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Hsu, Daniel

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Author ID: hsu.daniel Recent zbMATH articles by "Hsu, Daniel"
Published as: Hsu, Daniel
External Links: MGP
Documents Indexed: 25 Publications since 2007

Publications by Year

Citations contained in zbMATH Open

20 Publications have been cited 296 times in 246 Documents Cited by Year
Tensor decompositions for learning latent variable models. Zbl 1319.62109
Anandkumar, Animashree; Ge, Rong; Hsu, Daniel; Kakade, Sham M.; Telgarsky, Matus
70
2014
A tail inequality for quadratic forms of subgaussian random vectors. Zbl 1309.60017
Hsu, Daniel; Kakade, Sham M.; Zhang, Tong
37
2012
Robust matrix decomposition with sparse corruptions. Zbl 1365.15018
Hsu, Daniel; Kakade, Sham M.; Zhang, Tong
26
2011
Loss minimization and parameter estimation with heavy tails. Zbl 1360.62380
Hsu, Daniel; Sabato, Sivan
23
2016
A spectral algorithm for learning hidden Markov models. Zbl 1244.68065
Hsu, Daniel; Kakade, Sham M.; Zhang, Tong
18
2012
Learning mixtures of spherical Gaussians: moment methods and spectral decompositions (extended abstract). Zbl 1362.68246
Hsu, Daniel; Kakade, Sham M.
18
2013
A tensor approach to learning mixed membership community models. Zbl 1318.68136
Anandkumar, Animashree; Ge, Rong; Hsu, Daniel; Kakade, Sham M.
16
2014
Random design analysis of ridge regression. Zbl 1298.62120
Hsu, Daniel; Kakade, Sham M.; Zhang, Tong
15
2014
Reconciling modern machine-learning practice and the classical bias-variance trade-off. Zbl 1433.68325
Belkin, Mikhail; Hsu, Daniel; Ma, Siyuan; Mandal, Soumik
15
2019
Kernel ridge vs. principal component regression: minimax bounds and the qualification of regularization operators. Zbl 1362.62087
Dicker, Lee H.; Foster, Dean P.; Hsu, Daniel
14
2017
A spectral algorithm for latent Dirichlet allocation. Zbl 1311.68130
Anandkumar, Anima; Foster, Dean P.; Hsu, Daniel; Kakade, Sham M.; Liu, Yi-Kai
12
2015
Tail inequalities for sums of random matrices that depend on the intrinsic dimension. Zbl 1243.60007
Hsu, Daniel; Kakade, Sham M.; Zhang, Tong
8
2012
Stochastic convex optimization with bandit feedback. Zbl 1270.90107
Agarwal, Alekh; Foster, Dean P.; Hsu, Daniel; Kakade, Sham M.; Rakhlin, Alexander
6
2013
Successive rank-one approximations for nearly orthogonally decomposable symmetric tensors. Zbl 1330.15030
Mu, Cun; Hsu, Daniel; Goldfarb, Donald
5
2015
When are overcomplete topic models identifiable? Uniqueness of tensor Tucker decompositions with structured sparsity. Zbl 1351.68202
Anandkumar, Animashree; Hsu, Daniel; Janzamin, Majid; Kakade, Sham
4
2015
Greedy approaches to symmetric orthogonal tensor decomposition. Zbl 1386.15051
Mu, Cun; Hsu, Daniel; Goldfarb, Donald
2
2017
On-line estimation with the multivariate Gaussian distribution. Zbl 1203.68144
Dasgupta, Sanjoy; Hsu, Daniel
2
2007
Kernel approximation methods for speech recognition. Zbl 07064039
May, Avner; Garakani, Alireza Bagheri; Lu, Zhiyun; Guo, Dong; Liu, Kuan; Bellet, Aurélien; Fan, Linxi; Collins, Michael; Hsu, Daniel; Kingsbury, Brian; Picheny, Michael; Sha, Fei
2
2019
Mixing time estimation in reversible Markov chains from a single sample path. Zbl 1466.60143
Hsu, Daniel; Kontorovich, Aryeh; Levin, David A.; Peres, Yuval; Szepesvári, Csaba; Wolfer, Geoffrey
