Foundations of statistical algorithms : with reference to R packages /: with reference to R packages. ([2014])
- Record Type:
- Book
- Title:
- Foundations of statistical algorithms : with reference to R packages /: with reference to R packages. ([2014])
- Main Title:
- Foundations of statistical algorithms : with reference to R packages
- Further Information:
- Note: Claus Weihs, Olaf Mersmann, Uwe Ligges.
- Authors:
- Weihs, Claus
Mersmann, Olaf
Ligges, Uwe - Contents:
- Introduction Computation; Motivation and History; Models for Computing: What Can a Computer Compute?; Floating-Point Computations: How Does a Computer Compute?; Precision of Computations: How Exact Does a Computer Compute?; Implementation in R Verification; Motivation and History; Theory; Practice and Simulation; Implementation in R Iteration; Motivation; Preliminaries; Univariate Optimization; Multivariate Optimization; Example: Neural Nets; Constrained Optimization; Evolutionary Computing; Implementation in R Deduction of Theoretical Properties; PLS—from Algorithm to Optimality; EM Algorithm; Implementation in R Randomization; Motivation and History; Theory: Univariate Randomization; Theory: Multivariate Randomization; Practice and Simulation: Stochastic Modeling; Implementation in R Repetition; Motivation and Overview; Model Selection; Model Selection in Classification; Model Selection in Continuous Models; Implementation in R Scalability and Parallelization; Introduction; Motivation and History; Optimization; Parallel Computing; Implementation in R Bibliography Index Conclusion and Exercises appear at the end of each chapter.
- Publisher Details:
- Boca Raton : CRC Press
- Publication Date:
- 2014
- Extent:
- 1 online resource (xxv, 473 pages ), illustrations
- Subjects:
- 519.50285/51
Statistics -- Data processing
Algorithms
MATHEMATICS -- Probability & Statistics -- General
Algorithms
Statistics -- Data processing - Languages:
- English
- ISBNs:
- 9781439878873
1439878870 - Related ISBNs:
- 9781439878859
1439878854 - Notes:
- Note: Includes bibliographical references (pages 449-465) and index.
Note: Description based on print version record. - Access Rights:
- Legal Deposit; Only available on premises controlled by the deposit library and to one user at any one time; The Legal Deposit Libraries (Non-Print Works) Regulations (UK).
- Access Usage:
- Restricted: Printing from this resource is governed by The Legal Deposit Libraries (Non-Print Works) Regulations (UK) and UK copyright law currently in force.
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library HMNTS - ELD.DS.144193
- Ingest File:
- 01_047.xml