SMOTE-GPU: Big Data preprocessing on commodity hardware for imbalanced classification.
Pablo David GutiérrezMiguel LastraJosé Manuel BenítezFrancisco HerreraPublished in: Prog. Artif. Intell. (2017)
Keyphrases
- commodity hardware
- big data
- imbalanced data sets
- class imbalance
- cloud computing
- parallel computing
- parallel processing
- imbalanced datasets
- imbalanced data
- class imbalanced
- data analytics
- data management
- social media
- minority class
- data analysis
- graphics processing units
- shared memory
- map reduce
- class distribution
- massively parallel
- unstructured data
- feature selection
- computing systems
- machine learning
- data processing
- business intelligence
- text classification
- information systems
- parallel execution
- high performance computing
- case study
- high end
- parallel programming
- information extraction
- supervised learning
- data warehousing
- decision support