The Data Mining Forum 
IMPORTANT: This is the old Data Mining forum.
I keep it online so that you can read the old messages.
Please post your new messages in the new forum: https://forum2.philippe-fournier-viger.com/index.php
Top Articles in Data Mining, and top data mining books
Posted by:
webmasterphilfv
Date: March 29, 2012 08:30PM
Hello everyone,
I would like to know your opinions about what are the top books or top articles on data mining.
Here are my favorites:
Top data mining books
Han & Kamber (2011) Data Mining Concepts and Techniques, 3rd Edition.
Comments: A very good book covering many topics. It is like an encyclopedia of data mining. Not a lot of details on each algorithms. But it covers many subjects. Unfortunately, in the third edition, they removed some advanced topics that were in the second edition.
Tan, Steinbach & Kumar (2006) Introduction to data mining
This book is the best data mining book that I have ever read. It does not cover a lot of topic but they are well-explained. It contains the best chapters about clustering and frequent itemset and association mining. There are three free chapters on the website (http://www-users.cs.umn.edu/~kumar/dmbook/index.php ), and I highly recommend them.
Top data mining articles
There is many data mining articles out there on many topics.
Some of my favorites are:
- PrefixSpan (sequential pattern mining)
- Apriori (association rule mining)
- The top 10 algorithms in Data mining
- TrustWalker (trust-based item recommendation)
- DBScan (clustering by density)
- CBA (classification by association rules)
- Educational data mining: A survey from 1995 to 2005 ( on the topic of mining educational data to find interesting patterns)
- Nine Laws of Data Mining
- Interestingness measures for data mining: A survey
- Agent mining: The synergy of agents and data mining (about how data mining and multi agent research can be integrated
- ...
So what are you top articles in data mining or top books?
Edited 3 time(s). Last edit at 03/29/2012 08:34PM by webmasterphilfv.
I would like to know your opinions about what are the top books or top articles on data mining.
Here are my favorites:
Top data mining books
Han & Kamber (2011) Data Mining Concepts and Techniques, 3rd Edition.
Comments: A very good book covering many topics. It is like an encyclopedia of data mining. Not a lot of details on each algorithms. But it covers many subjects. Unfortunately, in the third edition, they removed some advanced topics that were in the second edition.
Tan, Steinbach & Kumar (2006) Introduction to data mining
This book is the best data mining book that I have ever read. It does not cover a lot of topic but they are well-explained. It contains the best chapters about clustering and frequent itemset and association mining. There are three free chapters on the website (http://www-users.cs.umn.edu/~kumar/dmbook/index.php ), and I highly recommend them.
Top data mining articles
There is many data mining articles out there on many topics.
Some of my favorites are:
- PrefixSpan (sequential pattern mining)
- Apriori (association rule mining)
- The top 10 algorithms in Data mining
- TrustWalker (trust-based item recommendation)
- DBScan (clustering by density)
- CBA (classification by association rules)
- Educational data mining: A survey from 1995 to 2005 ( on the topic of mining educational data to find interesting patterns)
- Nine Laws of Data Mining
- Interestingness measures for data mining: A survey
- Agent mining: The synergy of agents and data mining (about how data mining and multi agent research can be integrated
- ...
So what are you top articles in data mining or top books?
Edited 3 time(s). Last edit at 03/29/2012 08:34PM by webmasterphilfv.
Re: Top Articles in Data Mining, and top data mining books
Posted by:
webmasterphilfv
Date: March 30, 2012 05:46AM
The top 5 data mining articles according to this website: (www.dataminingblog.com/top-five-articles-in-data-mining/ )
- An Introduction to Variable and Feature Selection. Isabelle Guyon and André Elisseeff
- Data Clustering: A Review. A.K. Jain, M.N. Murty and P.J. Flynn
- From Data Mining to Knowledge Discovery in Databases. Usama Fayyad, Gregory Piatetsky-Shapiro and Padhraic Smyth
- Nine Laws of Data Mining. Tom Khabaza
- Statistical Modeling: The Two Cultures. Leo Breiman
- An Introduction to Variable and Feature Selection. Isabelle Guyon and André Elisseeff
- Data Clustering: A Review. A.K. Jain, M.N. Murty and P.J. Flynn
- From Data Mining to Knowledge Discovery in Databases. Usama Fayyad, Gregory Piatetsky-Shapiro and Padhraic Smyth
- Nine Laws of Data Mining. Tom Khabaza
- Statistical Modeling: The Two Cultures. Leo Breiman