conftrace_

risk minimization

56 papers

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Co-occurring keywords

distribution shift (722) distributionally robust optimization (185) convex optimization (1321) support vector machine (978) loss function (462) variance regularization (13) performative prediction (31) binary classification (678) learning theory (519) stochastic optimization (1060)

Papers

One Positive Label is Sufficient: Single-Positive Multi-Label Learning with Label Enhancement NIPS 2022
Learning from Biased Data: A Semi-Parametric Approach ICML 2021
Efficient Classification with Adaptive KNN AAAI 2021
Classification with abstention but without disparities UAI 2021
Financial Thought Experiment: A GAN-based Approach to Vast Robust Portfolio Selection IJCAI 2020
Performative Prediction ICML 2020
Real-Time Planning as Decision-Making under Uncertainty AAAI 2019
Variance-based Regularization with Convex Objectives JMLR 2019
Hinge-Minimax Learner for the Ensemble of Hyperplanes JMLR 2018
Variance-based Regularization with Convex Objectives NIPS 2017
Structure-Blind Signal Recovery NIPS 2016
Bipartite Ranking: a Risk-Theoretic Perspective JMLR 2016
StructED: Risk Minimization in Structured Prediction JMLR 2016
Adversarial Multiclass Classification: A Risk Minimization Perspective NIPS 2016
Learning from Survey Training Samples: Rate Bounds for Horvitz-Thompson Risk Minimizers ACML 2016
Tradeoffs for Space, Time, Data and Risk in Unsupervised Learning AISTATS 2015
Elicitation and Identification of Properties COLT 2014
Bridging Viterbi and Posterior Decoding: A Generalized Risk Approach to Hidden Path Inference Based on Hidden Markov Models JMLR 2014
Composite Multiclass Losses NIPS 2011
Maximum Likelihood in Cost-Sensitive Learning: Model Specification, Approximations, and Upper Bounds JMLR 2010
Consistency and Localizability JMLR 2009
Slow Learners are Fast NIPS 2009
Optimized Cutting Plane Algorithm for Large-Scale Risk Minimization JMLR 2009
On Uniform Deviations of General Empirical Risks with Unboundedness, Dependence, and High Dimensionality JMLR 2009
Estimating Robust Query Models with Convex Optimization NIPS 2008