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Bayesian Optimization for Categorical and Category-Specific Continuous Inputs

D. Nguyen, S. Gupta, S. Rana, A. Shilton, S. Venkatesh

2020 / Vol. 34, pp. 5256 - 5263 / Proceedings of the AAAI Conference on Artificial Intelligence

Distributionally Robust Bayesian Quadrature Optimization

T. Nguyen, S. Gupta, H. Ha, S. Rana, S. Venkatesh

2020 / pp. 1921 - 1931 / Proceeedings of the International Conference on Artificial Intelligence and Statistics (AISTATS)

Bayesian Optimization with Missing Inputs

P. Luong, D. Nguyen, S. Gupta, S. Rana, S. Venkatesh

2020 / Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD)

Factor Screening using Bayesian Active Learning and Gaussian Process Meta-Modelling

C. Li, S. Rana, A. Gill, S. Gupta, S. Venkatesh

2020 / pp. accepted on 12/10/2020 / Pattern Recognition (ICPR), 25th International Conference on

Learning to Reason with Relational Video Representation for Question Answering

T. M. Le, V. Le, S. Venkatesh, T. Tran

2020 / The 2020 International Joint Conference on Neural Networks - in Press Accepted 21 March 2020

Batch Bayesian Optimization Using Multi-Scale Search

T. T. Joy, S. Rana, S. Gupta, S. Venkatesh

2020 / Vol. 187, pp. 104818 / Knowledge-Based Systems

Fast Hyperparameter Tuning Using Bayesian Optimization with Directional Derivatives

T. T. Joy, S. Rana, S. Gupta, S. Venkatesh

2020 / Vol. 205, pp. 106247 / Knowledge-Based Systems

Scalable Backdoor Detection in Neural Networks

H. Harikumar, V. Le, S. Rana, S. Bhattacharya, S. Gupta, S. Venkatesh

2020 / Proceedings of the European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD)

Precision Psychiatry with Immunological and Cognitive Biomarkers: A Multi-Domain Prediction for the Diagnosis of Bipolar Disorder or Schizophrenia Using Machine Learning

B. S. Fernandes, C. Karmakar, R. Tamouza, T. Tran, J. Yearwood, N. Hamdani, H. Laouamri, J. Richard, R. Yolken, M. Berk, others

2020 / Vol. 10, pp. 1 - 13 / Translational psychiatry

Interpreting Cloud Computer Vision Pain-Points: A Mining Study of Stack Overflow

A. Cummaudo, R. Vasa, S. Barnett, J. Grundy, M. Abdelrazek

2020 / 2020 IEEE/ACM 42nd International Conference on Software Engineering: Software Engineering Education and Training (ICSE-SEET)

Bayesian Optimisation in Unknown Bounded Search Domains

J. Berk, S. Gupta, S. Rana, V. Nguyen, S. Venkatesh

2020 / Vol. 195, pp. 105645 / Knowledge-Based Systems