A Memory-Efficient Encoding Method for Processing Mixed-Type Data on Machine Learning.
Ivan López-ArévaloEdwin Aldana-BobadillaAlejandro Molina-VillegasHiram Galeana-ZapiénVictor Muñiz-SanchezSaul Gausin-VallePublished in: Entropy (2020)
Keyphrases
- synthetic data
- data processing
- machine learning
- data sets
- preprocessing
- memory efficient
- statistical methods
- input data
- database
- test data
- training data
- data analysis
- noisy data
- missing values
- machine learning methods
- data acquisition
- data structure
- clustering method
- information loss
- detection method
- training samples
- model selection
- data points
- prior knowledge
- semi supervised learning
- matching algorithm
- data collection
- data streams
- data mining techniques
- knowledge discovery
- feature selection
- prior information
- data sources