Online learning and continuous model upgrading with data streams through the Kafka-ML framework.
Alejandro CarneroCristian MartínGwanggil JeonManuel DíazPublished in: Future Gener. Comput. Syst. (2024)
Keyphrases
- online learning
- probabilistic model
- data streams
- computational model
- unified model
- mathematical framework
- modeling framework
- formal model
- management system
- theoretical framework
- decision model
- statistical model
- prior knowledge
- probability distribution
- high level
- maximum likelihood
- conceptual framework
- sensor data
- decision trees
- context dependent
- theoretical foundation
- bayesian framework
- similarity measure
- data mining
- image sequences
- artificial neural networks