Skip to Content
Data Mining: Concepts and Techniques, 3rd Edition
book

Data Mining: Concepts and Techniques, 3rd Edition

by Jiawei Han, Micheline Kamber, Jian Pei
June 2011
Beginner to intermediate
744 pages
25h 11m
English
Morgan Kaufmann
Content preview from Data Mining: Concepts and Techniques, 3rd Edition

11.6 Exercises

11.1 Traditional clustering methods are rigid in that they require each object to belong exclusively to only one cluster. Explain why this is a special case of fuzzy clustering. You may use k-means as an example.

11.2 AllElectronics carries 1000 products, P1, …, P1000. Consider customers Ada, Bob, and Cathy such that Ada and Bob purchase three products in common, image, and P3. For the other 997 products, Ada and Bob independently purchase seven of them randomly. Cathy purchases 10 products, randomly selected from the 1000 products. In Euclidean distance, what is the probability that ? What if Jaccard similarity (Chapter 2) is used? What ...

Become an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
and much more.

Read now

Unlock full access

More than 5,000 organizations count on O’Reilly

AirBnbBlueOriginElectronic ArtsHomeDepotNasdaqRakutenTata Consultancy Services

QuotationMarkO’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.
Julian F.
Head of Cybersecurity
QuotationMarkI wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.
Addison B.
Field Engineer
QuotationMarkI’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.
Amir M.
Data Platform Tech Lead
QuotationMarkI'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.
Mark W.
Embedded Software Engineer

You might also like

Practical Statistics for Data Scientists, 2nd Edition

Practical Statistics for Data Scientists, 2nd Edition

Peter Bruce, Andrew Bruce, Peter Gedeck
Data Mining, 4th Edition

Data Mining, 4th Edition

Ian H. Witten, Eibe Frank, Mark A. Hall, Christopher J. Pal
Fundamentals of Data Engineering

Fundamentals of Data Engineering

Joe Reis, Matt Housley
Fundamentals of Data Engineering

Fundamentals of Data Engineering

Joe Reis, Matt Housley

Publisher Resources

ISBN: 9780123814791