Randomized Numerical Linear Algebra: A Perspective on the Field With an Eye to Software R Murray, J Demmel, MW Mahoney, NB Erichson, M Melnichenko, ... arXiv preprint arXiv:2302.11474, 2023 | 29 | 2023 |
Sparse Additive Gaussian Process Regression H Luo, G Nattino, MT Pratola The Journal of Machine Learning Research 23 (61), 1-34, 2023 | 25 | 2023 |
Non-smooth Bayesian Optimization in Tuning Problems H Luo, JW Demmel, Y Cho, XS Li, Y Liu arXiv preprint arXiv:2109.07563, 2021 | 11 | 2021 |
Generalized Penalty for Circular Coordinate Representation H Luo, A Patania, J Kim, M Vejdemo-Johansson Foundations of Data Science 3 (4), 729-767, 2020 | 11 | 2020 |
GPTune User Guide C Younghyun, JW Demmel, XS Li, Y Liu, H Luo, O Marques, ... Lawrence Berkeley National Laboratory, https://gptune.lbl.gov/documentation …, 2022 | 10* | 2022 |
Hybrid Parameter Search and Dynamic Model Selection for Mixed-Variable Bayesian Optimization H Luo, Y Cho, JW Demmel, XS Li, Y Liu Journal of Computational and Graphical Statistics, 1-14, 2024 | 8* | 2024 |
Harnessing the Crowd for Autotuning High-Performance Computing Applications Y Cho, JW Demmel, J King, XS Li, Y Liu, H Luo 2023 IEEE International Parallel and Distributed Processing Symposium (IPDPS …, 2023 | 7 | 2023 |
Combining Geometric and Topological Information for Boundary Estimation H Luo, J Strait 2021 IEEE International Conference on Big Data (ICBD), 3841-3852, 2021 | 7 | 2021 |
Asymptotics of Lower Dimensional Zero-Density Regions H Luo, SN MacEachern, M Peruggia Statistics 57 (5), 1-32, 2023 | 6 | 2023 |
Spherical Rotation Dimension Reduction with Geometric Loss Functions H Luo, JE Purvis, D Li The Journal of Machine Learning Research 25 (168), 1-55, 2024 | 5 | 2024 |
Evaluation of Classical Statistical Methods for Analyzing BS-Seq Data H Luo, S Lin OBM Genetics 2 (4), doi: 10.21926/obm.genet.1804053, 2018 | 5 | 2018 |
Sharded Bayesian Additive Regression Trees H Luo, MT Pratola arXiv preprint arXiv:2306.00361, 2023 | 4 | 2023 |
A Distance-Preserving Matrix Sketch L Wilkinson, H Luo Journal of Computational and Graphical Statistics 31 (4), 945-959, 2022 | 4 | 2022 |
Enhancing Autotuning Capability with a History Database Y Cho, JW Demmel, XS Li, Y Liu, H Luo The IEEE 14th International Symposium on Embedded Multicore/Manycore SoCs …, 2020 | 4 | 2020 |
Efficient and Robust Bayesian Selection of Hyperparameters in Dimension Reduction for Visualization YT Liao, H Luo, A Ma arXiv preprint arXiv:2306.00357, 2023 | 3 | 2023 |
Nonparametric Multi-shape Modeling with Uncertainty Quantification H Luo, JD Strait arXiv preprint arXiv:2206.09127, 2022 | 3 | 2022 |
Topological Learning for Motion Data via Mixed Coordinates H Luo, J Kim, A Patania, M Vejdemo-Johansson 2021 IEEE International Conference on Big Data (Big Data), 3853-3859, 2021 | 3 | 2021 |
Computing with R-INLA: Accuracy and Reproducibility with Implications for the Analysis of COVID-19 Data K Khan, H Luo, W Xi arXiv preprint arXiv:2111.01285, 2021 | 2 | 2021 |
A Unifying Perspective on Non-stationary Kernels for Deeper Gaussian Processes MM Noack, H Luo, MD Risser APL Machine Learning 2 (1), 2024 | 1 | 2024 |
Surrogate-based Autotuning for Randomized Sketching Algorithms in Regression Problems Y Cho, JW Demmel, M Dereziński, H Li, H Luo, MW Mahoney, RJ Murray arXiv preprint arXiv:2308.15720, 2023 | 1 | 2023 |