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Quadratic classifier information


In statistics, a quadratic classifier is a statistical classifier that uses a quadratic decision surface to separate measurements of two or more classes of objects or events. It is a more general version of the linear classifier.

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Quadratic classifier

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In statistics, a quadratic classifier is a statistical classifier that uses a quadratic decision surface to separate measurements of two or more classes...

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Quadratic

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hash tables Quadratic classifier, used in machine learning to separate measurements of two or more classes of objects Quadratic time, in referring to...

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Linear classifier

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"no". A linear classifier is often used in situations where the speed of classification is an issue, since it is often the fastest classifier, especially...

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MNIST database

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classifier with no preprocessing. In 2004, a best-case error rate of 0.42 percent was achieved on the database by researchers using a new classifier called...

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Statistical classification

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classification, especially in a concrete implementation, is known as a classifier. The term "classifier" sometimes also refers to the mathematical function, implemented...

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QDA

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used in qualitative research Quadratic discriminant analysis as used in statistical classification or as a quadratic classifier in machine learning The .QDA...

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Support vector machine

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the maximum-margin hyperplane and the linear classifier it defines is known as a maximum-margin classifier; or equivalently, the perceptron of optimal...

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Linear discriminant analysis

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_{1}|\ >\ T} Without any further assumptions, the resulting classifier is referred to as quadratic discriminant analysis (QDA). LDA instead makes the additional...

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List of statistics articles

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Q-statistic[disambiguation needed] Quadrat Quadrant count ratio Quadratic classifier Quadratic form (statistics) Quadratic variation Qualitative comparative analysis Qualitative...

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Binary quadratic form

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In mathematics, a binary quadratic form is a quadratic homogeneous polynomial in two variables q ( x , y ) = a x 2 + b x y + c y 2 , {\displaystyle q(x...

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Conic section

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A conic section, conic or a quadratic curve is a curve obtained from a cone's surface intersecting a plane. The three types of conic section are the hyperbola...

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Evaluation of binary classifiers

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There are many metrics that can be used to measure the performance of a classifier or predictor; different fields have different preferences for specific...

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Arf invariant

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discriminant for quadratic forms in characteristic not 2. Arf used his invariant, among others, in his endeavor to classify quadratic forms in characteristic 2...

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Outline of machine learning

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regression (LARS) Classifiers Probabilistic classifier Naive Bayes classifier Binary classifier Linear classifier Hierarchical classifier Dimensionality...

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Huber loss

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{1}{2}}\delta \right),&{\text{otherwise.}}\end{cases}}} This function is quadratic for small values of a, and linear for large values, with equal values...

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Optimal discriminant analysis and classification tree analysis

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Linear classifier Logit (for logistic regression) Machine learning Multidimensional scaling Perceptron Preference regression Quadratic classifier Statistics...

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Unitary group

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the Λ-quadratic form (h, q) on M. A quadratic module over (R, Λ) is a triple (M, h, q) such that M is an R-module and (h, q) is a Λ-quadratic form. To...

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Perceptron

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neuron) is an algorithm for supervised learning of binary classifiers. A binary classifier is a function which can decide whether or not an input, represented...

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Mathematical optimization

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difficult than regular linear programming. Quadratic programming allows the objective function to have quadratic terms, while the feasible set must be specified...

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AdaBoost

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harder-to-classify examples. AdaBoost refers to a particular method of training a boosted classifier. A boosted classifier is a classifier of the form...

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Clifford algebra

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a Clifford algebra is an algebra generated by a vector space with a quadratic form, and is a unital associative algebra with the additional structure...

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Classification of Clifford algebras

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nondegenerate quadratic forms on vector spaces, the finite-dimensional real and complex Clifford algebras for a nondegenerate quadratic form have been...

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Misiurewicz point

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in the Mandelbrot set (the parameter space of complex quadratic maps) and also in real quadratic maps of the interval for which the critical point is strictly...

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Hinge loss

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for support vector machines (SVMs). For an intended output t = ±1 and a classifier score y, the hinge loss of the prediction y is defined as ℓ ( y ) = max...

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Mahalanobis distance

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supervised classification. In order to use the Mahalanobis distance to classify a test point as belonging to one of N classes, one first estimates the...

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