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A Principled Approach to Learning Stochastic Representations for Privacy in Deep Neural Inference


Mar 26, 2020
Fatemehsadat Mireshghallah, Mohammadkazem Taram, Ali Jalali, Ahmed Taha Elthakeb, Dean Tullsen, Hadi Esmaeilzadeh


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Clustering Partially Observed Graphs via Convex Optimization


Jul 24, 2014
Yudong Chen, Ali Jalali, Sujay Sanghavi, Huan Xu

* Journal of Machine Learning Research, vol. 15, pp. 2213-2238, 2014 
* This is the final version published in Journal of Machine Learning Research (JMLR). Partial results appeared in International Conference on Machine Learning (ICML) 2011 

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A Lipschitz Exploration-Exploitation Scheme for Bayesian Optimization


Jul 16, 2013
Ali Jalali, Javad Azimi, Xiaoli Fern, Ruofei Zhang

* ECML 2013 

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Scalable Audience Reach Estimation in Real-time Online Advertising


May 14, 2013
Ali Jalali, Santanu Kolay, Peter Foldes, Ali Dasdan


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Real Time Bid Optimization with Smooth Budget Delivery in Online Advertising


May 14, 2013
Kuang-Chih Lee, Ali Jalali, Ali Dasdan


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A New Greedy Algorithm for Multiple Sparse Regression


Jun 07, 2012
Ali Jalali, Sujay Sanghavi


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Learning the Dependence Graph of Time Series with Latent Factors


May 01, 2012
Ali Jalali, Sujay Sanghavi


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Hybrid Batch Bayesian Optimization


May 01, 2012
Javad Azimi, Ali Jalali, Xiaoli Fern


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Clustering using Max-norm Constrained Optimization


Apr 13, 2012
Ali Jalali, Nathan Srebro


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High-dimensional Sparse Inverse Covariance Estimation using Greedy Methods


Dec 29, 2011
Christopher C. Johnson, Ali Jalali, Pradeep Ravikumar

* Accepted to AI STAT 2012 for Oral Presentation 

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Dynamic Batch Bayesian Optimization


Oct 14, 2011
Javad Azimi, Ali Jalali, Xiaoli Fern

* 6 Pages 

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Low-rank Matrix Recovery from Errors and Erasures


Aug 25, 2011
Yudong Chen, Ali Jalali, Sujay Sanghavi, Constantine Caramanis

* IEEE Transactions on Information Theory, vol. 59, no. 7, 4324-4337, 2013 
* 27 pages, 3 figures. Appeared in ISIT 2011 

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On Learning Discrete Graphical Models Using Greedy Methods


Jul 16, 2011
Ali Jalali, Chris Johnson, Pradeep Ravikumar


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A Dirty Model for Multiple Sparse Regression


Jun 29, 2011
Ali Jalali, Pradeep Ravikumar, Sujay Sanghavi

* The primary result is accepted to NIPS 2010 for Oral Presentation 

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