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Optimal Bipartite Network Clustering,
Zhixin Zhou and Arash A. Amini,
2018,

Analysis of spectral clustering algorithms for community detection: the general bipartite setting,
Zhixin Zhou and Arash A. Amini,
2018,

The incoherence of marginal regression for support recovery,
Jalil Kazemitabar and Arash A. Amini and Ameet Talwalkar,
2018,

Variable Importance using Decision Trees,
Jalil Kazemitabar and Arash A. Amini and Adam Bloniarz and Ameet Talwalkar,
To appear in NIPS17,
PDF
(Supplement: PDF)

Partial correlation graphs and the neighborhood lattice,
Arash A. Amini and Bryon Aragam and Qing Zhou,
2017,
code

Matched bipartite block model with covariates,
Razaee, Zahra S. and Amini, Arash A. and Li, Jingyi Jessica,
2017,

Learning Directed Acyclic Graphs with Penalized Neighbourhood Regression,
Aragam, B., Amini, A. and Zhou, Q.,
2015,

On semidefinite relaxations for the block model,
A. A. Amini and E. Levina,
Ann. Statist. Volume 46, Number 1 (2018), 149179.,
code
PDF

Bayesian inference as iterated random functions with applications to sequential inference in graphical models,
A. A. Amini and X. Nguyen,
NIPS 2013,

Structured functional regression models for highdimensional spatial spectroscopy data,
A. A. Amini, E. Levina, and K. A. Shedden,
Electron. J. Statist., Volume 11, Number 2 (2017), 41514178.,

Pseudolikelihood methods for community detection in large sparse networks,
A. A. Amini, A. Chen, P. J. Bickel, E. Levina,
Annals of Statistics 2013, Vol. 41 (4), 2097—2122,
code

Sequential detection of multiple change points in networks: a graphical model approach,
A. A. Amini and X. Nguyen,
IEEE Trans. on Information Theory 2013, Vol. 59 (9), 5824—5841,
Short version appears in Proceedings of ISIT 2012

Sampled forms of functional PCA in reproducing kernel Hilbert spaces,
A. A. Amini and M. J. Wainwright,
Annals of Statistics 2012, Vol. 40 (5), 2483—2510,

On approximation properties of certain operatorinduced norms on Hilbert spaces,
A. A. Amini and M. J. Wainwright,
J. Approximation Theory 2012, 164, 320—345,

Highdimensional analysis of semidefinite programming relaxations for sparse principal component analysis,
A. A. Amini and M. J. Wainwright,
Annals of Statistics 2009, Vol. 37 (5B), 2877—2921,
A short version of this appears in Proceedings of ISIT 2008

A fast method for sparse component analysis based on iterative detectionprojection,
A. A. Amini, M. BabaieZadeh, C. Jutten,
AIP Conference Proceedings 872, 123 (2006),
Extended unpublished version

A new approach for sparse decomposition and sparse source separation,
A. A. Amini, M. BabaieZadeh, C. Jutten,
Proceedings of Eusipco 2006,