An Analysis of Local and Global Solutions to Address Big Data Imbalanced Classification: A Case Study with SMOTE Preprocessing.
María José BasgallWaldo HasperuéMarcelo R. NaioufAlberto FernándezFrancisco HerreraPublished in: JCC&BD (2019)
Keyphrases
- big data
- preprocessing
- imbalanced data sets
- feature extraction
- data analysis
- class imbalance
- social media
- imbalanced datasets
- cloud computing
- imbalanced data
- feature selection
- vast amounts of data
- predictive modeling
- databases
- data sets
- database
- class distribution
- class imbalanced
- model selection
- text classification
- multi class
- management system
- support vector machine
- expert systems
- case study
- social networks
- machine learning