2
2019
Tensor decompositions for learning latent variable models (a survey for ALT). Zbl 06657616
Anandkumar, Anima; Ge, Rong; Hsu, Daniel; Kakade, Sham M.; Telgarsky, Matus
1
2015
Reconciling modern machine-learning practice and the classical bias-variance trade-off. Zbl 1433.68325
Belkin, Mikhail; Hsu, Daniel; Ma, Siyuan; Mandal, Soumik
15
2019
Kernel approximation methods for speech recognition. Zbl 07064039
May, Avner; Garakani, Alireza Bagheri; Lu, Zhiyun; Guo, Dong; Liu, Kuan; Bellet, Aurélien; Fan, Linxi; Collins, Michael; Hsu, Daniel; Kingsbury, Brian; Picheny, Michael; Sha, Fei
2
2019
Mixing time estimation in reversible Markov chains from a single sample path. Zbl 1466.60143
Hsu, Daniel; Kontorovich, Aryeh; Levin, David A.; Peres, Yuval; Szepesvári, Csaba; Wolfer, Geoffrey
2
2019
Kernel ridge vs. principal component regression: minimax bounds and the qualification of regularization operators. Zbl 1362.62087
Dicker, Lee H.; Foster, Dean P.; Hsu, Daniel
14
2017
Greedy approaches to symmetric orthogonal tensor decomposition. Zbl 1386.15051
Mu, Cun; Hsu, Daniel; Goldfarb, Donald
2
2017
Loss minimization and parameter estimation with heavy tails. Zbl 1360.62380
Hsu, Daniel; Sabato, Sivan
23
2016
A spectral algorithm for latent Dirichlet allocation. Zbl 1311.68130
Anandkumar, Anima; Foster, Dean P.; Hsu, Daniel; Kakade, Sham M.; Liu, Yi-Kai
12
2015
Successive rank-one approximations for nearly orthogonally decomposable symmetric tensors. Zbl 1330.15030
Mu, Cun; Hsu, Daniel; Goldfarb, Donald
5
2015
When are overcomplete topic models identifiable? Uniqueness of tensor Tucker decompositions with structured sparsity. Zbl 1351.68202
Anandkumar, Animashree; Hsu, Daniel; Janzamin, Majid; Kakade, Sham
4
2015
Tensor decompositions for learning latent variable models (a survey for ALT). Zbl 06657616
Anandkumar, Anima; Ge, Rong; Hsu, Daniel; Kakade, Sham M.; Telgarsky, Matus
1
2015
Tensor decompositions for learning latent variable models. Zbl 1319.62109
Anandkumar, Animashree; Ge, Rong; Hsu, Daniel; Kakade, Sham M.; Telgarsky, Matus
70
2014
A tensor approach to learning mixed membership community models. Zbl 1318.68136
Anandkumar, Animashree; Ge, Rong; Hsu, Daniel; Kakade, Sham M.
16
2014
Random design analysis of ridge regression. Zbl 1298.62120
Hsu, Daniel; Kakade, Sham M.; Zhang, Tong
15
2014
Learning mixtures of spherical Gaussians: moment methods and spectral decompositions (extended abstract). Zbl 1362.68246
Hsu, Daniel; Kakade, Sham M.
18
2013
Stochastic convex optimization with bandit feedback. Zbl 1270.90107
Agarwal, Alekh; Foster, Dean P.; Hsu, Daniel; Kakade, Sham M.; Rakhlin, Alexander
6
2013
A tail inequality for quadratic forms of subgaussian random vectors. Zbl 1309.60017
Hsu, Daniel; Kakade, Sham M.; Zhang, Tong
37
2012
A spectral algorithm for learning hidden Markov models. Zbl 1244.68065
Hsu, Daniel; Kakade, Sham M.; Zhang, Tong
18
2012
Tail inequalities for sums of random matrices that depend on the intrinsic dimension. Zbl 1243.60007
Hsu, Daniel; Kakade, Sham M.; Zhang, Tong
8
2012
Robust matrix decomposition with sparse corruptions. Zbl 1365.15018
Hsu, Daniel; Kakade, Sham M.; Zhang, Tong
26
2011
On-line estimation with the multivariate Gaussian distribution. Zbl 1203.68144
Dasgupta, Sanjoy; Hsu, Daniel
2
2007
all top 5

