Daniel P. Robinson

activity

20152022

most citedSequential Quadratic Optimization for Nonlinear Equality Constrained Stochastic Optimization

6 citations · 21 across the 11 of their papers we have counts for

collaborators

Showing 2016Show all

3 papers · 1 filter

cs.LG2016

Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering

Chong You, Chun-Guang Li, Daniel P. Robinson +1

State-of-the-art subspace clustering methods are based on expressing each data point as a linear combination of other data points while regularizing the matrix of coefficients with…

stat.ML2016

Trading-Off Cost of Deployment Versus Accuracy in Learning Predictive Models

Daniel P. Robinson, Suchi Saria

Predictive models are finding an increasing number of applications in many industries. As a result, a practical means for trading-off the cost of deploying a model versus its effec…

math.OC2016

A Reduced-Space Algorithm for Minimizing $ℓ_{1}$ -Regularized Convex Functions

Tianyi Chen, Frank E. Curtis, Daniel P. Robinson

We present a new method for minimizing the sum of a differentiable convex function and an $ℓ_{1}$ -norm regularizer. The main features of the new method include: $(i)$ an evolving…

Oracle Based Active Set Algorithm for Scalable Elastic Net Subspace Clustering

Trading-Off Cost of Deployment Versus Accuracy in Learning Predictive Models

A Reduced-Space Algorithm for Minimizing ℓ1​-Regularized Convex Functions

A Reduced-Space Algorithm for Minimizing $ℓ_{1}$ -Regularized Convex Functions