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作者：Owen Woodberry

出版社：?Lulu Press, Inc.

出版功夫：2014-04-07

ISBN：9781291812671

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内容介绍

使用Netica编程贝叶斯网络解决规划提供了一个和善但美满的介绍
，介绍了若何使用Netica-API在Java中编程贝叶斯网络。这本书如果了很少的编程经验和对贝叶斯网络的根基理解
，因而适合大无数有兴致进建若何创建基于贝叶斯网络的软件的人
，从幼型工作特定剧本到大型项目。

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目录

1 Introduction

Workbook Overview

Workbook Legend

Running Examples and Exercises: Lung Cancer and Native Fish Problems

Loading the Netica Engine

Netica API Family

Fundamentals

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2 Building Basic Bayesian Networks

Goals

Introduction

Creating Networks

Creating Nodes and Defining States

Defining Structure

Defining CPTs

Achievements

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3 Basic Inference and Findings

Goals

Introduction

Compiling, Updating and Reading Beliefs

Entering Findings

Achievements

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4 Decision Networks

Goals

Introduction

Creating Decision and Utility Nodes

Defining Utility Node Values

Reading Utilities

Achievements

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5 Real Valued Nodes

Goals

Introduction

Discrete Nodes with Values

Continuous Nodes

Reading Real Values

Entering Real Findings

Achievements

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6 Node Lists and Related Nodes

Goals

Introduction

Managing Lists of Nodes

Graph Searches

Achievements

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7 NeticaEx

Goals

Introduction

NeticaEx Classes

Using NeticaEx

Useful NeticaEx Methods

Achievements

Data, Learning and Parameterization

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8 Cases

Goals

Introduction

Case Files

Writing/Reading Streamer Case Files

The Caseset Class

Connecting to a Database

Achievements

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9 Generating CPTs via Data

Goals

Introduction

Counting Learning from Data

Experience

EM and Gradient Descent Learning

Achievements

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10 Generating CPTs via Equations

Goals

Introduction

Writing Equations

Setting Node Equations

Converting Equations to Tables

Constant Nodes

Achievements

Testing and Evaluation

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11 Network Testing

Goals

Introduction

The NetTester Class

Error Rate

Confusion Matrices

Log Loss and Quadratic Loss

Achievements

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12 Sensitivity Analysis

Goals

Introduction

Measuring Sensitivity

Mutual Information

Variance of Real

Achievements

Scaling up to Bigger Projects

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13 Net Libraries

Goals

Introduction

Creating Net Libraries

Importing Net Libraries

Achievements

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14 Extending Classes

Goals

Introduction

Extending Netica via Inheritance

The User Class

Storing and Retrieving Simple Data with User Objects

Storing Objects in User Objects

A Practical Extension Example: Verbal Probabilities

Achievements

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15 Graphical User Interfaces

Goals

Introduction

Classes

Manipulating network style and layout

Java-based GUIs for BNs

Achievements

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