Category Archives: open-source

How to run SPMF without installing Java?

The SPMF data mining software is a popular open-source software for discovering patterns in data and for performing other data mining tasks. Typically, to run SPMF, Java must have been installed on a computer. However, it is possible to run SPMF on a computer that does not have Java installed. For example, … Continue reading

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Introduction to the K-Means clustering algorithm (with Java code)

In this blog post, I will introduce the popular data mining task of clustering (also called cluster analysis).  I will explain what is the goal of clustering, and then introduce the popular K-Means algorithm with an example. Moreover, I will briefly explain how an open-source Java implementation of … Continue reading

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Introduction to time series mining with SPMF

This blog post briefly explain how time series data mining can be performed with the Java open-source data mining library SPMF (v.2.06).  It first explain what is a time series and then discuss how data mining can be performed on time series. What is … Continue reading

Posted in Big data, Data Mining, open-source, spmf, Time series | Tagged , , , , , , , , | 1 Comment

Discovering hidden patterns in texts using SPMF

This tutorial will explain how to analyze text documents to discover complex and hidden relationships between words.  We will illustrate this with a Sherlock Holmes novel. Moreover we will explain how hidden patterns in text can be used to recognize the author of a … Continue reading

Posted in Big data, Data Mining, Data science, open-source, spmf | Tagged , , , | 9 Comments

An introduction to periodic pattern mining

In this blog post I will give an introduction to the discovery of periodic patterns in data. Mining periodic patterns is an important data mining task as patterns may periodically appear in all kinds of data, and it may be desirable to find them … Continue reading

Posted in Big data, Data Mining, Data science, open-source, Research, Uncategorized, Utility Mining | 29 Comments

SPMF data mining library 0.98: new pattern visualization window

This blog post is to let you know that I have just published a new version of the SPMF open-source Java data mining library (0.98) that offers a new window for visualizing the patterns found by data mining algorithms. This … Continue reading

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200,000 visitors on the SPMF website!

Today, I will just write a short blog post to mention that the SPMF open-source data mining library has recently passed the milestone of 200,000 visitors.  This is possible thanks to the support of all users of SPMF, and the contributors … Continue reading

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The SPMF data mining library: a brief history and what’s next?

In this blog post, I will talk about the well-known open-source library of data mining algorithms implemented in Java, which I am the founder of. I will give a brief overview of its history, discuss some lessons learned from the development of … Continue reading

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New version of SPMF Java open-source data mining library (0.95)

Today, I write a post to announce a new version of the SPMF Java open-source data mining library.  It is SPMF version 0.95 and it is a major revision. It offers 11 new  data mining algorithms for various data mining … Continue reading

Posted in Data Mining, Data science, Java, open-source, spmf | Tagged , , , | 1 Comment

Discovering and visualizing sequential patterns in web log data using SPMF and GraphViz

Today, I will show how to use the open-source SPMF data mining software to discover sequential patterns in web log data. Then, I will show to how visualize the frequent sequential patterns found using GraphViz. Step 1 :  getting the … Continue reading

Posted in Data Mining, Java, open-source, Programming, spmf | Tagged , , , , , | 8 Comments