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In this article, we present an overview of methods for sequential simulation from posterior distributions.
These methods are of particular interest in Bayesian filtering for discrete time dynamic models
that are typically nonlinear and non-Gaussian. A general importance sampling framework is developed
that unifies many of the methods which have been proposed over the last few decades in several
different scientific disciplines. Novel extensions to the existing methods are also proposed.We showin
particular how to incorporate local linearisation methods similar to those which have previously been
employed in the deterministic filtering literature these lead to very effective importance distributions.
Furthermore we describe a method which uses Rao-Blackwellisation in order to take advantage of
the analytic structure present in some important classes of state-space models. In a final section we
develop algorithms for prediction, smoothing and evaluation of the likelihood in dynamic models.
Core Java 2 Volume I - Fundamentals, Seventh Edition
Completely revised and up-to-date coverage of
Generic programming, restrictions and limitations, type bounds, wilcard types, and generic reflection
Swing GUI development, including input validation and other enhancements
Exception handling and debugging, including chained exceptions, stack frames, assertions, and logging
Streams and files, the new I/O API, memory-mapped files, file locking, and character set encoders/decoders
Regular expressions using the powerful java.util.regex package
Inner classes, reflection, and dynamic proxies
Application packaging and the Preferences API
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The 1.4 release of Java 2 Standard edition brings a load of new features - and the potential for frustration. Fret not, our new 4th edition has answers. The accelerated introduction lets you start writing code right away, and because the book s classic quick reference contains all the classes in the essential Java packages, you can find exactly what you need to make Java s new version work for you.
華東師范大學(xué)(面向?qū)ο蟪绦蛟O(shè)計(jì)基于C++)課程全部作業(yè)(12次)代碼，包含一個(gè)大整數(shù)類。（包含作業(yè)內(nèi)容）
1 How to use VC++ & IBM Visual Age (XL) C++
2 Pointers, Arrays and Structures
3 Operators & Statements
4 Functions
5 Use of classes in STL
6 Define concrete classes
7 Data abstraction
8 Operator Overloading
9 Define integer type with arbitrary precision
10 Virtual functions
11 Templates
12 Exception handling
