%For the correct abbreviation of the Hungarian names Gy{\"o}rgy, Gyula and Zsolt (Gy. and not G.; Zs. and not Z.): @preamble{"\newcommand{\Gy}{Gy} \newcommand{\Zs}{Zs}"} %2016: @ARTICLE{szabo16learning, AUTHOR = {Zolt{\'a}n Szab{\'o} and Bharath Sriperumbudur and Barnab{\'a}s P{\'o}czos and Arthur Gretton}, TITLE = {Learning Theory for Distribution Regression}, JOURNAL = {Journal of Machine Learning Research}, YEAR = {2016}, note = {(accepted; \url{http://arxiv.org/abs/1411.2066})}, } @INPROCEEDINGS{jitkrittum16distribution, AUTHOR = {Wittawat Jitkrittum and Zolt{\'a}n Szab{\'o} and Kacper Chwialkowski and Arthur Gretton}, TITLE = {Distribution Features with Maximum Testing Power}, BOOKTITLE = {Neural Information Processing Systems (NIPS)}, YEAR = {2016}, address = {Barcelona, Spain}, month = "5-10~"#dec, note = {(full oral presentation = top 1.84\%; \url{http://arxiv.org/abs/1605.06796})}, } @INPROCEEDINGS{strathmann16kernel, AUTHOR = {Heiko Strathmann and Dino Sejdinovic and Samuel Livingstone and Ingmar Schuster and Maria Lomeli Garcia and Zolt{\'a}n Szab{\'o} and Christophe Andrieu and Arthur Gretton}, TITLE = {Kernel techniques for adaptive {M}onte {C}arlo methods}, BOOKTITLE = {Greek Stochastics Workshop on Big Data and Big Models}, YEAR = {2016}, address = {Tinos, Greece}, month = "10-13~"#jul, } @INPROCEEDINGS{jitkrittum16distinguishing, AUTHOR = {Wittawat Jitkrittum and Zolt{\'a}n Szab{\'o} and Kacper Chwialkowski and Arthur Gretton}, TITLE = {Distinguishing Distributions with Interpretable Features}, BOOKTITLE = {International Conference on Machine Learning (ICML): Data-Efficient Machine Learning workshop}, YEAR = {2016}, address = {New York}, month = "24~"#jun, } @INPROCEEDINGS{szabo16minimaxoptimal, AUTHOR = {Zolt{\'a}n Szab{\'o} and Bharath Sriperumbudur and Barnab{\'a}s P{\'o}czos and Arthur Gretton}, TITLE = {Minimax-Optimal Distribution Regression}, BOOKTITLE = {International Society for NonParametric Statistics (ISNPS) Conference}, YEAR = {2016}, address = {Avignon, France}, month = "11-16~"#jun, } @INPROCEEDINGS{sriperumbudurszabo16optimal, AUTHOR = {Bharath Sriperumbudur and Zolt{\'a}n Szab{\'o}}, TITLE = {Optimal Uniform and ${L}^p$ Rates for Random {F}ourier Features}, BOOKTITLE = {Theory of Big Data Workshop}, YEAR = {2016}, address = {London, UK}, month = "6-8~"#jan, note = {(contributed equally)}, } %2015: @INPROCEEDINGS{sriperumbudurszabo15optimal, AUTHOR = {Bharath K. Sriperumbudur and Zolt{\'a}n Szab{\'o}}, TITLE = {Optimal Rates for Random {F}ourier Features}, BOOKTITLE = {Neural Information Processing Systems (NIPS)}, YEAR = {2015}, address = {Montr{\'e}al, Canada}, month = "7-12~"#dec, pages = {1144--1152}, editor = {C. Cortes and N. D. Lawrence and D. D. Lee and M. Sugiyama and R. Garnett}, publisher = {Curran Associates, Inc.}, note = {(contributed equally; spotlight presentation -- 3.65\% acceptance rate)}, } @INPROCEEDINGS{strathmann15gradient, AUTHOR = {Heiko Strathmann and Dino Sejdinovic and Samuel Livingstone and Zolt{\'a}n Szab{\'o} and Arthur Gretton}, TITLE = {Gradient-free {H}amiltonian {M}onte {C}arlo with Efficient Kernel Exponential Families}, BOOKTITLE = {Neural Information Processing Systems (NIPS)}, YEAR = {2015}, address = {Montr{\'e}al, Canada}, month = "7-12~"#dec, pages = {955--963}, editor = {C. Cortes and N. D. Lawrence and D. D. Lee and M. Sugiyama and R. Garnett}, publisher = {Curran Associates, Inc.}, note = {(poster presentation -- 17.46\% acceptance rate)}, } @INPROCEEDINGS{park15bayesian, AUTHOR = {Mijung Park and Wittawat Jitkrittum and Ahmad Qamar and Zolt{\'a}n Szab{\'o} and Lars Buesing and Maneesh Sahani}, TITLE = {Bayesian Manifold Learning: The Locally Linear Latent Variable Model}, BOOKTITLE = {Neural Information Processing Systems (NIPS)}, YEAR = {2015}, address = {Montr{\'e}al, Canada}, month = "7-12~"#dec, pages = {154--162}, editor = {C. Cortes and N. D. Lawrence and D. D. Lee and M. Sugiyama and R. Garnett}, publisher = {Curran Associates, Inc.