数据挖掘英文资料

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     现在将自己收藏的数据挖掘的一些资料贴出来与大家分享，主要是数据挖掘领域两大牛人韩家炜和Tan P.N.的两本书的相关课程资料。经测试大部分都可以正常下载，如果不能下载可能是作者网站的链接问题。
      从自己的个人主页里拷贝过来的东西，排版有点变形了，大家凑合看，喜欢的就给评个分哈。需要的朋友可以用迅雷下载所有链接，筛选ppt和pdf格式的扩展名，可以快速下载。

一楼是Tan P.N.的数据挖掘导论一书相关资料：

Introduction to data Mining (Pang-Ning Tan, Michael Steinbach & Vipin Kumar) 　

Sample Chapters:
　

Chapter 4. Classification: Basic Concepts, Decision Trees, and Model Evaluation (444KB)

Chapter 6. Association Analysis: Basic Concepts and Algorithms (612KB)

Chapter 8. Cluster Analysis: Basic Concepts and Algorithms (1.3MB)



PowerPoint Slides:
1. Introduction (lecture slides: [PPT] [PDF])

2. Data (lecture slides: [PPT][PDF])

3. Exploring Data (lecture slides: [PPT][PDF])

4. Classication: Basic Concepts, Decision Trees, and Model Evaluation (lecture slides: [PPT][PDF])

5. Classication: Alternative Techniques (lecture slides: [PPT][PDF])

6. Association Analysis: Basic Concepts and Algorithms (lecture slides: [PPT][PDF])

7. Association Analysis: Advanced Concepts (lecture slides: [PPT][PDF])

8. Cluster Analysis: Basic Concepts and Algorithms (lecture slides: [PPT][PDF])

9. Cluster Analysis: Additional Issues and Algorithms (lecture slides: [PPT][PDF])

10. Anomaly Detection (lecture slides: [PPT][PDF])

以后还会陆续更新其他资料，请大家予以关注。

　

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关键词：数据挖掘 英文资料 introduction Association Alternative 数据 挖掘 资料 英文

二楼是韩家炜的数据挖掘：概念与技术的相关资料。Data Mining: Concepts and Techniques (JiaWei Han, Micheline Kamber )
Related Resources:

UIUC CS412: An Introduction to Data Warehousing and Data Mining (Fall 2009)
UIUC CS591Han Advanced Topics in Data Mining (Fall 2009)
UIUC CS591 Yahoo!-DAIS (Data and Information Systems) Seminar

UIUC CS512: Data Mining: Principles and Algorithms (Spring 2009)


Related PowerPoint Slides:

Chapter 1. Introduction

Chapter 2. Data Preprocessing

Chapter 3. Data Warehouse and OLAP Technology: An Overview

Chapter 4. Data Cube Computation and Data Generalization

Chapter 5. Mining Frequent Patterns, Associations and Correlations

Chapter 6. Classification and Prediction

Chapter 7. Cluster Analysis

Chapter 8. Mining Stream, Time-Series and Sequence Data
          Section 8.1. Mining Data Streams
          Section 8.2. Mining Time-Series Data

          Section 8.3. Mining Sequence Patterns in Transactional Databases

          Section 8.4. Mining Sequence Patterns in Biological Databases


Chapter 9. Graph Mining, Social Network Analysis and Multi-Relational Data Mining
          Section 9.1. Graph Mining
          Section 9.2. Social Network Analysis
          Section 9.3. Multirelational Data Mining

Chapter 10. Mining Object, Spatial, Multimedia, Text and Web Data
          Section 10.1. Mining Object, Spatial and Multimedia Data
          Section 10.1. Mining Text and Web Data

Chapter 11. Applications and Trends in Data Mining

Additional theme: Visual Data Mining

Additional theme: Software Bug Mining

Additional theme: RFID Data Warehousing and High-Performance Data Mining

Additional theme: Intrusion Detection and Data Mining

Additional theme: Collaborative Filtering and Data Mining


Updated Slides for CS, UIUC Teaching in PowerPoint form

Chapter 1. Introduction

Chapter 2. Data Preprocessing

Chapter 3. Data Warehouse and OLAP Technology: An Overview

Chapter 4. Data Cube Computation and Data Generalization

Chapter 5. Mining Frequent Patterns, Associations and Correlations

Chapter 6. Classification and Prediction

Chapter 7. Cluster Analysis




以后还会陆续更新其他资料，请大家予以关注。

从自己的个人主页里拷贝过来的东西，排版有点变形了，大家凑合看，喜欢的就给评个分哈

感谢LZ分享！

Jack315 发表于 2009-11-23 21:42
感谢LZ分享！

学术本身就应该是无私分享，喜欢就给评个分吧

楼主，你的主页怎么上啊？

nkdachu 发表于 2009-11-24 12:49
楼主，你的主页怎么上啊？

google site的网页最近打不开了，所以没法维护，上面主要的下载资源都已经贴到帖子里了，呵呵

谢谢了哦，基本都下了，呵呵

和你学习
我也改免费提供文档

帖子又沉了，看来此版块氛围不是很好啊