MM Masud, TM Al-Khateeb, L Khan… - 2011 IEEE 11th …, 2011 - ieeexplore.ieee.org
Concept-evolution is one of the major challenges in data stream classification, which occurs when a new class evolves in the stream. This problem remains unaddressed by most state …
T Al-Khateeb, MM Masud, L Khan… - 2012 IEEE 12th …, 2012 - ieeexplore.ieee.org
Concept-evolution has recently received a lot of attention in the context of mining data streams. Concept-evolution occurs when a new class evolves in the stream. Although many …
PB Dongre, LG Malik - 2014 IEEE international advance …, 2014 - ieeexplore.ieee.org
Data streams are viewed as a sequence of relational tuples (eg, sensor readings, call records, web page visits) that continuously arrive at time-varying and possibly unbound …
Data stream classification poses many challenges, most of which are not addressed by the state-of-the-art. We present DXMiner, which addresses four major challenges to data stream …
In a typical data stream classification task, it is assumed that the total number of classes are fixed. This assumption may not be valid in a real streaming environment, where new classes …
Most existing data stream classification techniques ignore one important aspect of stream data: arrival of a novel class. We address this issue and propose a data stream classification …
MM Masud, Q Chen, L Khan… - … on Knowledge and …, 2012 - ieeexplore.ieee.org
Data stream classification poses many challenges to the data mining community. In this paper, we address four such major challenges, namely, infinite length, concept-drift, concept …
We present ActMiner, which addresses four major challenges to data stream classification, namely, infinite length, concept-drift, concept-evolution, and limited labeled data. Most of the …
T Al-Khateeb, MM Masud, KM Al-Naami… - … on Knowledge and …, 2015 - ieeexplore.ieee.org
Streaming data is one of the attention receiving sources for concept-evolution studies. When a new class occurs in the data stream it can be considered as a new concept and so the …