--- references: - id: AcemogluLearning2006 accessed: - year: 2020 month: 6 day: 20 author: - family: Acemoglu given: Daron - family: Chernozhukov given: Victor - family: Yildiz given: Muhamet citation-key: AcemogluLearning2006 DOI: 10.3386/w12648 genre: Working Paper issued: - year: 2006 month: 10 number: '12648' publisher: National Bureau of Economic Research title: Learning and Disagreement in an Uncertain World type: report URL: http://www.nber.org/papers/w12648 - id: BatteyDistributed2015 accessed: - year: 2015 month: 11 day: 23 author: - family: Battey given: Heather - family: Fan given: Jianqing - family: Liu given: Han - family: Lu given: Junwei - family: Zhu given: Ziwei citation-key: BatteyDistributed2015 container-title: arXiv:1509.05457 [math, stat] issued: - year: 2015 month: 9 day: 17 title: Distributed Estimation and Inference with Statistical Guarantees type: article-journal URL: http://arxiv.org/abs/1509.05457 - id: BianchiConvergence2013 author: - family: Bianchi given: P. - family: Jakubowicz given: J. citation-key: BianchiConvergence2013 container-title: IEEE Transactions on Automatic Control DOI: 10.1109/TAC.2012.2209984 ISSN: 0018-9286 issue: '2' issued: - year: 2013 month: 2 page: 391-405 title: >- Convergence of a Multi-Agent Projected Stochastic Gradient Algorithm for Non-Convex Optimization type: article-journal volume: '58' - id: BieniawskiAdaptive2004 author: - family: Bieniawski given: Stefan - family: Wolpert given: David H. citation-key: BieniawskiAdaptive2004 container-title: >- Proceedings of the Third International Joint Conference on Autonomous Agents and Multiagent Systems-Volume 3 issued: - year: 2004 page: 1230–1231 publisher: IEEE Computer Society title: Adaptive, distributed control of constrained multi-agent systems type: paper-conference URL: https://ti.arc.nasa.gov/m/profile/dhw/papers/7.pdf volume: '4' - id: BottouOptimization2016 accessed: - year: 2016 month: 6 day: 17 author: - family: Bottou given: Léon - family: Curtis given: Frank E. - family: Nocedal given: Jorge citation-key: BottouOptimization2016 container-title: arXiv:1606.04838 [cs, math, stat] issued: - year: 2016 month: 6 day: 15 title: Optimization Methods for Large-Scale Machine Learning type: article-journal URL: http://arxiv.org/abs/1606.04838 - id: BoydDistributed2010 accessed: - year: 2016 month: 9 day: 21 author: - family: Boyd given: Stephen citation-key: BoydDistributed2010 DOI: 10.1561/2200000016 issued: - year: 2010 language: en publisher: Now Publishers Inc title: >- Distributed Optimization and Statistical Learning via the Alternating Direction Method of Multipliers type: book URL: http://web.stanford.edu/class/ee367/reading/admm_distr_stats.pdf volume: '3' - id: CalderheadGeneral2014 accessed: - year: 2015 month: 1 day: 10 author: - family: Calderhead given: Ben citation-key: CalderheadGeneral2014 container-title: Proceedings of the National Academy of Sciences container-title-short: PNAS DOI: 10.1073/pnas.1408184111 ISSN: 0027-8424, 1091-6490 issue: '49' issued: - year: 2014 month: 9 day: 12 language: en page: 17408-17413 PMID: '25422442' title: A general construction for parallelizing Metropolis−Hastings algorithms type: article-journal volume: '111' - id: ChristDistributed2016 author: - family: Christ given: Maximilian - family: Kempa-Liehr given: Andreas W. - family: Feindt given: Michael citation-key: ChristDistributed2016 container-title: arXiv:1610.07717 [cs] issued: - year: 2016 month: 10 day: 24 title: >- Distributed and parallel time series feature extraction for industrial big data applications type: article-journal URL: http://arxiv.org/abs/1610.07717 - id: GainesAlgorithms2016 author: - family: Gaines given: Brian R. - family: Zhou given: Hua citation-key: GainesAlgorithms2016 container-title: arXiv:1611.01511 [stat] issued: - year: 2016 month: 10 day: 28 title: Algorithms for Fitting the Constrained Lasso type: article-journal URL: http://arxiv.org/abs/1611.01511 - id: HeinzeDUALLOCO2016 author: - family: Heinze given: Christina - family: McWilliams given: Brian - family: Meinshausen given: Nicolai citation-key: HeinzeDUALLOCO2016 event-title: >- Proceedings of the 19th International Conference on Artificial Intelligence and Statistics issued: - year: 2016 page: 875-883 title: 'DUAL-LOCO: Distributing Statistical Estimation Using Random Projections' type: paper-conference URL: http://www.jmlr.org/proceedings/papers/v51/heinze16.html - id: HeinzeLOCO2014 author: - family: Heinze given: Christina - family: McWilliams given: Brian - family: Meinshausen given: Nicolai - family: Krummenacher given: Gabriel citation-key: HeinzeLOCO2014 container-title: arXiv:1406.3469 [stat] issued: - year: 2014 month: 6 day: 13 title: 'LOCO: Distributing Ridge Regression with Random Projections' type: article-journal URL: http://arxiv.org/abs/1406.3469 - id: JaggiCommunicationEfficient2014 accessed: - year: 2015 month: 7 day: 1 author: - family: Jaggi given: Martin - family: Smith given: Virginia - family: Takac given: Martin - family: Terhorst given: Jonathan - family: Krishnan given: Sanjay - family: Hofmann given: Thomas - family: Jordan given: Michael I citation-key: JaggiCommunicationEfficient2014 container-title: Advances in Neural Information Processing Systems 27 editor: - family: Ghahramani given: Z. - family: Welling given: M. - family: Cortes given: C. - family: Lawrence given: N. D. - family: Weinberger given: K. Q. issued: - year: 2014 page: 3068–3076 publisher: Curran Associates, Inc. title: Communication-Efficient Distributed Dual Coordinate Ascent type: paper-conference URL: >- http://papers.nips.cc/paper/5599-communication-efficient-distributed-dual-coordinate-ascent.pdf - id: JainParallelizing2016 accessed: - year: 2016 month: 10 day: 14 author: - family: Jain given: Prateek - family: Kakade given: Sham M. - family: Kidambi given: Rahul - family: Netrapalli given: Praneeth - family: Sidford given: Aaron citation-key: JainParallelizing2016 container-title: arXiv:1610.03774 [cs, stat] issued: - year: 2016 month: 10 day: 12 title: >- Parallelizing Stochastic Approximation Through Mini-Batching and Tail-Averaging type: article-journal URL: http://arxiv.org/abs/1610.03774 - id: KrummenacherScalable2016 author: - family: Krummenacher given: Gabriel - family: McWilliams given: Brian - family: Kilcher given: Yannic - family: Buhmann given: Joachim M - family: Meinshausen given: Nicolai citation-key: KrummenacherScalable2016 container-title: Advances in Neural Information Processing Systems 29 editor: - family: Lee given: D. D. - family: Sugiyama given: M. - family: Luxburg given: U. V. - family: Guyon given: I. - family: Garnett given: R. issued: - year: 2016 page: 1750–1758 publisher: Curran Associates, Inc. title: Scalable Adaptive Stochastic Optimization Using Random Projections type: paper-conference URL: >- http://papers.nips.cc/paper/6054-scalable-adaptive-stochastic-optimization-using-random-projections.pdf - id: MaAdding2015 accessed: - year: 2015 month: 7 day: 1 author: - family: Ma given: Chenxin - family: Smith given: Virginia - family: Jaggi given: Martin - family: Jordan given: Michael I. - family: Richtárik given: Peter - family: Takáč given: Martin citation-key: MaAdding2015 container-title: arXiv:1502.03508 [cs] issued: - year: 2015 month: 2 day: 11 title: Adding vs. Averaging in Distributed Primal-Dual Optimization type: article-journal URL: http://arxiv.org/abs/1502.03508 - id: MaDistributed2015 accessed: - year: 2015 month: 12 day: 20 author: - family: Ma given: Chenxin - family: Konečnỳ given: Jakub - family: Jaggi given: Martin - family: Smith given: Virginia - family: Jordan given: Michael I. - family: Richtárik given: Peter - family: Takáč given: Martin citation-key: MaDistributed2015 container-title: arXiv preprint arXiv:1512.04039 issued: - year: 2015 title: Distributed Optimization with Arbitrary Local Solvers type: article-journal URL: http://arxiv.org/abs/1512.04039 - id: MannMinorities2016 author: - family: Mann given: Richard P. - family: Helbing given: Dirk citation-key: MannMinorities2016 container-title: arXiv:1611.03899 [cs, math, stat] issued: - year: 2016 month: 11 day: 11 title: 'Minorities report: optimal incentives for collective intelligence' type: article-journal URL: http://arxiv.org/abs/1611.03899 - id: MateosDistributed2010 author: - family: Mateos given: G. - family: Bazerque given: J. A. - family: Giannakis given: G. B. citation-key: MateosDistributed2010 container-title: IEEE Transactions on Signal Processing DOI: 10.1109/TSP.2010.2055862 ISSN: 1053-587X issue: '10' issued: - year: 2010 month: 10 page: 5262-5276 title: Distributed Sparse Linear Regression type: article-journal URL: >- https://www.researchgate.net/profile/Gonzalo_Mateos2/publication/224151653_Distributed_Sparse_Linear_Regression/links/0deec53639a8ec8aca000000.pdf volume: '58' - id: McLachlanEM2008 accessed: - year: 2015 month: 2 day: 11 author: - family: McLachlan given: Geoffrey J - family: Krishnan given: T citation-key: McLachlanEM2008 event-place: Hoboken, N.J. ISBN: 0-470-19161-9 issued: - year: 2008 language: English publisher: Wiley-Interscience publisher-place: Hoboken, N.J. title: The EM algorithm and extensions type: book URL: http://site.ebrary.com/id/10296227 - id: NathanOptimization2016 accessed: - year: 2017 month: 3 day: 9 author: - family: Nathan given: Alexandros - family: Klabjan given: Diego citation-key: NathanOptimization2016 container-title: arXiv:1610.10060 [cs, stat] issued: - year: 2016 month: 10 day: 31 title: >- Optimization for Large-Scale Machine Learning with Distributed Features and Observations type: article-journal URL: http://arxiv.org/abs/1610.10060 - id: Shalev-ShwartzStochastic2013 accessed: - year: 2016 month: 10 day: 11 author: - family: Shalev-Shwartz given: Shai - family: Zhang given: Tong citation-key: Shalev-ShwartzStochastic2013 container-title: Journal of Machine Learning Research issue: Feb issued: - year: 2013 page: 567–599 title: Stochastic dual coordinate ascent methods for regularized loss minimization type: article-journal URL: http://www.jmlr.org/papers/v14/shalev-shwartz13a.html volume: '14' - id: ShamirCommunicationEfficient2014 accessed: - year: 2016 month: 10 day: 11 author: - family: Shamir given: Ohad - family: Srebro given: Nathan - family: Zhang given: Tong citation-key: ShamirCommunicationEfficient2014 container-title: ICML issued: - year: 2014 page: 1000–1008 title: >- Communication-Efficient Distributed Optimization using an Approximate Newton-type Method. type: paper-conference URL: http://www.jmlr.org/proceedings/papers/v32/shamir14.pdf volume: '32' - id: SmithL1Regularized2015 accessed: - year: 2015 month: 12 day: 18 author: - family: Smith given: Virginia - family: Forte given: Simone - family: Jordan given: Michael I. - family: Jaggi given: Martin citation-key: SmithL1Regularized2015 container-title: arXiv:1512.04011 [cs] issued: - year: 2015 month: 12 day: 13 title: >- L1-Regularized Distributed Optimization: A Communication-Efficient Primal-Dual Framework type: article-journal URL: http://arxiv.org/abs/1512.04011 - id: ThaneiRandom2017 author: - family: Thanei given: Gian-Andrea - family: Heinze given: Christina - family: Meinshausen given: Nicolai citation-key: ThaneiRandom2017 container-title: arXiv:1701.05325 [math, stat] issued: - year: 2017 month: 1 day: 19 title: Random Projections For Large-Scale Regression type: article-journal URL: http://arxiv.org/abs/1701.05325 - id: TrofimovDistributed2015 author: - family: Trofimov given: Ilya - family: Genkin given: Alexander citation-key: TrofimovDistributed2015 collection-number: '542' collection-title: Communications in Computer and Information Science container-title: Analysis of Images, Social Networks and Texts DOI: 10.1007/978-3-319-26123-2_24 editor: - family: Khachay given: Mikhail Yu - family: Konstantinova given: Natalia - family: Panchenko given: Alexander - family: Ignatov given: Dmitry I. - family: Labunets given: Valeri G. ISBN: 978-3-319-26122-5 978-3-319-26123-2 issued: - year: 2015 month: 4 day: 9 language: en page: 243-254 publisher: Springer International Publishing title: Distributed Coordinate Descent for L1-regularized Logistic Regression type: chapter URL: http://link.springer.com/chapter/10.1007/978-3-319-26123-2_24 - id: TrofimovDistributed2016 author: - family: Trofimov given: Ilya - family: Genkin given: Alexander citation-key: TrofimovDistributed2016 container-title: arXiv:1611.02101 [cs, stat] issued: - year: 2016 month: 11 day: 7 title: >- Distributed Coordinate Descent for Generalized Linear Models with Regularization type: article-journal URL: http://arxiv.org/abs/1611.02101 - id: YangTrading2013 accessed: - year: 2016 month: 10 day: 11 author: - family: Yang given: Tianbao citation-key: YangTrading2013 container-title: Advances in Neural Information Processing Systems issued: - year: 2013 page: 629–637 title: >- Trading computation for communication: Distributed stochastic dual coordinate ascent type: paper-conference URL: http://papers.nips.cc/paper/5114-tra ...