Mixed models are widely used to analyze linear regression relationships involving dependent data when the dependencies have a known structure. Common applications of mixed models include ...

  7. Piecewise linear function - Wikipedia

    en.wikipedia.org/wiki/Piecewise_linear_function

    The graph of a continuous piecewise linear function on a compact interval is a polygonal chain. (*) A linear function satisfies by definition f ( λ x ) = λ f ( x ) {\displaystyle f(\lambda x)=\lambda f(x)} and therefore in particular f ( 0 ) = 0 {\displaystyle f(0)=0} ; functions whose graph is a straight line are affine rather than linear .

  8. Piecewise function - Wikipedia

    en.wikipedia.org/wiki/Piecewise_function

    Plot of the piecewise linear function = {+. In mathematics, a piecewise function (also called a piecewise-defined function, a hybrid function, or a function defined by cases) is a function whose domain is partitioned into several intervals ("subdomains") on which the function may be defined differently.

  9. Linear programming - Wikipedia

    en.wikipedia.org/wiki/Linear_programming

    More formally, linear programming is a technique for the optimization of a linear objective function, subject to linear equality and linear inequality constraints. Its feasible region is a convex polytope , which is a set defined as the intersection of finitely many half spaces , each of which is defined by a linear inequality.