MapReduce accelerated attribute reduction based on neighborhood entropy with Apache Spark.
Chuan LuoQian CaoTianrui LiHongmei ChenSizhao WangPublished in: Expert Syst. Appl. (2023)
Keyphrases
- attribute reduction
- information entropy
- rough sets
- rough set theory
- decision table
- open source
- concept lattice
- map reduce
- attribute reduction algorithm
- knowledge reduction
- variable precision rough set model
- discernibility matrix
- rough set model
- parallel particle swarm optimization
- cloud computing
- fuzzy rough sets
- formal contexts
- data reduction
- decision rules
- rough sets theory
- machine learning
- soft set
- pattern recognition
- feature extraction
- preprocessing
- decision trees
- dimensionality reduction
- decision making
- feature selection
- data mining techniques
- neural network