没有合适的资源?快使用搜索试试~ 我知道了~
资源推荐
资源详情
资源评论
Introduction to Data Mining
Instructor’s Solution Manual
Pang-Ning Tan
Michael Steinbach
Vipin Kumar
Copyright
c
2006 Pearson Addison-Wesley. All rights reserved.
Contents
1 Introduction 1
2Data 5
3 Exploring Data 19
4 Classification: Basic Concepts, Decision Trees, and Model
Evaluation 25
5 Classification: Alternative Techniques 45
6 Association Analysis: Basic Concepts and Algorithms 71
7 Association Analysis: Advanced Concepts 95
8 Cluster Analysis: Basic Concepts and Algorithms 125
9 Cluster Analysis: Additional Issues and Algorithms 147
10 Anomaly Detection 157
iii
1
Introduction
1. Discuss whether or not each of the following activities is a data mining
task.
(a) Dividing the customers of a company according to their gender.
No. This is a simple database query.
(b) Dividing the customers of a company according to their prof-
itability.
No. This is an accounting calculation, followed by the applica-
tion of a threshold. However, predicting the profitability of a new
customer would be data mining.
(c) Computing the total sales of a company.
No. Again, this is simple accounting.
(d) Sorting a student database based on student identification num-
bers.
No. Again, this is a simple database query.
(e) Predicting the outcomes of tossing a (fair) pair of dice.
No. Since the die is fair, this is a probability calculation. If the
die were not fair, and we needed to estimate the probabilities of
each outcome from the data, then this is more like the problems
considered by data mining. However, in this specific case, solu-
tions to this problem were developed by mathematicians a long
time ago, and thus, we wouldn’t consider it to be data mining.
(f) Predicting the future stock price of a company using historical
records.
Yes. We would attempt to create a model that can predict the
continuous value of the stock price. This is an example of the
剩余168页未读,继续阅读
资源评论
daodao0704
- 粉丝: 0
- 资源: 11
上传资源 快速赚钱
- 我的内容管理 展开
- 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
安全验证
文档复制为VIP权益,开通VIP直接复制
信息提交成功