113 citations · 504 across the 39 of their papers we have counts for
5 papers · 1 filter
An Incremental Construction of Deep Neuro Fuzzy System for Continual Learning of Non-stationary Data Streams
Mahardhika Pratama, Witold Pedrycz, Geoffrey I. Webb
Existing FNNs are mostly developed under a shallow network configuration having lower generalization power than those of deep structures. This paper proposes a novel self-organizin…
Evolving Large-Scale Data Stream Analytics based on Scalable PANFIS
Mahardhika Pratama, Choiru Za'in, Eric Pardede
Many distributed machine learning frameworks have recently been built to speed up the large-scale data learning process. However, most distributed machine learning used in these fr…
An Online RFID Localization in the Manufacturing Shopfloor
Andri Ashfahani, Mahardhika Pratama, Edwin Lughofer +2
{Radio Frequency Identification technology has gained popularity for cheap and easy deployment. In the realm of manufacturing shopfloor, it can be used to track the location of man…
Metacognitive Learning Approach for Online Tool Condition Monitoring
Mahardhika Pratama, Eric Dimla, Chow Yin Lai +1
As manufacturing processes become increasingly automated, so should tool condition monitoring (TCM) as it is impractical to have human workers monitor the state of the tools contin…
PANFIS++: A Generalized Approach to Evolving Learning
Mahardhika Pratama
The concept of evolving intelligent system (EIS) provides an effective avenue for data stream mining because it is capable of coping with two prominent issues: online learning and…