Market Basket Analysis is one of the important approach to analyse the association in Data Mining. The basic idea is to find the associated pairs of items in a store when there are huge volumes of transaction data as follows:
trax1: cracker, icecream, beer
trax2: chicken, pizza, coke, bread
...
The following is the example code that I implemented on Hadoop 0.21.0, which takes the input "AssociationSP.txt" and generates the top 10 associated items that customers purchased together. After I complete a paper for conference with this example code, I will post more detailed info.
Donwload
- ItemCount.java Source file to have an idea how it looks like
- cloud9-csulaud-0.1.jar file to execute the code
- AssociationsSP.txt input file
- itemscount_sort2.txt and itemscount_sort4.txt sample outs for two- and four-pairs of items
(1) You need to create a dir "data" and upload the file to "data" on HDF:
> hadoop fs -mkdir data
> hadoop fs -put AssociationsSP.txt data/
(2) type in and run the example code (output dir: itemcount, 5 reducers, 2 pairs of association):
> hadoop jar cloud9-csulaud-0.1.jar edu.calstatela.hadoop.example.associations.ItemCount data/AssociationsSP.txt itemcount 5 2
(3) Type in the following to see the analysis:
> hadoop jar cloud9-csulaud-0.1.jar edu.calstatela.hadoop.utils.analysis.AnalyzeInputCount itemcount
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Tuesday, March 29, 2011
Market Basket Analysis Example in Hadoop
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- Dalgual
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Hi,
ReplyDeleteIs the source for edu.calstatela.utils available somwhere ?
I would like to know more about the matrix* functions you used.
Great work.
Hi,
ReplyDeleteReally nice article!
I was able to execute the code and see the results. I see that the last step brings in a well formatted copy of the results. How is this being accomplished?
If I try to read data after step (2) using "hadoop -fs cat itemcount/part-r-00000" I see a lot of special characters. How do I get past that?
Thanks!
erro at import edu.calstatela.utils.MatrixCalculator;? How do I???
ReplyDeleteI am not able to donwload ItemCount.java file and .jar file. Help me
ReplyDeleteHi,
ReplyDeleteCan you please provide ItemCount.java and jar file?
Regards,
Nagaraju
Hi ,
ReplyDeleteAlthough an old post, but was wondering if the source code could be available.
Hi,
ReplyDeleteCan you please provide ItemCount.java and jar file?
or sending to my mail "mahmoud.kamal.fci@gmail.com"
Regards,
Hi,
ReplyDeleteI'm not able to download ItemCount.java and cloud9-csulaud-0.1.jar files.
Plz help.
Please make sure the links to download ItemCount.java and cloud9-csulaud-0.1.jar files
ReplyDeleteCould please give me some dataset to analyze this
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