Compare Prices | Create Shopping Lists with Price Drop Alerts | Set Coupons, Promo Codes & Sales Alerts | Get Access to Exclusive Deals and Much More... All in One Place | Read all about it here

Model-Free Prediction and Regression

Model-Free Prediction and Regression

Brand
Springer Nature
Manufacturer
N/A
Part Number
0
GTIN
9783319213477
Condition
New
Product Description

The Model-Free Prediction Principle expounded upon in this monograph is based on the simple notion of transforming a complex dataset to one that is easier to work with, e.g., i.i.d. or Gaussian. As such, it restores the emphasis on observable quantities, i.e., current and future data, as opposed to unobservable model parameters and estimates thereof, and yields optimal predictors in diverse settings such as regression and time series. Furthermore, the Model-Free Bootstrap takes us beyond point prediction in order to construct frequentist prediction intervals without resort to unrealistic assumptions such as normality. Prediction has been traditionally approached via a model-based paradigm, i.e., (a) fit a model to the data at hand, and (b) use the fitted model to extrapolate/predict future data. Due to both mathematical and computational constraints, 20th century statistical practice focused mostly on parametric models. Fortunately, with the advent of widely accessible powerful computing in the late 1970s, computer-intensive methods such as the bootstrap and cross-validation freed practitioners from the limitations of parametric models, and paved the way towards the `big data' era of the 21st century. Nonetheless, there is a further step one may take, i.e., going beyond even nonparametric models; this is where the Model-Free Prediction Principle is useful. Interestingly, being able to predict a response variable Y associated with a regressor variable X taking on any possible value seems to inadvertently also achieve the main goal of modeling, i.e., trying to describe how Y depends on X. Hence, as prediction can be treated as a by-product of model-fitting, key estimation problems can be addressed as a by-product of being able to perform prediction. In other words, a practitioner can use Model-Free Prediction ideas in order to additionally obtain point estimates and confidence intervals for relevant parameters leading to an alternative, transformation-based approach to statistical inference.

Available Colors
Available Sizes
1 Offer Price Range: $84.99 - $84.99
BEST PRICE

Single Product Purchase

$84.99
@ Link.springer.com     BUY Now

Price Comparison

Seller Contact Seller List Price On Sale Shipping Best Promo Final Price Volume Discount Financing Availability Seller's Page
BEST PRICE
1 Product Purchase
@ Link.springer.com
Contact Store Call Store Contact Support
$84.99 $84.99

$84.99
See Site In stock Visit Store

Similar Products

Image-Based and Fractional-Order Control for Mechatronic Systems

$139.99

Affective Capitalism

$109.99

William Carlos Williams and the American Poem

$14.99

Biomedical Image Registration

$54.99

Inhabiting Cyberspace and Emerging Cyberplaces

$44.99

13th International Conference on Biomedical Engineering

$329.99

Echo and Meaning on Early Modern English Stages

$44.99

Wider den Chauvinismus

$17.99

Medientheorie der Globalisierung

$9.99

Pay-What-You-Want im Internet

$49.99

Advanced Optimization by Nature-Inspired Algorithms

$79.99

Russia and its Other(s) on Film

$39.99

Programming Languages and Systems - ESOP '96

$39.99

Spy Ninjas Official Graphic Novel: Virtual Reality Madness!

$9.74

Theoretical Fluid Dynamics

$119.99

Biofluid Mechanics 2

$39.99

Hyperbolic Functional Differential Inequalities and Applications

$109.99

Idea to Product

$169.99

Klimaneutralitt in der Industrie

$59.99

Genome Mapping and Genomics in Human and Non-Human Primates

$169.99

Novel Biodegradable Microbial Polymers

$219.99

Homological and Computational Methods in Commutative Algebra

$109.99

The Skeptical Dynamis and Its Pragmatic Possibilities

$99.00

Marktpltze im Umbruch

$79.99

Dyadic Walsh Analysis from 1924 Onwards Walsh-Gibbs-Butzer Dyadic Differentiation in Science Volume

$129.00

Das Europische Bahnsystem

$69.99

Fugenbewegungen bei Betonfahrbahnen und ihre Abhngigkeit von der Temperatur bei unterschiedlicher O

$59.99

Developing Property Rights Theory

$199.99

Touschek Lifetime Studies and Optimization of the European Synchrotron Radiation Facility

$109.99

Strafrecht Allgemeiner Teil

$24.99

Ruby Code (Hardcover)

$13.49

The Myth about Global Civil Society

$39.99

GO 2025 Kommentar, IGeL-Abrechnung

$89.99

Kant-Handbuch

$19.99

The Economics of the Super Bowl

$54.99

Occupy Time

$39.99

Maximising the Use of Biological Nitrogen Fixation in Agriculture

$169.99

Geometric, Control and Numerical Aspects of Nonholonomic Systems

$39.99

Pattern Recognition in Bioinformatics

$39.99

Energy Systems, Drives and Automations

$219.99