Garnett, Roman

1. D-VAE: A Variational Autoencoder for Directed Acyclic Graphs
   2019/04/24 by Muhan Zhang, Shali Jiang, Zhang, Muhan +7 · 12 citations
   Computer Science · #Advanced Graph Neural Networks #Topic Modeling #Machine Learning in Healthcare
2. Active Learning of Linear Embeddings for Gaussian Processes
   2013/10/24 by Garnett, Roman, Osborne, Michael A., Hennig, Philipp · 7 citations
   #68T05 #FOS: Computer and information sciences #G.3 #I.2.6 #I.5.2 #Machine Learning (cs.LG) #Machine Learning (stat.ML)
3. Propagation Kernels
   2014/10/13 by Marion Neumann, Roman Garnett, Neumann, Marion +5 · 4 citations
   Computer Science · #Advanced Graph Neural Networks #Video Surveillance and Tracking Methods #Data Management and Algorithms
4. BINOCULARS for Efficient, Nonmyopic Sequential Experimental Design
   2019/09/10 by Shali Jiang, Jiang, Shali, Henry Chai +5 · 3 citations
   Computer Science · #Advanced Multi-Objective Optimization Algorithms #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
5. Bayesian Optimal Active Search and Surveying
   2012/06/27 by Garnett, Roman, Krishnamurthy, Yamuna, Xiong, Xuehan +2 · 2 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
6. Local Bayesian optimization via maximizing probability of descent
   2022/10/21 by Nguyen, Quan, Wu, Kaiwen, Gardner, Jacob R. +1 · 3 citations
   #FOS: Computer and information sciences #Machine Learning (cs.LG)
7. The Behavior and Convergence of Local Bayesian Optimization
   2023/05/24 by Kaiwen Wu, Kyurae Kim, Wu, Kaiwen +5 · 3 citations
   Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
8. Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees
   2020/06/29 by Shali Jiang, Jiang, Shali, Daniel Jiang +9 · 2 citations
   Decision Sciences · Computer Science · #Advanced Bandit Algorithms Research #Advanced Multi-Objective Optimization Algorithms #Gaussian Processes and Bayesian Inference
9. Exact Sampling from Determinantal Point Processes
   2016/09/22 by Philipp Hennig, Roman Garnett, Hennig, Philipp +1 · 2 citations
   Mathematics · #Point processes and geometric inequalities #Markov Chains and Monte Carlo Methods #Random Matrices and Applications
10. Human-Computer Collaboration for Visual Analytics: an Agent-based Framework
    2023/04/19 by Shayan Monadjemi, Mengtian Guo, Monadjemi, Shayan +7 · 3 citations
    Computer Science · #Data Visualization and Analytics #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC)
11. Automated Model Selection with Bayesian Quadrature
    2019/02/26 by Henry Chai, Jean-François Ton, Chai, Henry +5 · 4 citations
    Engineering · Computer Science · #Fault Detection and Control Systems #Gaussian Processes and Bayesian Inference #Machine Learning and Data Classification
12. Differentially Private Bayesian Optimization
    2015/01/16 by Kusner, Matt J., Gardner, Jacob R., Garnett, Roman +1 · 1 citation
    #FOS: Computer and information sciences #Machine Learning (stat.ML)
13. Improving Quadrature for Constrained Integrands
    2018/02/13 by Henry Chai, Roman Garnett, Chai, Henry +1 · 1 citation
    Computer Science · #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Machine Learning and Data Classification
14. Guided Data Discovery in Interactive Visualizations via Active Search
    2020/10/16 by Shayan Monadjemi, Sunwoo Ha, Monadjemi, Shayan +9 · 1 citation
    Computer Science · #Data Stream Mining Techniques #Data Visualization and Analytics #FOS: Computer and information sciences #Human-Computer Interaction (cs.HC) #Time Series Analysis and Forecasting
15. Probabilistic Prediction of Material Stability: Integrating Convex Hulls into Active Learning
    2024/02/23 by Novick, Andrew, Cai, Diana, Nguyen, Quan +3 · 1 citation
    #FOS: Physical sciences #Materials Science (cond-mat.mtrl-sci)
16. Nonmyopic Multifidelity Active Search
    2021/06/11 by Quan Nguyen, Arghavan Modiri, Nguyen, Quan +3 · 1 citation
    Computer Science · Decision Sciences · #Advanced Bandit Algorithms Research #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Optimization and Search Problems
17. Nonmyopic Multiclass Active Search with Diminishing Returns for Diverse Discovery
    2022/02/08 by Nguyen, Quan, Garnett, Roman · 1 citation
    #FOS: Computer and information sciences #Machine Learning (cs.LG)
18. Amortized nonmyopic active search via deep imitation learning
    2024/05/23 by Quan Nguyen, Nguyen, Quan, Anindya Sarkar +3 · 1 citation
    Computer Science · Engineering · #Advanced Image and Video Retrieval Techniques #Advanced Vision and Imaging #FOS: Computer and information sciences #Machine Learning (cs.LG) #Robotics and Sensor-Based Localization
19. A Visual Active Search Framework for Geospatial Exploration
    2022/11/28 by Anindya Sarkar, M. Hunter Lanier, Sarkar, Anindya +10 · 1 citation
    Computer Science · #Advanced Image and Video Retrieval Techniques #Artificial Intelligence (cs.AI) #Computer Vision and Pattern Recognition (cs.CV) #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Multimodal Machine Learning Applications