}, note = {(poster presentation -- 17.46\% acceptance rate)}, } @MISC{misc_sriperumbudurszabo15optimal, author = {Bharath K. Sriperumbudur and Zolt{\'a}n Szab{\'o}}, title = {Optimal Uniform and ${L}^p$ Rates for Random {F}ourier Features}, howpublished = {Quinquennial Review Symposium}, year = {2015}, month = "23~"#sep, note = {(contributed equally)}, } @MISC{misc_park15bayesian, author = {Mijung Park and Wittawat Jitkrittum and Ahmad Qamar and Zolt{\'a}n Szab{\'o} and Lars Buesing and Maneesh Sahani}, title = {Bayesian Manifold Learning: Locally Linear Latent Variable Model ({LL-LVM})}, howpublished = {Quinquennial Review Symposium}, year = {2015}, month = "23~"#sep, } @INPROCEEDINGS{jitkrittum15just, AUTHOR = {Wittawat Jitkrittum and Arthur Gretton and Nicolas Heess and Ali Eslami and Balaji Lakshminarayanan and Dino Sejdinovic and Zolt{\'a}n Szab{\'o}}, TITLE = {Just-In-Time Kernel Regression for Expectation Propagation}, BOOKTITLE = {International Conference on Machine Learning (ICML) -- Large-Scale Kernel Learning: Challenges and New Opportunities workshop}, YEAR = {2015}, address = {Lille, France}, month = "10-11~"#jul, } @INPROCEEDINGS{jitkrittum15kernel, AUTHOR = {Wittawat Jitkrittum and Arthur Gretton and Nicolas Heess and Ali Eslami and Balaji Lakshminarayanan and Dino Sejdinovic and Zolt{\'a}n Szab{\'o}}, TITLE = {Kernel-Based Just-In-Time Learning for Passing Expectation Propagation Messages}, BOOKTITLE = {Conference on Uncertainty in Artificial Intelligence (UAI)}, YEAR = {2015}, address = {Amsterdam, Netherlands}, pages = {405--414}, month = "12-16~"#jul, } @INPROCEEDINGS{jitkrittum15kernel2, AUTHOR = {Wittawat Jitkrittum and Arthur Gretton and Nicolas Heess and Ali Eslami and Balaji Lakshminarayanan and Dino Sejdinovic and Zolt{\'a}n Szab{\'o}}, TITLE = {Kernel-Based Just-In-Time Learning for Passing Expectation Propagation Messages}, BOOKTITLE = {Data, Learning and Inference workshop (DALI)}, YEAR = {2015}, address = {La Palma (Canaries, Spain)}, month = "10-12~"#apr, } @INPROCEEDINGS{szabo15distribution, AUTHOR = {Zolt{\'a}n Szab{\'o} and Bharath Sriperumbudur and Barnab{\'a}s P{\'o}czos and Arthur Gretton}, TITLE = {Distribution Regression - Make It Simple and Consistent}, BOOKTITLE = {Data, Learning and Inference workshop (DALI)}, YEAR = {2015}, address = {La Palma (Canaries, Spain)}, month = "10-12~"#apr, } @INPROCEEDINGS{szabo15twostage, AUTHOR = {Zolt{\'a}n Szab{\'o} and Arthur Gretton and Barnab{\'a}s P{\'o}czos and Bharath Sriperumbudur}, TITLE = {Two-stage Sampled Learning Theory on Distributions}, BOOKTITLE = {International Conference on Artificial Intelligence and Statistics (AISTATS)}, YEAR = {2015}, address = {San Diego, California, USA}, pages = {948--957}, month = "9-12~"#may, note = {(oral presentation -- 6.11\% acceptance rate)}, } @INPROCEEDINGS{szabo15consistent, AUTHOR = {Zolt{\'a}n Szab{\'o} and Arthur Gretton and Barnab{\'a}s P{\'o}czos and Bharath Sriperumbudur}, TITLE = {Consistent Vector-valued Distribution Regression}, BOOKTITLE = {UCL Workshop on the Theory of Big Data}, YEAR = {2015}, address = {London, UK}, month = "7-9~"#jan, } @INCOLLECTION{pinter15wikifying, AUTHOR = {Bal{\'a}zs Pint{\'e}r and {\Gy}ula V{\"o}r{\"o}s and Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Wikifying novel words to mixtures of {W}ikipedia senses by structured sparse coding}, BOOKTITLE = {Pattern Recognition Applications and