L1 Penalized Cox Regression to Characterize Cardiovascular Events in Hypertensive Patients.
Rafael García-CarreteroÓscar Barquero-PérezInmaculada Mora-JiménezCristina Soguero-RuízRebeca Goya-EstebanAntonio G. MarquesJavier RamosPublished in: CinC (2017)
Keyphrases
- proportional hazards model
- variable selection
- regression model
- cardiovascular disease
- regression analysis
- blood pressure
- survival analysis
- heart disease
- model selection
- kaplan meier
- clinical trials
- medical diagnosis
- survival prediction
- event detection
- sleep apnea
- least squares
- linear regression
- clinical data
- heart rate
- survival data
- high risk
- risk factors
- human activities
- cardiac surgery
- breast cancer
- neural network
- clinical diagnosis
- cross validation
- high dimensional
- svm classification
- regression problems
- regression algorithm
- vital signs
- maximum likelihood