VHT: Vertical Hoeffding Tree
In this paper we present the Vertical Hoeffding Tree (VHT), the first distributed streaming algorithm for learning decision trees. It
In this paper we present the Vertical Hoeffding Tree (VHT), the first distributed streaming algorithm for learning decision trees. It
I was happy to be invited to give a keynote talk at BASNA 2014, the 5th International Workshop on Business
Continue readingKeynote Talk at Business Applications of Social Network Analysis (BASNA) 2014
Gianmarco de Francisci Morales presented this week our tutorial “Big Data Stream Mining” at IEEE Big Data 2014 in Washington
Continue readingBig Data Stream Mining Tutorial at IEEE Big Data 2014
Extreme classification, where one needs to deal with multi-class and multi-label problems involving a very large number of categories, has
Continue readingExtreme Classification: Classify Wikipedia documents into one of 325,056 categories
Data is being generated in real-time in increasing quantities and the distribution generating this data may be changing and evolving.
Continue readingEvolving Data Stream Classification and the Illusion of Progress
Streaming data analysis in real time is becoming the fastest and most efficient way to obtain useful knowledge from what