Conference Task-based end-to-end model learning in stochastic optimization 2017 • Advances in Neural Information Processing Systems • 2017-December:5485-5495 Donti PL, Amos B, Kolter JZ
Preprint The Mixing method: low-rank coordinate descent for semidefinite programming with diagonal constraints 2017 Wang P-W, Chang W-C, Kolter JZ
Journal Article A multiple quantile regression approach to the wind, solar, and price tracks of GEFCom2014 2016 • International Journal of Forecasting • 32(3):1094-1102 Juban R, OhIsson H, Maasoumy M, Poirier L, Kolter JZ
Conference Expedient and Parallelizable Sparse Coding Algorithm for Large Datasets 2016 Liang Z, Deshmukh R, McNamara JJ, Wytock M, Kolter JZ
Journal Article Hierarchical modeling of systems with similar components: A framework for adaptive monitoring and control 2016 • Reliability Engineering & System Safety • 153:159-169 Memarzadeh M, Pozzi M, Kolter JZ
Journal Article Model order reduction using sparse coding exemplified for the lid-driven cavity 2016 • Journal of Fluid Mechanics • 808:189-223 Deshmukh R, McNamara JJ, Liang Z, Kolter JZ, Gogulapati A
Conference Model Predictive Control of Industrial Loads and Energy Storage for Demand Response 2016 • IEEE Power and Energy Society General Meeting Zhang X, Hug G, Kolter JZ, Harjunkoski I
Journal Article The Multiple Quantile Graphical Model 2016 • Advances in Neural Information Processing Systems • 29: Ali A, Kolter JZ, Tibshirani RJ
Conference An SVD and Derivative Kernel Approach to Learning from Geometric Data 2015 • Proceedings of the ... AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence • 1889-1895 Wong E, Kolter JZ
Preprint Convex programming with fast proximal and linear operators 2015 Wytock M, Wang P-W, Kolter JZ
Conference Disciplined convex stochastic programming: A new framework for stochastic optimization 2015 • Uncertainty in Artificial Intelligence - Proceedings of the 31st Conference, UAI 2015 • 62-71 Ali A, Kolter JZ, Diamond S, Boyd S
Conference Disciplined Convex Stochastic Programming: A New Framework for Stochastic Optimization 2015 • UNCERTAINTY IN ARTIFICIAL INTELLIGENCE • 62-71 Ali A, Kolter JZ, Diamond S, Boyd S
Conference Hierarchical modeling of systems with similar components 2015 • 12th International Conference on Applications of Statistics and Probability in Civil Engineering, ICASP 2015 Memarzadeh M, Pozzi M, Kolter JZ
Journal Article Optimal Planning and Learning in Uncertain Environments for the Management of Wind Farms 2015 • Journal of Computing in Civil Engineering • 29(5): Memarzadeh M, Pozzi M, Kolter JZ
Conference Contextually Supervised Source Separation with Application to Energy Disaggregation 2014 • Proceedings of the ... AAAI Conference on Artificial Intelligence. AAAI Conference on Artificial Intelligence • 486-492 Wytock M, Kolter JZ
Conference Fast Newton methods for the group fused lasso 2014 • UNCERTAINTY IN ARTIFICIAL INTELLIGENCE • 888-897 Wytock M, Sra S, Kolter JZ
Preprint Contextually Supervised Source Separation with Application to Energy Disaggregation 2013 Wytock M, Kolter JZ
Conference Large-scale Probabilistic Forecasting in Energy Systems using Sparse Gaussian Conditional Random Fields 2013 • Proceedings of the ... IEEE Conference on Decision & Control / IEEE Control Systems Society. IEEE Conference on Decision & Control • 1019-1024 Wytock M, Kolter JZ
Conference Probabilistic Learning and Planning for Optimal Management of Wind Farms 2013 • STRUCTURAL HEALTH MONITORING 2013, VOLS 1 AND 2 • 2720-+ Memarzadeh M, Pozzi M, Kolter JZ
Conference Sparse Gaussian conditional random fields: Algorithms, theory, and application to energy forecasting 2013 • 30th International Conference on Machine Learning, ICML 2013 • 2302-2310 Wytock M, Kolter JZ
Conference Approximate inference in additive factorial HMMs with application to energy disaggregation 2012 • Journal of machine learning research • 22:1472-1482 Kolter JZ, Jaakkola T
