@ARTICLE{BegleiterE06,
  author =       {R. Begleiter and R. El-Yaniv},
  title =        {Superior Guarantees for Sequential Prediction and Lossless
Compression via Alphabet Decomposition},
  journal =      {Journal of Machine Learning Research},
  year =         {2006},
  volume =       {7},
  pages =        {379--411},
}


@TechReport{El-YanivPY06,
  author = {R. El-Yaniv and D. Pechyony and E. Yom-Tov},
  title = {Superior Multiclass Classification Through Margin-Optimized Single Binary Problem},
  year = {2006},
  month = {November},
  number = {H-0243},
  type = {Technical Report},
  institution = {IBM Research Report},
}


@inproceedings{El-YanivP06,
  author    = {R. El-Yaniv and D. Pechyony},
  title     = {Stable Transductive Learning.},
  booktitle = {Proceedings of the 19th Annual Conference on
  Computational Learning Theory (COLT)},
  year      = {2006},
  pages     = {35-49},
}


@InProceedings{El-YanivN06,
  author = {R. El-Yaniv and M. Nisenson},
  title = {Optimal Single-Class Classification Strategies},
  booktitle = "Advances in Neural Information Processing Systems (NIPS) 20",
  publisher = "MIT Press",
  address = "Cambridge, MA",
  year = "2006",
}


@TechReport{BrookEIKMP06,
  author = {A. Brook and R. El-Yaniv and E. Isler and R. Kimmel and R. Meir and D. Peleg},
  title = {Breast Cancer Diagnosis From Biopsy Images Using Generic Features and SVMs},
  year = {2006},
  month = {September},
  type = {Technical Report},
  institution = {Technion - Israel Institute of Technology},
}


@InProceedings{BekkermanEM05,
  author = {R. Bekkerman and R. El-Yaniv and A. McCallum},
  title = {Multi-Way Distributional Clustering via Pairwise Interactions},
  booktitle = {Proceedings of the 22nd International Conference on
  Machine Learning (ICML)},
  year = {2005},
  pages = {41--48},
}


@ARTICLE{SharonBCEY05,
  author = {I. Sharon and A. Birkland and K. Chang and R. El-Yaniv and G. Yona},
  title = {Correcting BLAST E-values for Low-Complexity Segments},
  year = {2005},
  number = {7},
  volume = {12},
  pages = {978--1001},
  journal = {Journal of Computational Biology},
}


@ARTICLE{El-YanivG05,
  author = {R. El-Yaniv and L. Gerzon},
  title = {Effective Transductive Learning via Objective Model Selection},
  year = {2005},
  number = {13},
  volume = {26},
  pages = {2104--2115},
  journal = {Pattern Recognition Letters},
}


@TechReport{BegleiterE05,
  author = {R. Begleiter and R. El-Yaniv},
  title = {Superior Guarantees for Sequential Prediction and Lossless
Compression via Alphabet Decomposition},
  year = {2005},
  month = {August},
  number = {CS-2005-13},
  type = {Technical Report},
  institution = {Technion - Israel Institute of Technology},
}


@TechReport{El-YanivER04,
  author = {R. El-Yaniv and N. Etzion-Rosenberg},
  title = {Hierarchical Multiclass Decompositions with Application
to Authorship Determination},
  year = {2004},
  month = {March},
  number = {CS-2004-15},
  type = {Technical Report},
  institution = {Technion - Israel Institute of Technology},
}


@ARTICLE{DerbekoEM04,
  author =       {P. Derbeko and R. El-Yaniv and R. Meir},
  title =        {Explicit Learning Curves for Transductive Learning
  and Application to Clustering and Compression Algorithms},
  journal =      {Journal of Artificial Intelligence Research (JAIR)},
  year =         {2004},
  volume = {22},
  pages = {117--142},
}


@ARTICLE{BegleiterEY04,
  author = {R. Begleiter and R. El-Yaniv and G. Yona},
  title = {On Prediction Using Variable Order Markov Models},
  journal = {Journal of Artificial Intelligence Research (JAIR)},
  year = {2004},
  volume = {22},
  pages = {385--421},
}


@TechReport{El-YanivG04,
  author = {R. El-Yaniv and L. Gerzon},
  title = {Effective Transductive Learning via PAC-Bayesian Model Selection},
  year = {2004},
  month = {February},
  number = {CS-2004-05},
  type = {Technical Report},
  institution = {Technion - Israel Institute of Technology},
}