Cited by 502 Authors

6 Hsu, Daniel
6 Minsker, Stanislav
6 Wainwright, Martin J.
5 Fan, Jianqing
5 Lin, Junhong
5 Vannieuwenhoven, Nick
4 Cevher, Volkan
4 Chiantini, Luca
4 Goldfarb, Donald
4 Kakade, Sham M.
4 Lugosi, Gábor
4 Mendelson, Shahar
4 Mu, Cun
4 Wegkamp, Marten H.
3 Angelini, Elena
3 Bach, Francis R.
3 Balle, Borja
3 Bing, Xin
3 Bunea, Florentina
3 Gassiat, Elisabeth
3 Gaynanova, Irina
3 Gleich, David F.
3 Han, Le
3 Hu, ShengLong
3 Klopp, Olga
3 Kontorovich, Leonid Aryeh
3 Lei, Jing
3 Li, Lexin
3 Liu, Han
3 Negahban, Sahand N.
3 Ottaviani, Giorgio Maria
3 Robeva, Elina
3 Sambale, Holger
3 Sinulis, Arthur
3 Slawski, Martin
3 Sun, Will Wei
3 Tsybakov, Alexandre B.
3 Wang, Miaoyan
3 Xia, Dong
2 Agarwal, Alekh
2 Anandkumar, Anima
2 Belkin, Mikhail
2 Ben-David, Emanuel
2 Benson, Austin R.
2 Bi, Shujun
2 Blanchard, Gilles
2 Bonald, Thomas
2 Bonhomme, Stéphane
2 Bouwmans, Thierry
2 Breiding, Paul
2 Carlini, Enrico
2 Chen, Yuxin
2 Dieuleveut, Aymeric
2 Dunson, David Brian
2 Feng, Yang
2 Fischer, Jonathan
2 Galuppi, Francesco
2 Götze, Friedrich W.
2 Holland, Matthew J.
2 Ikeda, Kazushi
2 Jochmans, Koen
2 Jordan, Michael Irwin
2 Kaufmann, Emilie
2 Kolar, Mladen
2 Lehéricy, Luc
2 Lelarge, Marc
2 Li, Runze
2 Lim, Lek-Heng
2 Lu, Yu
2 Ma, Chao
2 Ma, Cong
2 Mazzon, Andrea
2 Mella, Massimiliano
2 Mücke, Nicole
2 Nadler, Boaz
2 Oseledets, Ivan V.
2 Ravikumar, Pradeep
2 Rinaldo, Alessandro
2 Robin, Jean-Marc
2 Rosasco, Lorenzo A.
2 Seigal, Anna Leah
2 Shamir, Ohad
2 Song, Yun S.
2 Spokoiny, Vladimir G.
2 Sturmfels, Bernd
2 Wang, Kaizheng
2 Wang, Weichen
2 Wang, Yining
2 Weiss, Roi
2 Yuan, Ming
2 Zhong, Yiqiao
2 Zhou, Dingxuan
2 Zhou, Harrison H.
2 Zhu, Ziwei
1 Abbas, Zaheer
1 Abo, Hirotachi
1 Adams, Niall M.
1 Aditya, Konduri
1 Aeron, Shuchin
1 Agostini, Daniele
...and 402 more Authors
all top 5

Cited in 86 Serials

35 Journal of Machine Learning Research (JMLR)
24 The Annals of Statistics
15 Electronic Journal of Statistics
14 Bernoulli
12 SIAM Journal on Matrix Analysis and Applications
8 Journal of the American Statistical Association
6 Machine Learning
6 Foundations of Computational Mathematics
5 Linear Algebra and its Applications
4 Statistical Science
4 Neural Computation
4 Computational Optimization and Applications
3 Journal of Multivariate Analysis
3 Operations Research
3 Probability Theory and Related Fields
3 SIAM Journal on Optimization
3 Applied and Computational Harmonic Analysis
3 Journal of Statistical Mechanics: Theory and Experiment
2 Applied Mathematics and Computation
2 Journal of Econometrics
2 SIAM Journal on Computing
2 Theoretical Computer Science
2 Statistics & Probability Letters
2 Constructive Approximation
2 Mathematical Programming. Series A. Series B
2 SIAM Journal on Scientific Computing
2 Electronic Journal of Probability
2 Analysis and Applications (Singapore)
2 The Annals of Applied Statistics
2 Statistics and Computing
2 Bayesian Analysis
2 Journal of the Operations Research Society of China
2 Computer Science Review
1 Computer Methods in Applied Mechanics and Engineering
1 Israel Journal of Mathematics
1 Journal of Computational Physics
1 Journal of the Franklin Institute
1 Linear and Multilinear Algebra
1 Metrika
1 The Annals of Probability
1 Illinois Journal of Mathematics
1 International Journal of Mathematics and Mathematical Sciences
1 Journal of Applied Probability
1 Journal of Computer and System Sciences
1 Journal of Pure and Applied Algebra
1 Journal für die Reine und Angewandte Mathematik
1 Numerische Mathematik
1 Transactions of the American Mathematical Society
1 Advances in Applied Mathematics
1 Journal of Complexity
1 Algorithmica
1 Journal of Theoretical Probability
1 Annals of Operations Research
1 Random Structures & Algorithms
1 The Annals of Applied Probability
1 MSCS. Mathematical Structures in Computer Science
1 Journal of Global Optimization
1 Automation and Remote Control
1 European Journal of Operational Research
1 SIAM Review
1 Annales de l’Institut Henri Poincaré. Probabilités et Statistiques
1 Journal of Mathematical Imaging and Vision
1 Mathematical Methods of Statistics
1 The Journal of Artificial Intelligence Research (JAIR)
1 The Journal of Fourier Analysis and Applications
1 Mathematical Problems in Engineering
1 Data Mining and Knowledge Discovery
1 Computational Methods in Applied Mathematics
1 Journal of Applied Mathematics and Computing
1 Mediterranean Journal of Mathematics
1 Acta Numerica
1 ALEA. Latin American Journal of Probability and Mathematical Statistics
1 Inverse Problems and Imaging
1 Statistical Analysis and Data Mining
1 SIAM Journal on Imaging Sciences
1 Science China. Mathematics
1 Symmetry
1 Sankhyā. Series A
1 Information and Inference
1 Mathematics
1 SIAM/ASA Journal on Uncertainty Quantification
1 Open Mathematics
1 Journal of the Japan Statistical Society. Japanese Issue
1 Bollettino dell’Unione Matematica Italiana
1 Mathematical Statistics and Learning
1 SIAM Journal on Mathematics of Data Science

Citations by Year