Learning Feature Engineering for Classification

Fatemeh Nargesian, Horst Samulowitz, Udayan Khurana, +2

Artificial IntelligenceEngineeringMachine LearningLearning Feature EngineeringMachine Learning Tool +16

Human-AI Collaboration in Data Science

Dakuo Wang, Justin D. Weisz, Michael Müller, +5

Proceedings of the ACM on Human-Computer Interaction

Artificial IntelligenceEngineeringBusiness IntelligenceData-driven InnovationData Infrastructure +19

Adaptive data augmentation for image classification

Alhussein Fawzi, Horst Samulowitz, Deepak S. Turaga, +1

Artificial IntelligenceEngineeringMachine LearningHuman AugmentationData Augmentation Scheme +16

Feature Engineering for Predictive Modeling Using Reinforcement Learning

Udayan Khurana, Horst Samulowitz, Deepak S. Turaga

Proceedings of the AAAI Conference on Artificial Intelligence

Artificial IntelligenceInteractive Machine LearningMachine LearningData ScienceEffective Feature Engineering +11

Cognito: Automated Feature Engineering for Supervised Learning

Udayan Khurana, Deepak S. Turaga, Horst Samulowitz, +1

Artificial IntelligenceEngineeringMachine LearningMachine Learning ToolFeature Selection +14

Human-AI Collaboration in Data Science: Exploring Data Scientists' Perceptions of Automated AI

Dakuo Wang, Justin D. Weisz, Michael Müller, +5

arXiv (Cornell University)

Artificial IntelligenceEngineeringBusiness IntelligenceData-driven InnovationData Infrastructure +21

Learning to solve QBF

Horst Samulowitz, Roland Memisevic

Model-based genetic algorithms for algorithm configuration

Carlos Ansótegui, Yuri Malitsky, Horst Samulowitz, +2

International Conference on Artificial Intelligence

Memetic AlgorithmComputational ScienceAutomatic Algorithm ConfiguratorsSequential Local SearchGenetic Algorithms +13

Algorithm portfolios based on cost-sensitive hierarchical clustering

Yuri Malitsky, Ashish Sabharwal, Horst Samulowitz, +1

International Joint Conference on Artificial Intelligence

Mathematical ProgrammingArtificial IntelligenceAlgorithm PortfoliosEngineeringMachine Learning +15

Deep Learning for Algorithm Portfolios

Andrea Loreggia, Yuri Malitsky, Horst Samulowitz, +1

Proceedings of the AAAI Conference on Artificial Intelligence

Artificial IntelligenceDeep Neural NetworksEngineeringMachine LearningData Science +13