@ARTICLE{YaroshinskyES04,
  author =       {R. Yaroshinsky and R. {El-Yaniv} and S. Seiden},
  title =        {How to Better Use Expert Advice},
  journal =      {Machine Learning},
  year =         {2004},
  volume =       {55},
  number =       {3},
  pages =        {271--309},
  month =        {June},
}


@ARTICLE{BorodinEG04,
  author =       {A. Borodin and R. El-Yaniv and V. Gogan},
  title =        {Can We Learn to Beat the Best Stock},
  journal =      {Journal of Artificial Intelligence Research},
  year =         {2004},
  volume =       {21},
  pages =        {579-594},
  month =        {May},
}


@ARTICLE{BaramEL04,
  author =       {Y. Baram and R. El-Yaniv and K. Luz},
  title =        {Online Choice of Active Learning Algorithms},
  journal =      {Journal of Machine Learning Research},
  year =         {2004},
  volume =       {5},
  pages =        {255--291},
  month =        {March},
}


@ARTICLE{Ben-OrE03,
  author  = "M. Ben-Or and R. El-Yaniv",
  title   = "Optimally-Resilient Interactive Consistency in Constant Time",
  journal = "Distributed Computing",
  number  = 16,
  volume  = 4,
  pages   = 249--262,
  year = "2003",
}


@InProceedings{DerbekoEM03,
  author = {P. Derbeko and R. El-Yaniv and R. Meir},
  title = {Error Bounds for Transductive Learning via Compression and Clustering},
  booktitle = "Advances in Neural Information Processing Systems (NIPS) 16",
  publisher = "MIT Press",
  address = "Cambridge, MA",
  pages = "1085--1092",
  year = "2003",
}


@InProceedings{BorodinEG03,
  author = "A. Borodin and R. El-Yaniv and V. Gogan",
  title = "Can We Learn to Beat the Best Stock",
  booktitle = "Advances in Neural Information Processing Systems (NIPS) 16",
  publisher = "MIT Press",
  address = "Cambridge, MA",
  pages = "345--352",
  year = "2003",
}


@InProceedings{NisensonYEM03,
  author = {M. Nisenson and I. Yariv and R. El-Yaniv and R. Meir},
  title = {Towards Behaviometric Security Systems: Learning to Identify a Typist},
  booktitle = {Proceedings of the 7th European Conference on Principles and Practice of
   Knowledge Discovery in Databases (ECML/PKDD)},
  year = {2003},
  pages = {363--374},
}


@InProceedings{BaramEL03,
  author = {Y. Baram and R. El-Yaniv and K. Luz},
  title = {Online Choice of Active Learning Algorithms},
  booktitle = {Proceedings of the Twentieth International Conference on
  Machine Learning (ICML)},
  year = {2003},
  pages = {19--26},
}


@ARTICLE{BekkermanETW03,
  author       = {R. Bekkerman and R. El-Yaniv and N. Tishby and Y. Winter},
  title        = { Distributional Word Clusters vs. Words for Text Categorization},
  year         = {2003},
  journal      = {Journal of Machine Learning Research},
  volume       = {3},
  pages        = {1183--1208},
}


@InProceedings{BekkermanETW01,
  author = {R. Bekkerman and R. El-Yaniv and N. Tishby and Y. Winter},
  title = {On feature distributional clustering for text categorization},
  booktitle = {Proceedings of the 24th annual international ACM SIGIR conference on Research and development in information retrieval},
  year = {2001},
  pages = {146--153},
}


@InProceedings{DerbekoEM02,
  author = {P. Derbeko and R. El-Yaniv and R. Meir},
  title = {Variance Optimized Bagging},
  booktitle = {Proceedings of the 13th European Conference on Machine Learning (ECML)},
  year = {2002},
  pages = {60--71},
}


 @ARTICLE{NevoE02,
   author = {Z. Nevo and R. El-Yaniv},
   title = {On Online Learning of Decision Lists},
   journal = {Journal of Machine Learning Research (JMLR)},
   volume = {3},
   month = {October},
   year = {2002},
   pages = {271--301},
}


@ARTICLE{BachrachER02,
  author       = {R. Bachrach and R. El-Yaniv and M. Reinstaedtler},
  title        = {On the Competitive Theory and Practice of List Accessing Algorithms},
  year         = {2002},
  journal      = {Algorithmica},
  volume       = {32},
  pages        = {201--246},
}


