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Projection pursuit regression information


In statistics, projection pursuit regression (PPR) is a statistical model developed by Jerome H. Friedman and Werner Stuetzle that extends additive models. This model adapts the additive models in that it first projects the data matrix of explanatory variables in the optimal direction before applying smoothing functions to these explanatory variables.

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Projection pursuit regression

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In statistics, projection pursuit regression (PPR) is a statistical model developed by Jerome H. Friedman and Werner Stuetzle that extends additive models...

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Projection pursuit

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drawback of projection pursuit methods is their high demand on computer time. Projection pursuit regression Targeted projection pursuit J. H. Friedman...

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Partial least squares regression

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Partial least squares regression (PLS regression) is a statistical method that bears some relation to principal components regression; instead of finding...

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Linear regression

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Logistic regression M-estimator Multivariate adaptive regression spline Nonlinear regression Nonparametric regression Normal equations Projection pursuit regression...

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Additive model

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algorithm Projection pursuit regression Generalized additive model for location, scale, and shape (GAMLSS) Median polish Projection pursuit Friedman,...

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PPR

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a web repository for computer programming design patterns Projection Pursuit Regression, a statistical learning method Pulsed Plasma Rocket, a form...

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Psychological projection

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Psychological projection is a defence mechanism of alterity concerning "inside" content mistaken to be coming from the "outside" Other. It forms the basis...

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List of statistics articles

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function Progressively measurable process Prognostics Projection pursuit Projection pursuit regression Proof of Stein's example Propagation of uncertainty...

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Matching pursuit

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Matching pursuit (MP) is a sparse approximation algorithm which finds the "best matching" projections of multidimensional data onto the span of an over-complete...

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Defence mechanism

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works of her father, Sigmund Freud: repression, regression, reaction formation, isolation, undoing, projection, introjection, turning against one's own person...

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Independent component analysis

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is essentially a multivariate, parallel version of projection pursuit. Whereas projection pursuit extracts a series of signals one at a time from a set...

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Exploratory data analysis

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Targeted projection pursuit Heat map Bar chart Horizon graph Glyph-based visualization methods such as PhenoPlot and Chernoff faces Projection methods...

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Principal component analysis

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principal components and then run the regression against them, a method called principal component regression. Dimensionality reduction may also be appropriate...

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Outline of machine learning

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Partial least squares regression (PLSR) Principal component analysis (PCA) Principal component regression (PCR) Projection pursuit Sammon mapping t-distributed...

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John Tukey

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easier alternative to linear regression. In 1974, he developed, with Jerome H. Friedman, the concept of the projection pursuit. John Tukey contributed greatly...

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Robust principal component analysis

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Minimization (FAM), Iteratively Reweighted Least Squares (IRLS ) or alternating projections (AP). The 2014 guaranteed algorithm for the robust PCA problem (with...

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Feature selection

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penalizes the regression coefficients with an L1 penalty, shrinking many of them to zero. Any features which have non-zero regression coefficients are...

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Michael Akritas

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J. Amer. Statist. Assoc., 107, 1230–1238. Akritas, M.G. (2016). Projection Pursuit Multi-Index (PPMI) Models. Statistics and Probability Letters 114...

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Whitening transformation

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1080/00031305.2016.1277159. S2CID 55075085. Friedman, J. (1987). "Exploratory Projection Pursuit" (PDF). Journal of the American Statistical Association. 82 (397):...

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Malignant narcissism

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of projection as a defense mechanism has been confirmed in paranoia, as well as "the patient's vulnerability to malignant narcissistic regression". Because...

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Compressed sensing

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276. doi:10.1511/2009.79.276. S2CID 349102. Tibshirani, Robert (1996). "Regression shrinkage and selection via the lasso". Journal of the Royal Statistical...

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Giganotosaurus

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geometrically similar to the holotype specimen. By using multivariate regression equations, these authors also suggested an alternative weight of 6.5 t...

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Bregman method

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limit of this iterative projection converges to the optimal primal dual pair.[citation needed] In the case of a basis pursuit-type problem min x : A x...

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Sparse dictionary learning

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transferred to a sparse space, different recovery algorithms like basis pursuit, CoSaMP or fast non-iterative algorithms can be used to recover the signal...

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Reincarnation

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past-life regressions as a therapeutic method, calling it unethical. Additionally, the hypnotic methodology that underpins past-life regression has been...

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Human eye

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exposure concentrations were used. Results from multivariate logistic regression analysis suggest that current smokers tended to be less sensitive to the...

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Conspiracy theory

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correlated with lower analytical thinking, lower intelligence, psychological projection, paranoia, and Machiavellianism. Psychologists usually attribute belief...

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