Methods}, series = {Advances in Intelligent and Soft Computing}, PUBLISHER = {Springer}, YEAR = {2015}, volume = {318}, pages = {241-255}, editor = {Fred, Ana and De Marsico, Maria}, isbn = {978-3-319-12609-8}, note = {(\url{http://dx.doi.org/10.1007/978-3-319-12610-4_15})}, } %2014: @INPROCEEDINGS{szabo14simple, AUTHOR = {Zolt{\'a}n Szab{\'o} and Arthur Gretton and Barnab{\'a}s P{\'o}czos and Bharath Sriperumbudur}, TITLE = {Simple Consistent Distribution Regression on Compact Metric Domains}, BOOKTITLE = {UCL-Duke Workshop on Sensing and Analysis of High-Dimensional Data (SAHD)}, YEAR = {2014}, address = {London, UK}, month = "4-5~"#sep, } @INPROCEEDINGS{szabo14learning1, AUTHOR = {Zolt{\'a}n Szab{\'o} and Arthur Gretton and Barnab{\'a}s P{\'o}czos and Bharath Sriperumbudur}, TITLE = {Learning on Distributions}, BOOKTITLE = {Kernel methods for big data workshop}, YEAR = {2014}, address = {Lille, France}, month = "2~"#apr, } @INPROCEEDINGS{jeni14spatio, AUTHOR = {L{\'a}szl{\'o} Jeni and Andr{\'a}s L{\H{o}}rincz and Zolt{\'a}n Szab{\'o} and Jeffrey F. Cohn and Takeo Kanade}, TITLE = {Spatio-temporal Event Classification using Time-series Kernel based Structured Sparsity}, BOOKTITLE = {European Conference on Computer Vision (ECCV)}, YEAR = {2014}, editor = {David Fleet and Tomas Pajdla and Bernt Schiele and Tinne Tuytelaars}, volume = {8692}, series = {Lecture Notes in Computer Science}, pages = {135-150}, publisher = {Springer International Publishing Switzerland}, address = {Z{\"u}rich, Switzerland}, month = "6-12~"#sep, note = {(\url{http://dx.doi.org/10.1007/978-3-319-10593-2_10})}, } @ARTICLE{szabo14information, AUTHOR = {Zolt{\'a}n Szab{\'o}}, TITLE = {Information Theoretical Estimators Toolbox}, JOURNAL = {Journal of Machine Learning Research}, YEAR = {2014}, volume = {15}, pages = {283-287}, note = {(\url{https://bitbucket.org/szzoli/ite/})}, } %2013: @INPROCEEDINGS{szabo13information, AUTHOR = {Zolt{\'a}n Szab{\'o}}, TITLE = {Information Theoretical Estimators Toolbox}, BOOKTITLE = {Neural Information Processing Systems (NIPS) -- Workshop on Machine Learning Open Source Software 2013: Towards Open Workflows}, YEAR = {2013}, address = {Harrahs and Harveys, Lake Tahoe, Nevada, United States}, month = "10~"#dec, } @INPROCEEDINGS{lorincz13emotional, AUTHOR = {Andr{\'a}s L{\H{o}}rincz and L{\'a}szl{\'o} A. Jeni and Zolt{\'a}n Szab{\'o} and Jeffrey Cohn and Takeo Kanade}, TITLE = {Emotional Expression Classification using Time-Series Kernels}, BOOKTITLE = {IEEE Conference on Computer Vision and Pattern Recognition Workshops (CVPRW): IEEE International Workshop on Analysis and Modeling of Faces and Gestures (AMFG)}, YEAR = {2013}, address = {Portland, Oregon}, pages = {889-895}, month = "23-28~"#jun, note = {(\url{http://dx.doi.org/10.1109/CVPRW.2013.131})}, } @ARTICLE{pinter13determining, AUTHOR = {Bal{\'a}zs Pint{\'e}r and {\Gy}ula V{\"o}r{\"o}s and {\Zs}olt Palotai and Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Determining Unintelligible Words from their Textual Contexts}, JOURNAL = {Procedia - Social and Behavioral Sciences}, year = {2013}, volume = {73}, pages = {101-108}, note = {(\url{http://dx.doi.org/10.1016/j.sbspro.2013.02.028}; Proceedings of the 2nd International Conference on Integrated Information (IC-ININFO 2012), Budapest, Hungary, 30~August~--~3~September)}, } @INPROCEEDINGS{pinter13explaining, AUTHOR = {Bal{\'a}zs Pint{\'e}r and {\Gy}ula V{\"o}r{\"o}s and Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Explaining unintelligible words by means of their context}, BOOKTITLE = {International Conference on Pattern Recognition Applications and Methods (ICPRAM)}, YEAR = {2013}, address = {Barcelona, Spain}, pages = {382-387}, month = "15-18~"#feb, } %2012: @TECHREPORT{pinter12automated3_TR, AUTHOR = {Bal{\'a}zs Pint{\'e}r and {\Gy}ula V{\"o}r{\"o}s and Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Automated Word Puzzle Generation via Topic Dictionaries}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2012}, address = {Budapest}, note = {(\url{http://arxiv.org/abs/1206.0377})}, } @INPROCEEDINGS{pinter12automated3, AUTHOR = {Bal{\'a}zs Pint{\'e}r and {\Gy}ula V{\"o}r{\"o}s and Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Automated Word Puzzle Generation via Topic Dictionaries}, BOOKTITLE = {International Conference on Machine Learning (ICML) -- Sparsity, Dictionaries and Projections in Machine Learning and Signal Processing workshop}, YEAR = {2012}, address = {Edinburgh, Scotland}, month = "30~"#jun, } @PHDTHESIS{szabo12group, AUTHOR = {Zolt{\'a}n Szab{\'o}}, TITLE = {Group-Structured and Independent Subspace Based Dictionary Learning}, SCHOOL = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2012}, address = {Budapest}, } @ARTICLE{szabo12distributed, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Distributed High Dimensional Information Theoretical Image Registration via Random Projections}, JOURNAL = {Digital Signal Processing}, year = {2012}, volume = {22}, number = {6}, pages = {894-902}, note = {(\url{http://dx.doi.org/10.1016/j.dsp.2012.04.018})}, } %journal version of pinter12automated: @ARTICLE{pinter12automated2, AUTHOR = {Bal{\'a}zs Pint{\'e}r and {\Gy}ula V{\"o}r{\"o}s and Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Automated Word Puzzle Generation Using Topic Models and Semantic Relatedness Measures}, JOURNAL = {Annales Universitatis Scientiarum Budapestinensis de Rolando E{\"o}tv{\"o}s Nominatae, Sectio Computatorica}, YEAR = {2012}, volume = {36}, pages = {299--322}, note = {\url{http://ac.inf.elte.hu/Vol_036_2012/299_36.pdf}}, } @ARTICLE{jeni12shape, AUTHOR = {L{\'a}szl{\'o} A. Jeni and Andr{\'a}s L{\H{o}}rincz and Tam{\'a}s Nagy and {\Zs}olt Palotai and Judit Seb{\H{o}}k and Zolt{\'a}n Szab{\'o} and D{\'a}niel Tak{\'a}cs}, TITLE = {{3D} Shape Estimation in Video Sequences Provides High Precision Evaluation of Facial Expressions}, JOURNAL = {Image and Vision Computing}, YEAR = {2012}, volume = {30}, number = {10}, pages = {785-795}, note = {(\url{http://dx.doi.org/10.1016/j.imavis.2012.02.003})}, } @INPROCEEDINGS{pinter12automated, AUTHOR = {Bal{\'a}zs Pint{\'e}r and {\Gy}ula V{\"o}r{\"o}s and Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Automated Word Puzzle Generation Using Topic Models and Semantic Relatedness Measures}, BOOKTITLE = {Joint Conference on Mathematics and Computer Science ({M}a{CS})}, YEAR = {2012}, editor = {Zolt{\'a}n Cs{\"o}rnyei}, address = {Si{\'o}fok, Hungary}, month = "9-12~"#feb, } @INPROCEEDINGS{szabo12collaborative, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Collaborative Filtering via Group-Structured Dictionary Learning}, BOOKTITLE = {International Conference on Latent Variable Analysis and Signal Separation (LVA/ICA)}, YEAR = {2012}, editor = {Fabian Theis and Andrzej Cichocki and Arie Yeredor and Michael Zibulevsky}, volume = {7191}, series = {Lecture Notes in Computer Science}, pages = {247--254}, publisher = {Springer-Verlag, Berlin Heidelberg}, address = {Tel-Aviv, Israel}, month = "12-15~"#mar, note = {(\url{http://dx.doi.org/10.1007/978-3-642-28551-6_31})}, } @TECHREPORT{szabo12collaborative_TR, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Collaborative Filtering via Group-Structured Dictionary Learning}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2012}, address = {Budapest}, note = {(\url{http://arxiv.org/abs/1201.0341})}, } @ARTICLE{szabo12separation, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Separation Theorem for Independent Subspace Analysis and its Consequences}, JOURNAL = {Pattern Recognition}, YEAR = {2012}, volume = {45}, issue = {4}, pages = {1782-1791}, note = {(\url{http://dx.doi.org/10.1016/j.patcog.2011.09.007})}, } %2011: @TECHREPORT{lorincz11innovation, AUTHOR = {Andr{\'a}s L{\H{o}}rincz and Viktor Gyenes and {\Zs}olt Palotai and Bal{\'a}zs Pint{\'e}r and Zolt{\'a}n Szab{\'o} and {\Gy}ula V{\"o}r{\"o}s}, TITLE = {Innovation Engine for Blogspaces ({EOARD - US Air Force Research Laboratories})}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2011}, address = {Budapest}, pages = {1-200}, note = {(\url{http://www.dtic.mil/cgi-bin/GetTRDoc?AD=ADA550367})}, } @INPROCEEDINGS{poczos11nonparametric, AUTHOR = {Barnab{\'a}s P{\'o}czos and Zolt{\'a}n Szab{\'o} and Jeff Schneider}, TITLE = {Nonparametric divergence estimators for Independent Subspace Analysis}, BOOKTITLE = {European Signal Processing Conference (EUSIPCO) -- Special Session on Dependent Component Analysis}, YEAR = {2011}, address = {Barcelona, Spain}, pages = {1849-1853}, month = "29~August~--~2~September", note = {(ISSN: 2076-1465; \url{http://www.eurasip.org/Proceedings/Eusipco/Eusipco2011/papers/1569422345.pdf})}, } @INPROCEEDINGS{szabo11nonparametric, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos}, TITLE = {Nonparametric Independent Process Analysis}, BOOKTITLE = {European Signal Processing Conference (EUSIPCO)}, YEAR = {2011}, address = {Barcelona, Spain}, pages = {1718-1722}, month = "29~August~--~2~September", note = {(ISSN: 2076-1465; \url{http://www.eurasip.org/Proceedings/Eusipco/Eusipco2011/papers/1569422585.pdf})}, } @INPROCEEDINGS{szabo11structured, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Online Dictionary Learning with Group Structure Inducing Norms}, BOOKTITLE = {International Conference on Machine Learning (ICML) -- Structured Sparsity: Learning and Inference workshop}, YEAR = {2011}, address = {Bellevue, Washington, USA}, month = "2~"#jul, note = {(\url{https://sites.google.com/site/icml2011sparsity/program/ICML-2011_OSDL_final.pdf?attredirects=0})}, } @INPROCEEDINGS{szabo11online, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Online Group-Structured Dictionary Learning}, BOOKTITLE = {IEEE Computer Vision and Pattern Recognition (CVPR)}, YEAR = {2011}, pages = {2865-2872}, address = {Colorado Springs, CO, USA}, month = "20-25~"#jun, note = {(\url{http://dx.doi.org/10.1109/CVPR.2011.5995712})}, } %2010: @TECHREPORT{szabo10towards_TR, AUTHOR = {Zolt{\'a}n Szab{\'o}}, TITLE = {Towards Nonstationary, Nonparametric Independent Process Analysis with Unknown Source Component Dimensions}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2010}, address = {Budapest}, note = {(\url{http://arxiv.org/abs/1008.1393})}, } @INPROCEEDINGS{szabo10autoregressive2, AUTHOR = {Zolt{\'a}n Szab{\'o}}, TITLE = {Autoregressive Independent Process Analysis with Missing Observations}, BOOKTITLE = {European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning (ESANN)}, YEAR = {2010}, editor = {Michel Verleysen}, pages = {159-164}, location = {Bruges, Belgium}, month = "28-30~"#apr, publisher = {d-side}, note = {(ISBN 2-930307-10-2; \url{http://www.dice.ucl.ac.be/Proceedings/esann/esannpdf/es2010-52.pdf})}, } @ARTICLE{szabo10autoregressive, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Auto-Regressive Independent Process Analysis without Combinatorial Efforts}, JOURNAL = {Pattern Analysis and Applications}, YEAR = {2010}, volume = {13}, issue = {1}, pages = {1-13}, month = feb, note = {(\url{http://dx.doi.org/10.1007/s10044-009-0174-x})}, } %2009: @INPROCEEDINGS{szabo09independent, AUTHOR = {Zolt{\'a}n Szab{\'o}}, TITLE = {Independent Subspace Analysis in Case of Missing Observations}, BOOKTITLE = {Symposium of Intelligent Systems}, YEAR = {2009}, location = {Budapest, Hungary}, month = "20~"#nov, } @ARTICLE{szabo09complex, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Complex Independent Process Analysis}, JOURNAL = {Acta Cybernetica}, YEAR = {2009}, volume = {19}, pages = {177-190}, } @PHDTHESIS{szabo09separation, AUTHOR = {Zolt{\'a}n Szab{\'o}}, TITLE = {Separation Principles in Independent Process Analysis}, SCHOOL = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2009}, address = {Budapest}, } @INPROCEEDINGS{szabo09controlled, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Controlled Complete {ARMA} Independent Process Analysis}, BOOKTITLE = {International Joint Conference on Neural Networks (IJCNN)}, YEAR = {2009}, pages = {3038-3045}, location = {Atlanta, Georgia, USA}, month = "14-19~"#jun, note = {(IEEE Catalog Number: CFP09IJS-CDR; ISBN: 978-1-4244-3553-1; ISSN: 1098-7576; \url{http://dx.doi.org/10.1109/IJCNN.2009.5178797})}, } @INPROCEEDINGS{szabo09fast, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Fast Parallel Estimation of High Dimensional Information Theoretical Quantities with Low Dimensional Random Projection Ensembles}, BOOKTITLE = {International Conference on Independent Component Analysis and Signal Separation (ICA)}, YEAR = {2009}, editor = {T{\"u}lay Adali and Christian Jutten and Jo{\~a}o Marcos T. Romano and Allan Kardec Barros}, volume = {5441}, series = {Lecture Notes in Computer Science}, pages = {146-153}, publisher = {Springer-Verlag}, address = {Berlin Heidelberg}, location = {Paraty, Brazil}, month = "15-18~"#mar, note = {(\url{http://dx.doi.org/10.1007/978-3-642-00599-2_19})}, } @INPROCEEDINGS{szabo09complete, AUTHOR = {Zolt{\'a}n Szab{\'o}}, TITLE = {Complete Blind Subspace Deconvolution}, BOOKTITLE = {International Conference on Independent Component Analysis and Signal Separation (ICA)}, YEAR = {2009}, editor = {T{\"u}lay Adali and Christian Jutten and Jo{\~a}o Marcos T. Romano and Allan Kardec Barros}, volume = {5441}, series = {Lecture Notes in Computer Science}, pages = {138-145}, publisher = {Springer-Verlag}, address = {Berlin Heidelberg}, location = {Paraty, Brazil}, month = "15-18~"#mar, note = {(\url{http://dx.doi.org/10.1007/978-3-642-00599-2_18})}, } %2008: @INPROCEEDINGS{szabo08towards, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Towards Independent Subspace Analysis in Controlled Dynamical Systems}, BOOKTITLE = {ICA Research Network International Workshop (ICARN)}, YEAR = {2008}, pages = {9-12}, location = {Liverpool, {U.K.}}, month = "25-26~"#sep, } @INPROCEEDINGS{szabo08post, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Post Nonlinear Hidden Infomax Identification}, BOOKTITLE = {Joint Conference of Hungarian PhD students}, YEAR = {2008}, location = {Budapest}, month = "23-25~"#may, pages = {52-58}, } %2007: @INPROCEEDINGS{szabo07undercomplete_LPA, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Undercomplete Blind Subspace Deconvolution via Linear Prediction}, BOOKTITLE = {European Conference on Machine Learning (ECML)}, YEAR = {2007}, editor = {Joost N. Kok and Jacek Koronacki and Ramon Lopez de Mantaras and Stan Matwin and Dunja Mladeni\v{c} and Andrzej Skowron}, volume = {4701}, series = {Lecture Notes in Artificial Intelligence}, pages = {740-747}, publisher = {Springer-Verlag}, address = {Berlin Heidelberg}, location = {Warsaw, Poland}, month = "17-21~"#sep, isbn = {978-3-540-74957-8}, note = {(\url{http://dx.doi.org/10.1007/978-3-540-74958-5_75})}, } @TECHREPORT{szabo07undercomplete_LPA_TR, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Undercomplete