This textbook explores the different aspects of data mining from the fundamentals to the complex data types and their applications, capturing the wide diversity of problem domains for data mining issues. It goes beyond the traditional focus on data mining problems to introduce advanced data types such as text, time series, discrete sequences, spatial data, graph data, and social networks. Until now, no single book has addressed all these topics in a comprehensive and integrated way. The chapters of this book fall into one of three categories: Fundamental chapters: Data mining has four main problems, which correspond to clustering, classification, association pattern mining, and outlier analysis. These chapters comprehensively discuss a wide variety of methods for these problems. Domain chapters: These chapters discuss the specific methods used for different domains of data such as text data, time-series data, sequence data, graph data, and spatial data. Application chapters: These chapters study important applications such as stream mining, Web mining, ranking, recommendations, social networks, and privacy preservation. The domain chapters also have an applied flavor.
剩余745页未读,继续阅读
- 粉丝: 2
- 资源: 4
- 我的内容管理 收起
- 我的资源 快来上传第一个资源
- 我的收益 登录查看自己的收益
- 我的积分 登录查看自己的积分
- 我的C币 登录后查看C币余额
- 我的收藏
- 我的下载
- 下载帮助
会员权益专享
最新资源
- ExcelVBA中的Range和Cells用法说明.pdf
- 基于单片机的电梯控制模型设计.doc
- 主成分分析和因子分析.pptx
- 共享笔记服务系统论文.doc
- 基于数据治理体系的数据中台实践分享.pptx
- 变压器的铭牌和额定值.pptx
- 计算机网络课程设计报告--用winsock设计Ping应用程序.doc
- 高电压技术课件:第03章 液体和固体介质的电气特性.pdf
- Oracle商务智能精华介绍.pptx
- 基于单片机的输液滴速控制系统设计文档.doc
- dw考试题 5套.pdf
- 学生档案管理系统详细设计说明书.doc
- 操作系统PPT课件.pptx
- 智慧路边停车管理系统方案.pptx
- 【企业内控系列】企业内部控制之人力资源管理控制(17页).doc
- 温度传感器分类与特点.pptx
评论0