The impact of concept drift and data leakage on log level prediction models.
Youssef Esseddiq OuatitiMohammed SayaghNoureddine KerzaziBram AdamsAhmed E. HassanPublished in: Empir. Softw. Eng. (2024)
Keyphrases
- concept drift
- data sets
- streaming data
- prior knowledge
- training data
- historical data
- drifting concepts
- incoming data
- high quality
- input data
- learning algorithm
- database
- data analysis
- small number
- data distribution
- neural network
- evolving data streams
- data streams
- reinforcement learning
- prediction accuracy
- image processing
- labelled data