Articles Related to Lasso
Regularized Joint Estimation of Related VAR Models via Group Lasso
In a number of applications, one has access to high-dimensional time series data on several related subjects. Natural example comes from medical experiments: brain fMRI time series data for various groups of patients, be it controls or individuals with a specific mental disorder.
Predicting Multi-Drug Inhibition Interactions based on Signaling Networks and Single Drug Dose-Response Information
Inhibiting multiple pathways/targets with combination drug therapies is widely used to maximize therapeutic benefit in many diseases. Therapeutic success can often be improved by concurrently and/or sequentially inhibiting multiple pathways/targets by combining drugs with different mechanisms of action.