Calculation of immune cell proportion from batch tumor gene expression profile based on support vector regression.
Dongmei AiGang LiuXiaoxin LiYuduo WangMan GuoPublished in: J. Bioinform. Comput. Biol. (2020)
Keyphrases
- support vector regression
- gene expression
- microarray
- tissue samples
- gene expression data
- cancer diagnosis
- differential expression
- support vector
- microarray data
- biological processes
- regression model
- hybrid model
- support vector classification
- gene expression patterns
- support vector machine svm
- gene regulation
- kernel function
- gene expression profiles
- breast cancer
- high throughput
- cell cycle
- support vector machine
- regulatory networks
- artificial immune system
- expression profiles
- biological networks
- gene selection
- binding sites
- gene ontology
- gene networks
- learning algorithm
- machine learning
- microarray datasets
- transcription factors
- cancer classification
- data sets
- high dimensional
- feature space
- pattern recognition
- dna binding
- data mining