Standard machine learning approaches outperform deep representation learning on phenotype prediction from transcriptomics data.
Aaron M. SmithJonathan R. WalshJohn LongCraig B. DavisPeter HenstockMartin R. HodgeMateusz MaciejewskiXinmeng Jasmine MuStephen RaShanrong ZhaoDaniel ZiemekCharles K. FisherPublished in: BMC Bioinform. (2020)
Keyphrases
- machine learning approaches
- data analysis
- data sets
- data collection
- prior knowledge
- database
- learning algorithm
- raw data
- learning systems
- image data
- reinforcement learning
- data sources
- machine learning methods
- data mining
- data points
- active learning
- probability distribution
- supervised learning
- online learning
- neural network
- unsupervised learning
- high dimensional data
- machine learning algorithms
- learning process
- data mining algorithms
- end users
- human experts
- high dimensional