@ARTICLE{DubnovBELW02,
  author       = {S. Dubnov and Z. Bar-Joseph and R. El-Yaniv and  D. Lischinski and  M. Werman},
  title        = {Synthesizing Sound Textures through Wavelet Tree Learning},
  year         = {2002},
  journal      = {IEEE Computer Graphics and Applications},
  volume       = {22},
  number       = {4},
  pages        = {38--48},
}


@ARTICLE{DubnovEGSTY02,
  author = {S. Dubnov and R. El-Yaniv and Y. Gdalyahu and E. Schneidman and N. Tishby and G. Yona},
  title = {A New Nonparametric Pairwise Clustering Algorithm Based on Iterative Estimation of Distance Profiles},
  journal = {Machine Learning},
  volume = {47},
  number = {1},
  year = {2002},
  pages = {35--61},
}


@InProceedings{El-YanivS01,
  author    = "R. El-Yaniv and O. Souroujon",
  title     = "Iterative Double Clustering for Unsupervised and Semi-Supervised Learning",
  booktitle = "Advances in Neural Information Processing Systems (NIPS) 14",
  editor    = "T.G. Dietterich and S. Becker and Z. Ghahramani",
  publisher = "MIT Press",
  address   = "Cambridge, MA",
  pages     = {1025--1032},
  year      = "2001",
}


@InProceedings{ShakhnarovichEB01,
  author = {G. Shakhnarovich and R. El-Yaniv and Y. Baram},
  title = {Smoothed Bootstrap and Statistical Data Cloning for Classifier Evaluation},
  booktitle = {Proceedings of the Eighteenth International
  Conference on Machine Learning (ICML)},
  year = {2001},
  pages = {521--528},
}


@ARTICLE{El-YanivFKT01,
  author       = {R. El-Yaniv and A. Fiat and R.M. Karp and G. Turpin},
  title        = {Optimal Search and One-Way Trading Online Algorithms},
  year         = {2001},
  journal      = {Algorithmica},
  volume       = {30},
  number       = {1},
  pages        = {101--139},
}


@ARTICLE{Bar-JosephELW01,
  author = {Z. Bar-Joseph and R. El-Yaniv and D. Lischinski and M. Werman},
  title = {Texture Mixing and Texture Movie Synthesis Using Statistical Learning},
  journal = {IEEE Transactions on Visualization and Computer Graphics},
  volume = {7},
  number = {2},
  year = {2001},
  pages = {120--135},
}


@InProceedings{MeirEB00,
  author = {R. Meir and R. El-Yaniv and S. Ben-David},
  title = {Localized Boosting},
  booktitle = {Proceedings of the Thirteenth Annual Conference on
  Computational Learning Theory (COLT)},
  year = {2000},
  pages = {190--199},
}


@InProceedings{BorodinEG00,
  author    = {A. Borodin and R. El-Yaniv and V. Gogan},
  title     = {On the Competitive Theory and Practice of Portfolio Selection (Extended Abstract)},
  year      = {2000},
  booktitle = {Proceedings of the 4th Latin American Symposium on Theoretical Informatics (LATIN'00)},
  pages     = {173--196},
}


@ARTICLE{BorodinE99,
  author = {A. Borodin and R. El-Yaniv},
  title = {On Randomization in On-Line Computation},
  journal = {Information and Computation},
  volume = {150},
  number = {2},
  year = {1999},
  pages = {244--267},
}


@ARTICLE{El-YanivKL99,
  author       = {R. El-Yaniv and R. Kaniel and N. Linial},
  title        = {Competitive Optimal Online Leasing},
  year         = {1999},
  journal      = {Algorithmica},
  volume       = {25},
  number       = {1},
  pages        = {116--140},
}


@InProceedings{Bar-JosephDELW99,
  author      = {Z. Bar-Joseph and S. Dubnov and R. El-Yaniv and D. Lischinski and M. Werman},
  year        = {1999},
  title       = {Statistical Learning of Granular Synthesis Parameters with Applications for Sound Texture Synthesis},
  booktitle  = {Proceedings of the 1999 International Computer Music Conference (ICMC)},
  pages       = {178--181},
}


@BOOK{BorodinE98,
  author       = {A. Borodin and R. El-Yaniv},
  title        = {Online Computation and Competitive Analysis},
  year         = {1998},
  publisher    = {Cambridge University Press},
}


@InProceedings{DubnovAE98,
  author      = {S. Dubnov and G. Assayag and R. El-Yaniv},
  year        = {1998},
  title       = {Universal classification applied to musical sequences},
  booktitle  = {Proceedings of the 1998 International Computer Music Conference (ICMC)},
  pages       = {332--340},
}


