2016 export record
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conf/acssc/SlavakisSWMBVCG16 share record
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Konstantinos Slavakis , Shiva Salsabilian , David S. Wack , Sarah Feldt Muldoon , Henry E. Baidoo-Williams , Jean M. Vettel , Matthew Cieslak , Scott T. Grafton : Clustering brain-network-connectivity states using kernel partial correlations. ACSSC 2016 : 268-272 export record
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conf/icassp/KaranikolasGSL16 share record
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G. V. Karanikolas , Georgios B. Giannakis , Konstantinos Slavakis , Richard M. Leahy : Multi-kernel based nonlinear models for connectivity identification of brain networks. ICASSP 2016 : 6315-6319 share record
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Ukash Nakarmi , Yihang Zhou , Jingyuan Lyu , Konstantinos Slavakis , Leslie Ying : Accelerating dynamic magnetic resonance imaging by nonlinear sparse coding. ISBI 2016 : 510-513 share record
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Konstantinos Slavakis , Shiva Salsabilian , David S. Wack , Sarah Feldt Muldoon : Clustering time-varying connectivity networks by riemannian geometry: The brain-network case. SSP 2016 : 1-5 2015 export record
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journals/jstsp/TraganitisSG15 share record
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Panagiotis A. Traganitis , Konstantinos Slavakis , Georgios B. Giannakis : Sketch and Validate for Big Data Clustering. IEEE J. Sel. Top. Signal Process. 9 (4 ) : 678-690 (2015 )export record
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conf/acssc/TraganitisSG15 share record
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Panagiotis A. Traganitis , Konstantinos Slavakis , Georgios B. Giannakis : Large-scale subspace clustering using random sketching and validation. ACSSC 2015 : 107-111 share record
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Xu Wang , Konstantinos Slavakis , Gilad Lerman : Multi-Manifold Modeling in Non-Euclidean spaces. AISTATS 2015 share record
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Panagiotis A. Traganitis , Konstantinos Slavakis , Georgios B. Giannakis : Spectral clustering of large-scale communities via random sketching and validation. CISS 2015 : 1-6 export record
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journals/corr/TraganitisSG15 share record
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Panagiotis A. Traganitis , Konstantinos Slavakis , Georgios B. Giannakis : Sketch and Validate for Big Data Clustering. CoRR abs/1501.05590 (2015 )export record
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journals/corr/TraganitisSG15a share record
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Panagiotis A. Traganitis , Konstantinos Slavakis , Georgios B. Giannakis : Large-scale subspace clustering using sketching and validation. CoRR abs/1510.01628 (2015 )2014 export record
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journals/spm/SlavakisGM14 share record
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Konstantinos Slavakis , Georgios B. Giannakis , Gonzalo Mateos : Modeling and Optimization for Big Data Analytics: (Statistical) learning tools for our era of data deluge. IEEE Signal Process. Mag. 31 (5 ) : 18-31 (2014 )export record
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journals/spm/SlavakisKMG14 share record
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Konstantinos Slavakis , Seung-Jun Kim , Gonzalo Mateos , Georgios B. Giannakis : Stochastic Approximation vis-a-vis Online Learning for Big Data Analytics [Lecture Notes]. IEEE Signal Process. Mag. 31 (6 ) : 124-129 (2014 )export record
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conf/acssc/TraganitisSG14 share record
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Panagiotis A. Traganitis , Konstantinos Slavakis , Georgios B. Giannakis : Big data clustering via random sketching and validation. ACSSC 2014 : 1046-1050 export record
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conf/ciss/ZamanighomiWSG14 share record
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Mahdi Zamanighomi , Zhengdao Wang , Konstantinos Slavakis , Georgios B. Giannakis : Linear minimum mean-square error estimation based on high-dimensional data with missing values. CISS 2014 : 1-5 export record
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conf/globalsip/TraganitisSG14 share record
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Panagiotis A. Traganitis , Konstantinos Slavakis , Georgios B. Giannakis : Clustering high-dimensional data via random sampling and consensus. GlobalSIP 2014 : 307-311 share record
