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数据挖掘导论完整版 Introduction to Data Mining

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Jingdong book

数据挖掘导论完整版 Introduction to Data Mining

Name: 数据挖掘导论 完整版 Introduction to Data Mining
Brand: Jingdong book
SKU: 3118097821
Price: 34.73 USD
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《数据挖掘导论（完整版）》全面介绍了数据挖掘，涵盖了五个主题：数据、分类、关联分析、聚类和异常检测。除异常检测外，每个主题都有两章。前一章涵盖基本概念、代表性算法和评估技术，而后一章讨论高级概念和算法。这样读者在透彻地理解数据挖掘的基础的同时，还能够了解更多重要的高级主题。《数据挖掘导论（完整版）》是明尼苏达大学和密歇根州立大学数据挖掘课程的教材，由于独具特色，正式出版之前就已经被斯坦福大学、得克萨斯大学奥斯汀分校等众多名校采用。《数据挖掘导论（完整版）》特色与许多其他同类图书不同，《数据挖掘导论（完整版）》将重点放在如何用数据挖掘知识解决各种实际问题。
只要求具备很少的预备知识——不需要数据库背景，只需要很少的统计学或数学背景知识。
书中包含大量的图表、综合示例和丰富的习题，并且使用示例、关键算法的简洁描述和习题，尽可能直接聚焦于数据挖掘的主要概念。
教辅内容极为丰富，包括课程幻灯片、学生课题建议、数据挖掘资源（如数据挖掘算法和数据集）、联机指南（使用实际的数据集和数据分析软件，《数据挖掘导论（完整版）》介绍的部分数据挖掘技术提供例子讲解）。

Content Description

《数据挖掘导论（完整版）》全面介绍了数据挖掘的理论和方法，旨在为读者提供将数据挖掘应用于实际问题所必需的知识。《数据挖掘导论（完整版）》涵盖五个主题：数据、分类、关联分析、聚类和异常检测。除异常检测外，每个主题都包含两章：前面一章讲述基本概念、代表性算法和评估技术，后面一章较深入地讨论高级概念和算法。目的是使读者在透彻地理解数据挖掘基础的同时，还能了解更多重要的高级主题。此外，书中还提供了大量示例、图表和习题。
《数据挖掘导论（完整版）》适合作为相关专业高年级本科生和研究生数据挖掘课程的教材，同时也可作为数据挖掘研究和应用开发人员的参考书。

Author Description

陈封能（Pang-Ning Tan）现为密歇根州立大学计算机与工程系助理教授，主要教授数据挖掘、数据库系统等课程。此前，他曾是明尼苏达大学美国陆军高性能计算研究中心副研究员（2002-2003）。斯坦巴赫（Michael Steinbach）明尼苏达大学计算机与工程系研究员，在读博士。库玛尔（Vipin Kumar）明尼苏达大学计算机科学与工程系主任，曾任美国陆军高性能计算研究中心主任。他拥有马里兰大学博士学位，是数据挖掘和高性能计算方面的专家，IEEE会士。

范明，郑州大学信息工程学院教授，中国计算机学会数据库专业委员会委员、人工智能与模式识别专业委员会委员，长期从事计算机软件与理论教学和研究。先后发表论史40余篇。范宏建澳大利亚墨尔本大学计算机科学博士。先后在WWW、PAKDD、RSFDGrC、IEEE GrC和Australian AI等国际学术会议和IEEE Transactions on Knowledge and Data Engineering发表论文10余篇。目前是澳大利亚AUSTRAC的高级分析师。

Catalogue

第1章绪论
1.1 什么是数据挖掘
1.2 数据挖掘要解决的问题
1.3 数据挖掘的起源
1.4 数据挖掘任务
1.5 本书的内容与组织
文献注释
参考文献
习题

第2章数据
2.1 数据类型
2.1.1 属性与度量
2.1.2 数据集的类型
2.2 数据质量
2.2.1 测量和数据收集问题
2.2.2 关于应用的问题
2.3 数据预处理
2.3.1 聚集
2.3.2 抽样
2.3.3 维归约
2.3.4 特征子集选择
2.3.5 特征创建
2.3.6 离散化和二元化
2.3.7 变量变换
2.4 相似性和相异性的度量
2.4.1 基础
2.4.2 简单属性之间的相似度和相异度
2.4.3 数据对象之间的相异度
2.4.4 数据对象之间的相似度
2.4.5 邻近性度量的例子
2.4.6 邻近度计算问题
2.4.7 选取正确的邻近性度量
文献注释
参考文献
习题
第3章探索数据
第4章分类：基本概念、决策树与模型评估
第5章分类：其他技术
第6章关联分析：基本概念和算法
第7章关联分析：高级概念
第8章聚类分析：基本概念和算法
第9章聚类分析：其他问题与算法
第10章异常检测
文献注释
参考文献
习题
附录a 线性代数
附录b 维归约
附录c 概率统计
附录d 回归
附录e 优化

Book Abstract

空间数据的重要例子是科学和工程数据集，其数据取自二维或三维网格上规则或不规则分布的点上的测量或模型输出。例如，地球科学数据集记录在各种分辨率（如每度）下经纬度球面网格点（网格单元）上测量的温度和气压（见图2-4d）。另一个例子，在瓦斯气流模拟中，可以针对模拟中的每个网格点记录流速和方向。
5.处理非记录数据大部分数据挖掘算法都是为记录数据或其变体（如事务数据和数据矩阵）设计的。通过从数据对象中提取特征，并使用这些特征创建对应于每个对象的记录，针对记录数据的技术也可以用于非记录数据。考虑前面介绍的化学结构数据。给定一个常见的子结构集合，每个化合物都可以用一个具有二元属性的记录表示，这些二元属性指出化合物是否包含特定的子结构。这样的表示实际上是事务数据集，其中事务是化合物，而项是子结构。在某些情况下，容易用记录形式表示数据，但是这类表示并不能捕获数据中的所有信息。考虑这样的时间空间数据，它由空间网格每一点上的时间序列组成。通常，这种数据存放在数据矩阵中，其中每行代表一个位置，而每列代表一个特定的时间点。然而，这种表示并不能明确地表示属性之间存在的时间联系以及对象之间存在的空间联系。但并不是说这种表示不合适，而是说分析时必须考虑这些联系。例如，在使用数据挖掘技术时，假定属性之间在统计上是相互独立的并不是一个好主意。
……

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数据挖掘导论 完整版 Introduction to Data Mining

数据挖掘导论完整版 Introduction to Data Mining