75 citations · 245 across the 19 of their papers we have counts for
4 papers · 1 filter
Reconstructing commuters network using machine learning and urban indicators
Gabriel Spadon, Andre C. P. L. F. de Carvalho, Jose F. Rodrigues-Jr +1
Human mobility has a significant impact on several layers of society, from infrastructural planning and economics to the spread of diseases and crime. Representing the system as a…
Local Interpretation Methods to Machine Learning Using the Domain of the Feature Space
Tiago Botari, Rafael Izbicki, Andre C. P. L. F. de Carvalho
As machine learning becomes an important part of many real world applications affecting human lives, new requirements, besides high predictive accuracy, become important. One impor…
Online Local Boosting: improving performance in online decision trees
Victor G. Turrisi da Costa, Saulo Martiello Mastelini, André C. Ponce de Leon Ferreira de Carvalho +1
As more data are produced each day, and faster, data stream mining is growing in importance, making clear the need for algorithms able to fast process these data. Data stream minin…
Online Multi-target regression trees with stacked leaf models
Saulo Martiello Mastelini, Sylvio Barbon, André Carlos Ponce de Leon Ferreira de Carvalho
One of the current challenges in machine learning is how to deal with data coming at increasing rates in data streams. New predictive learning strategies are needed to cope with th…