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Konstantinos Slavakis , Georgios B. Giannakis : Online dictionary learning from big data using accelerated stochastic approximation algorithms. ICASSP 2014 : 16-20 share record
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Xu Wang , Konstantinos Slavakis , Gilad Lerman : Riemannian Multi-Manifold Modeling. CoRR abs/1410.0095 (2014 )2013 export record
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journals/jstsp/ChouvardasST13 share record
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Symeon Chouvardas , Konstantinos Slavakis , Sergios Theodoridis : Trading off Complexity With Communication Costs in Distributed Adaptive Learning via Krylov Subspaces for Dimensionality Reduction. IEEE J. Sel. Top. Signal Process. 7 (2 ) : 257-273 (2013 )export record
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journals/siamjo/SlavakisY13 share record
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Konstantinos Slavakis , Isao Yamada : The Adaptive Projected Subgradient Method Constrained by Families of Quasi-nonexpansive Mappings and Its Application to Online Learning. SIAM J. Optim. 23 (1 ) : 126-152 (2013 )export record
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journals/spl/ChouvardasSTY13 share record
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Symeon Chouvardas , Konstantinos Slavakis , Sergios Theodoridis , Isao Yamada : Stochastic Analysis of Hyperslab-Based Adaptive Projected Subgradient Method Under Bounded Noise. IEEE Signal Process. Lett. 20 (7 ) : 729-732 (2013 )export record
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journals/tsp/SlavakisKTM13 share record
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Konstantinos Slavakis , Yannis Kopsinis , Sergios Theodoridis , Stephen McLaughlin : Generalized Thresholding and Online Sparsity-Aware Learning in a Union of Subspaces. IEEE Trans. Signal Process. 61 (15 ) : 3760-3773 (2013 )export record
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conf/alcosp/TheodoridisKSC13 share record
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Sergios Theodoridis , Yannis Kopsinis , Konstantinos Slavakis , Symeon Chouvardas : Sparsity-Aware Adaptive Learning: A Set Theoretic Estimation Approach. ALCOSP 2013 : 748-756 share record
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Konstantinos Slavakis , Georgios B. Giannakis , Geert Leus : Robust sparse embedding and reconstruction via dictionary learning. CISS 2013 : 1-6 export record
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conf/eusipco/SlavakisKT13 share record
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Konstantinos Slavakis , Yannis Kopsinis , Sergios Theodoridis : New operators for fixed-point theory: The sparsity-aware learning case. EUSIPCO 2013 : 1-5 share record
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Konstantinos Slavakis , Geert Leus , Georgios B. Giannakis : Online robust portfolio risk management using total least-squares and parallel splitting algorithms. ICASSP 2013 : 5686-5690 share record
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Yannis Kopsinis , Konstantinos Slavakis , Sergios Theodoridis , Stephen McLaughlin : Thresholding-based online algorithms of complexity comparable to sparse LMS methods. ISCAS 2013 : 513-516 export record
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conf/iswcs/SlavakisKTGK13 share record
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Konstantinos Slavakis , Yannis Kopsinis , Sergios Theodoridis , Georgios B. Giannakis , Vassilis Kekatos : Generalized Iterative Thresholding for Sparsity-Aware Online Volterra System Identification. ISWCS 2013 : 1-5 2012 export record
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journals/tnn/BouboulisST12 share record
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Pantelis Bouboulis , Konstantinos Slavakis , Sergios Theodoridis : Adaptive Learning in Complex Reproducing Kernel Hilbert Spaces Employing Wirtinger's Subgradients. IEEE Trans. Neural Networks Learn. Syst. 23 (3 ) : 425-438 (2012 )export record
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journals/tnn/SlavakisBT12 share record
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Konstantinos Slavakis , Pantelis Bouboulis , Sergios Theodoridis : Adaptive Multiregression in Reproducing Kernel Hilbert Spaces: The Multiaccess MIMO Channel Case. IEEE Trans. Neural Networks Learn. Syst. 23 (2 ) : 260-276 (2012 )export record
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journals/tsp/ChouvardasSKT12 share record
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Symeon Chouvardas , Konstantinos Slavakis , Yannis Kopsinis , Sergios Theodoridis : A Sparsity Promoting Adaptive Algorithm for Distributed Learning. IEEE Trans. Signal Process. 60 (10 ) : 5412-5425 (2012 )