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VHT: Vertical Hoeffding Tree

Posted on December 4, 2016April 4, 2020 abifet

In this paper we present the Vertical Hoeffding Tree (VHT), the first distributed streaming algorithm for learning decision trees. It

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Short Course in Data Stream Mining

Posted on January 23, 2015March 23, 2015 abifet

Slides of a short course in Data Stream Mining, presenting classification methods, adaptive change detection, clustering and frequent pattern mining.

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Keynote Talk at Business Applications of Social Network Analysis (BASNA) 2014

Posted on November 18, 2014December 19, 2016 abifet

I was happy to be invited to give a keynote talk at BASNA 2014, the 5th International Workshop on Business

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Big Data Stream Mining Tutorial at IEEE Big Data 2014

Posted on November 2, 2014December 18, 2016 abifet

Gianmarco de Francisci Morales presented this week our tutorial “Big Data Stream Mining” at IEEE Big Data 2014 in Washington

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Extreme Classification: Classify Wikipedia documents into one of 325,056 categories

Posted on May 23, 2014March 23, 2015 abifet

Extreme classification, where one needs to deal with multi-class and multi-label problems involving a very large number of categories, has

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Evolving Data Stream Classification and the Illusion of Progress

Posted on October 2, 2013November 2, 2014 abifet

Data is being generated in real-time in increasing quantities and the distribution generating this data may be changing and evolving.

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Mining Big Data in Real Time

Posted on June 15, 2013December 18, 2014 abifet

Streaming data analysis in real time is becoming the fastest and most efficient way to obtain useful knowledge from what

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