Runtime prediction of big data jobs: performance comparison of machine learning algorithms and analytical models.
Nasim AhmedAndre L. C. BarczakMohammed A. RashidTeo SusnjakPublished in: J. Big Data (2022)
Keyphrases
- machine learning algorithms
- big data
- analytical models
- benchmark data sets
- machine learning
- learning algorithm
- cloud computing
- decision trees
- data analysis
- standard machine learning algorithms
- learning problems
- machine learning methods
- analytical model
- random forests
- predictive modeling
- prediction accuracy
- big data analytics
- data management
- unstructured data
- data processing
- prediction model
- business intelligence
- social media
- machine learning models
- data warehousing
- knowledge discovery
- machine learning approaches
- learning models
- massive datasets
- active learning
- data science
- information processing
- vast amounts of data
- databases
- commodity hardware
- mathematical model
- general purpose
- text mining
- data sets
- data driven decision making