@ARTICLE{El-Yaniv98,
  author = {R. El-Yaniv},
  title = {Competitive Solutions for Online Financial Problems},
  journal = {ACM Computing Surveys},
  volume = {30},
  number = {1},
  year = {1998},
  pages = {28--69},
  publisher = {ACM Press},
}


@InProceedings{BorodinE97,
  author = {A. Borodin and R. El-Yaniv},
  title = {On Randomization in On-Line Computation},
  booktitle = {Proceedings of the 12th Annual IEEE
  Conference on Computational Complexity (CCC '97)},
  year = {1997},
  pages = {226--238},
}


@ARTICLE{El-YanivK97,
  author = {R. El-Yaniv and R.M. Karp},
  title = {Nearly Optimal Competitive Online Replacement Policies},
  journal = {Mathematics of Operations Research},
  volume = {22},
  number = {4},
  year = {1997},
  pages = {814--839},
}


@InProceedings{BachrachE97,
  author = {R. Bachrach and R. El-Yaniv},
  title = {Online list Accessing Algorithms and Their Applications: Recent Empirical Evidence},
  booktitle = {Proceedings of the eighth annual {ACM-SIAM} symposium on Discrete algorithms (SODA)},
  year = {1997},
  pages = {53--62},
}


@InProceedings{El-YanivFT97,
  author = {R. El-Yaniv and S. Fine and N. Tishby},
  title = {Agnostic Classification of Markovian sequences},
  booktitle = {Proceedings of Neural Information Processing Systems (NIPS)},
  year = {1997},
  pages = {465--471},
  publisher = {MIT Press},
}


@TechReport{El-Yaniv96august,
  author = {R. El-Yaniv},
  title = {Is it Rational to be Competitive? On the Decision Theoretic Foundations of the Competitive Ratio},
  year = {1996},
  month = {August},
  number = {113},
  type = {Discussion Paper},
  institution = {Hebrew University of Jerusalem, Center for Rationality and
  Interactive Decision Theory},
}


@TechReport{El-Yaniv96june,
  author = {R. El-Yaniv},
  title = {There are Infinitely Many Competitive-Optimal Online List Accessing Algorithms},
  year = {1996},
  month = {June},
  number = {103},
  type = {Discussion Paper},
  institution = {Hebrew University of Jerusalem, Center for Rationality and
  Interactive Decision Theory},
}


@ARTICLE{El-YanivK95,
  author = {R. El-Yaniv and J. Kleinberg},
  title = {Geometric Two-Server Algorithms},
  journal = {Information Processing Letters},
  volume = {53},
  number = {6},
  year = {1995},
  pages = {355--358},
}


@InProceedings{ChouCEKL95,
  author = {A. Chou and J. Cooperstock and R. El-Yaniv and M. Klugerman and T. Leighton},
  title = {The Statistical Adversary Allows Optimal Money-Making Trading Strategies},
  booktitle = {Proceedings of the {Sixth} Annual ACM-SIAM Symposium on Discrete Algorithms (SODA)},
  year = {1995},
  pages = {467--476},
}


@InProceedings{El-YanivK93,
  author = "R. El-Yaniv and R.M. Karp",
  title = "The Mortgage Problem",
  booktitle = "2nd Israel Symposium on Theory of Computing and Systems",
  pages = "304--312",
  year = "1993",
}


@InProceedings{El-YanivFKT92,
  author = "R. El-Yaniv and A. Fiat and R.M. Karp and G. Turpin",
  title = "Competitive Analysis of Financial Games",
  booktitle = "{IEEE} Symposium on Foundations of Computer Science (FOCS)",
  pages = "327--333",
  year = "1992",
}


@InProceedings{AnagnostouEH92,
  author = {E. Anagnostou and R. El-Yaniv and V. Hadzilacos},
  title = {Memory Adaptive Self-Stabilizing Protocols},
  booktitle = {Proceedings of the 6th International Workshop on Distributed Algorithms},
  year = {1992},
  pages = {203--220},
  publisher = {Springer-Verlag},
}


@InProceedings{AnagnostouE91,
  author = {E. Anagnostou and R. El-Yaniv},
  title = {More on the Power of Random Walks: Uniform Self-Stabilizing Randomized Algorithms},
  booktitle = {Proceedings of the 5th International Workshop on Distributed Algorithms},
  year = {1991},
  pages = {31--51},
  publisher = {Springer-Verlag},
  publisher = {Springer-Verlag},
}