Blind Subspace Deconvolution via Linear Prediction}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2007}, address = {Budapest}, note = {(\url{http://arxiv.org/abs/0706.3435})}, } @INPROCEEDINGS{szabo07post, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and G{\'a}bor Szirtes and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Post Nonlinear Independent Subspace Analysis}, BOOKTITLE = {International Conference on Artificial Neural Networks (ICANN)}, YEAR = {2007}, editor = {Joaquim Marques de S{\'a} and Lu\'{\i}s A. Alexandre and Wlodzislaw Duch and Danilo P. Mandic}, volume = {4668}, series = {Lecture Notes in Computer Science - Part I}, pages = {677-686}, publisher = {Springer-Verlag}, address = {Berlin Heidelberg}, location = {Porto, Portugal}, month = "9-13~"#sep, isbn = {978-3-540-74689-8}, note = {(\url{http://dx.doi.org/10.1007/978-3-540-74690-4_69})}, } @INPROCEEDINGS{poczos07independent, AUTHOR = {Barnab{\'a}s P{\'o}czos and Zolt{\'a}n Szab{\'o} and Melinda Kiszlinger and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Independent Process Analysis without A Priori Dimensional Information}, BOOKTITLE = {International Conference on Independent Component Analysis and Signal Separation (ICA)}, YEAR = {2007}, editor = {Mike E. Davies and Christopher J. James and Samer A. Abdallah and Mark D. Plumbley}, volume = {4666}, series = {Lecture Notes in Computer Science}, pages = {252-259}, publisher = {Springer-Verlag}, address = {Berlin Heidelberg}, location = {London, {U.K.}}, month = "9-12~"#sep, note = {(\url{http://dx.doi.org/10.1007/978-3-540-74494-8_32})}, } @TECHREPORT{poczos07independent_TR, AUTHOR = {Barnab{\'a}s P{\'o}czos and Zolt{\'a}n Szab{\'o} and Melinda Kiszlinger and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Independent Process Analysis without A Priori Dimensional Information}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2007}, address = {Budapest}, note = {(\url{http://arxiv.org/abs/math/0703612})}, } @ARTICLE{szabo07undercomplete_TCC, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Undercomplete Blind Subspace Deconvolution}, JOURNAL = {Journal of Machine Learning Research}, YEAR = {2007}, volume = {8}, pages = {1063--1095}, note = {(\url{http://www.jmlr.org/papers/volume8/szabo07a/szabo07a.pdf})}, } @TECHREPORT{szabo07undercomplete_TCC_TR, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Undercomplete Blind Subspace Deconvolution}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2007}, address = {Budapest}, note = {(\url{http://arxiv.org/abs/math/0701210})}, } @ARTICLE{lorincz07neurally, AUTHOR = {Andr{\'a}s L{\H{o}}rincz and Zolt{\'a}n Szab{\'o}}, TITLE = {Neurally Plausible, Non-combinatorial Iterative Independent Process Analysis}, JOURNAL = {Neurocomputing - Letters}, YEAR = {2007}, volume = {70}, number = {7-9}, issn = {0925-2312}, pages = {1569--1573}, publisher = {Elsevier Science Publishers B. V.}, address = {Amsterdam, The Netherlands, The Netherlands}, note = {(\url{http://dx.doi.org/10.1016/j.neucom.2006.10.145})}, } @ARTICLE{szabo07independent, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Independent Subspace Analysis can Cope with the ,,Curse of Dimensionality''}, JOURNAL = {Acta Cybernetica (+Symposium of Intelligent Systems 2006)}, YEAR = {2007}, volume = {18}, pages = {213-221}, } @ARTICLE{szabo07multilayer, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Multilayer Kerceptron}, JOURNAL = {Journal of Applied Mathematics}, YEAR = {2007}, volume = {24}, pages = {209-222}, } %2006: @TECHREPORT{szabo06Kseparation_TR, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Separation Theorem for $\mathbb{K}$-Independent Subspace Analysis with Sufficient Conditions}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2006}, address = {Budapest}, note = {(\url{http://arxiv.org/abs/math.ST/0608100})}, } @INPROCEEDINGS{szabo06real, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Real and Complex Independent Subspace Analysis by Generalized Variance}, BOOKTITLE = {{ICA} Research Network International Workshop (ICARN)}, YEAR = {2006}, pages = {85--88}, location = {Liverpool, {U.K.