Dogyoon Song

Most-cited papers

1. On Robustness of Principal Component Regression

   Anish Agarwal, Devavrat Shah, Dennis Shen, Dogyoon Song

   2019Neural Information Processing Systems100 citations Open access

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2. Blind Regression: Nonparametric Regression for Latent Variable Models via Collaborative Filtering

   Dogyoon Song, Christina E. Lee, Yihua Li, Devavrat Shah

   2016Neural Information Processing Systems58 citations

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3. Sample Efficient Reinforcement Learning via Low-Rank Matrix Estimation

   Devavrat Shah, Dogyoon Song, Zhi Xu, Yu-Zhe Yang

   2020Neural Information Processing Systems35 citations

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4. Nearest Neighbors for Matrix Estimation Interpreted as Blind Regression for Latent Variable Model

   Yihua Li, Devavrat Shah, Dogyoon Song, C. Yu

   2017IEEE Transactions on Information Theory29 citations Open access

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5. Kronecker-structured covariance models for multiway data

   Yu Wang, Zeyu Sun, Dogyoon Song, A. Hero

   2022Statistics Survey15 citations Open access

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6. Minimum-Risk Recalibration of Classifiers

   Zeyu Sun, Dogyoon Song, A. Hero

   2023Neural Information Processing Systems11 citations Open access

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7. Local Minima Structures in Gaussian Mixture Models

   Yu-Dong Chen, Dogyoon Song, Xu-Mei Xi, Yuqian Zhang

   2020IEEE Transactions on Information Theory10 citations Open access

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8. On approximations of the PSD cone by a polynomial number of smaller-sized PSD cones

   Dogyoon Song, P. Parrilo

   2021Mathematical programming8 citations Open access

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9. Errors-in-variables Fr\'echet Regression with Low-rank Covariate Approximation

   Dogyoon Song, Kyunghee Han

   2023Neural Information Processing Systems7 citations

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10. Learning Mixture Model with Missing Values and its Application to Rankings

    Devavrat Shah, Dogyoon Song

    2018arXiv.org6 citations

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11. Robustness-Preserving Lifelong Learning Via Dataset Condensation

    Jinghan Jia, Yihua Zhang, Dogyoon Song, Sijia Liu +1 more

    2023IEEE International Conference on Acoustics, Speech, and Signal Processing5 citations Open access

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12. Blind Regression via Nearest Neighbors under Latent Variable Models

    Christina E. Lee, Yihua Li, Devavrat Shah, Dogyoon Song

    20174 citations

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13. Model Agnostic High-Dimensional Error-in-Variable Regression

    Anish Agarwal, Devavrat Shah, Dennis Shen, Dogyoon Song

    2019arXiv.org3 citations

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14. Mixture Learning from Partial Observations and Its Application to Ranking

    Devavrat Shah, Dogyoon Song

    20183 citations

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15. On Separability of Covariance in Multiway Data Analysis

    Dogyoon Song, A. Hero

    20231 citations

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16. Learning RUMs: Reducing Mixture to Single Component via PCA

    Devavrat Shah, Dogyoon Song

    20181 citations

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17. Addressing Missing Data and Scalable Optimization for Data-driven Decision Making

    Dogyoon Song

    20210 citations

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18. Deconvolution with Unknown Error Distribution Interpreted as Blind Isotonic Regression

    Devavrat Shah, Dogyoon Song

    20180 citations

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19. Monotone Matrix Estimation via Robust Deconvolution

    Devavrat Shah, Dogyoon Song

    20180 citations

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