Sparse multinomial logistic regression: fast algorithms and generalization bounds

Balaji Krishnapuram, Lawrence Carin, Mário A. T. Figueiredo, +1

IEEE Transactions on Pattern Analysis and Machine Intelligence

EngineeringMachine LearningBasis FunctionsClassification MethodData Science +15

Multi-Task Learning for Classification with Dirichlet Process Priors

Ya Xue, Xuejun Liao, Lawrence Carin, +1

Amtl FormulationEngineeringMachine LearningEducationBayesian Inference +17

On Ranking in Survival Analysis: Bounds on the Concordance Index

Harald Steck, Balaji Krishnapuram, Cary Oberije, +2

Index SystemRanking AlgorithmPrognosisRare Event EstimationLearning To Rank +7

A Bayesian approach to joint feature selection and classifier design

Balaji Krishnapuram, A.J. Harternink, Lawrence Carin, +1

IEEE Transactions on Pattern Analysis and Machine Intelligence

EngineeringMachine LearningJoint Feature SelectionFeature SelectionBasis Functions +20

Bayesian multiple instance learning

Vikas C. Raykar, Balaji Krishnapuram, Jinbo Bi, +2

Artificial IntelligenceMultiple Instance LearningEngineeringMachine LearningEducation +17

Predicting readmission risk with institution-specific prediction models

Shipeng Yu, Faisal Farooq, Alexander Van Esbroeck, +3

Artificial Intelligence in Medicine

EngineeringRisk Model ValidationFinancial Risk ManagementReadmission RiskPredictive Analytics +6

Bayesian Co-Training

Shipeng Yu, Balaji Krishnapuram, Rómer Rosales, +1

Journal of Machine Learning Research

Artificial IntelligenceBayesian Co-training ApproachMachine VisionMachine LearningData Science +12

On Classification with Incomplete Data

D. A. Williams, Xuejun Liao, Ya Xue, +2

IEEE Transactions on Pattern Analysis and Machine Intelligence

EngineeringMachine LearningIncomplete DataText MiningClassification Method +14

Impact of supervised gene signatures of early hypoxia on patient survival

Renaud Seigneuric, Maud H. W. Starmans, Glenn Fung, +11

Radiotherapy and Oncology

Hypoxia (Medicine)Supervised Gene SignaturesBiostatisticsPatient SurvivalTissue Oxygenation +4

Variational Bayes for continuous hidden Markov models and its application to active learning

Shihao Ji, Balaji Krishnapuram, Lawrence Carin

IEEE Transactions on Pattern Analysis and Machine Intelligence

Artificial IntelligenceEngineeringMachine LearningBayesian InferenceData Science +19