Statistical computing in C++ and R. ([2011])

• Record Type: Book
• Further Information: Note: Randall L. Eubank, Ana Kupresanin.
• Authors: Eubank, Randall L, 1952-; Kupresanin, Ana
• Contents: Introduction; Programming paradigms; Object-oriented programming; What lies ahead; ; Computer representation of numbers; Introduction; Storage in C++; Integers; Floating-point representation; Errors; Computing a sample variance; Storage in R; Exercises; ; A sketch of C++; Introduction; Variables and scope; Arithmetic and logical operators; Control structures; Using arrays and pointers; Functions; Classes, objects and methods; Miscellaneous topics; Matrix and vector classes; .Input, output and templates; .Function templates; .Exercises; ; Generation of pseudo-random numbers; Introduction; Congruential methods; Lehmer type generators in C++; An FMclass; Other generation methods; Nonuniform generation; Generating random normals; Generating random numbers in R; Using the R Standalone Math Library; .Exercises; ; Programming in R; Introduction; File input and output; Classes, methods and namespaces; Writing R functions; Avoiding loops in R; An example; Using C/C++ code in R; Exercises; ; Creating classes and methods in R; Introduction; Creating a new class; Generic methods; An example; Exercises; ; Numerical linear algebra; Introduction; Solving linear equations; Eigenvalues and eigenvectors; Singular value decomposition; Least squares; The Template Numerical Toolkit; Exercises; ; Numerical optimization; Introduction; Function objects; Golden section; Newton’s method; Maximum likelihood; Random search; Exercises; ; Abstract data structures; Introduction; ADT dictionary; ADT priority queue; ADT ordered set; Pointer arithmetic, iterators and templates; Exercises; ; Data structures in C++; Introduction; Container basics; Vector and deque; The C++ list container; Queues; The map and set containers; Algorithm basics; Exercises; ; Parallel computing in C++ and R; Introduction; OpenMP; Basic MPI commands for C++; Parallel processing in R; Parallel random number generation; Exercises; A An introduction to Unix; A.Getting around and finding things; A.Seeing what’s there; A.Creating and destroying things; A.Things that are running and how to stop them; B An introduction to R; B.R as a calculator; B.R as a graphics engine; B.R for statistical analysis; C C++ library extensions (TR); C.Pseudo-random numbers; C.Hash tables; C.Tuples; D The Matrix and Vector classes; E The ranGen class; References; Index;
• Publisher Details: Boca Raton, FL : CRC Press
• Publication Date: 2011
• Copyright Date: 2011
• Extent: 1 online resource (xv, 535 pages), illustrations
• Subjects: 519.50285/5133; Statistics -- Data processing; C++ (Computer program language); R (Computer program language); C++ (Computer program language); R (Computer program language); Statistics -- Data processing; MATHEMATICS / Probability & Statistics / General; Electronic books
• Languages: English
• ISBNs: 9781439893937; 1439893934; 9781420066517; 9781466515338; 1466515333; 9781466551831; 1466551836; 9781466515376; 1466515376; 1420066501; 9781420066500
• Related ISBNs: 9781420066500; 142006651X
• Notes: Note: Includes bibliographical references (pages 531-535).; 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.