}}, month = "18-19~"#sep, } @TECHREPORT{szabo06real_TR, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Real and Complex Independent Subspace Analysis by Generalized Variance}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2006}, address = {Budapest}, note = {(\url{http://arxiv.org/abs/math.ST/0610438})}, } @INPROCEEDINGS{szabo06cross, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Cross-Entropy Optimization for Independent Process Analysis}, BOOKTITLE = {International Conference on Independent Component Analysis and Blind Source Separation (ICA)}, YEAR = {2006}, editor = {Justinian Rosca and Deniz Erdogmus and Jos{\'e} C. Pr{\'\i}ncipe and Simon Haykin}, volume = {3889}, series = {Lecture Notes in Computer Science}, pages = {909--916}, publisher = {Springer}, location = {Charleston, {SC}, {USA}}, month = "5-8~"#mar, isbn = {3-540-32630-8}, note = {(\url{http://dx.doi.org/10.1007/11679363_113})}, } @TECHREPORT{szabo06separation_TR, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Separation Theorem for Independent Subspace Analysis with Sufficient Conditions}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2006}, address = {Budapest}, note = {(\url{http://arxiv.org/abs/math.ST/0603535})}, } @ARTICLE{szabo06epsilon, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {$\epsilon$-Sparse Representations: Generalized sparse approximation and the equivalent family of {SVM} tasks}, JOURNAL = {Acta Cybernetica}, YEAR = {2006}, volume = {17}, number = {3}, pages = {605--614}, note = {(\url{http://www.inf.u-szeged.hu/actacybernetica/edb/vol17n3/pdf/Lorincz_2006_ActaCybernetica.pdf})}, } %2005: @TECHREPORT{szabo05separation_TR, AUTHOR = {Zolt{\'a}n Szab{\'o} and Barnab{\'a}s P{\'o}czos and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Separation Theorem for Independent Subspace Analysis}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2005}, address = {Budapest}, note = {(\url{http://www.gatsby.ucl.ac.uk/~szabo/publications/szabo05separation_TR.pdf})}, } %2004: @TECHREPORT{szabo04l1_TR, AUTHOR = {Zolt{\'a}n Szab{\'o} and Andr{\'a}s L{\H{o}}rincz}, TITLE = {{$L_1$} regularization is better than {$L_2$} for learning and predicting chaotic systems}, INSTITUTION = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2004}, address = {Budapest}, note = {(\url{http://arxiv.org/abs/cs/0410015})}, } @INPROCEEDINGS{hevizi04hidden, AUTHOR = {{\Gy}{\"o}rgy H{\'e}v{\'\i}zi and Mih{\'a}ly Bicz{\'o} and Barnab{\'a}s P{\'o}czos and Zolt{\'a}n Szab{\'o} and B{\'a}lint Tak{\'a}cs and Andr{\'a}s L{\H{o}}rincz}, TITLE = {Hidden Markov model finds behavioral patterns of users working with a headmouse driven writing tool}, BOOKTITLE = {International Joint Conference on Neural Networks (IJCNN)}, YEAR = {2004}, location = {Budapest, Hungary}, month = "26-29~"#jul, note = {(IJCNN2004 CD-ROM Conference Proceedings, Paper No. 1268. IEEE Catalog Number: 04CH37541C, ISBN: 0-7803-8360-5; \url{http://dx.doi.org/10.1109/IJCNN.2004.1379997})}, } %2003: @MASTERSTHESIS{szabo03retina, AUTHOR = {Zolt{\'a}n Szab{\'o}}, TITLE = {Retina based sampling in face component recognition}, SCHOOL = {E{\"o}tv{\"o}s Lor{\'a}nd University}, YEAR = {2003}, address = {Budapest}, }