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Dive into the research topics where Hanie Sedghi is active.

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Featured researches published by Hanie Sedghi.


wireless communications and networking conference | 2010

A Game-Theoretic Approach for Power Allocation in Bidirectional Cooperative Communication

Majid Janzamin; Mohammad Reza Pakravan; Hanie Sedghi

Cooperative communication exploits wireless broadcast advantage to confront the severe fading effect on wireless communications. Proper allocation of power can play an important role in the performance of cooperative communication. In this paper, we propose a distributed game-theoretical method for power allocation in bidirectional cooperative communication networks. In this work, we consider two nodes as data sources who want to cooperate in sending data to the destination. In addition to being data source, each source node has to relay the others data. We answer the question: How much power each node contributes for relaying other nodes data? We use Stackelberg game which is an extensive-form game to find a solution to this problem. The proposed method reaches equilibrium in only one stage. It is shown that there are more benefits when bidirectional cooperation is done between node pairs who are closer to each other. Simulation results show that the proposed method leads to fair solution and the nodes farther to the destination should contribute more power to cooperate with others.


arXiv: Learning | 2017

Beating the Perils of Non-Convexity: Guaranteed Training of Neural Networks using Tensor Methods

Majid Janzamin; Hanie Sedghi; Anima Anandkumar


arXiv: Learning | 2014

Provable Methods for Training Neural Networks with Sparse Connectivity

Hanie Sedghi; Anima Anandkumar


international conference on artificial intelligence and statistics | 2016

Provable Tensor Methods for Learning Mixtures of Generalized Linear Models

Hanie Sedghi; Majid Janzamin; Anima Anandkumar


arXiv: Learning | 2016

Training Input-Output Recurrent Neural Networks through Spectral Methods

Hanie Sedghi; Anima Anandkumar


arXiv: Learning | 2014

Provable Tensor Methods for Learning Mixtures of Classifiers.

Hanie Sedghi; Anima Anandkumar


arXiv: Learning | 2014

Statistical Structure Learning, Towards a Robust Smart Grid.

Hanie Sedghi; Edmond A. Jonckheere


International Journal of Research | 2013

A Misbehavior-Tolerant Multipath Routing Protocol for Wireless Ad hoc Networks

Hanie Sedghi; Mohammad Reza Pakravan; Mohammad Reza Aref


arXiv: Learning | 2018

The Singular Values of Convolutional Layers.

Hanie Sedghi; Vineet Gupta; Philip M. Long


neural information processing systems | 2015

FEAST at Play: Feature ExtrAction using Score function Tensors

Majid Janzamin; Hanie Sedghi; U. N. Niranjan; Animashree Anandkumar

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Majid Janzamin

University of California

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Edmond A. Jonckheere

University of Southern California

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U. N. Niranjan

University of California

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Philip M. Long

National University of Singapore

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