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1

Algorithms for Reinforcement Learning

Szepesvári, Csaba

Journal:

Synthesis Lectures on Artificial Intelligence and Machine Learning

Year:

2010

Language:

english

File:

PDF, 1.60 MB

english, 2010

2

Model selection in reinforcement learning

Amir-massoud Farahmand, Csaba Szepesvári

Journal:

Machine Learning

Year:

2011

Language:

english

File:

PDF, 1.09 MB

english, 2011

3

Training parsers by inverse reinforcement learning

Gergely Neu, Csaba Szepesvári

Journal:

Machine Learning

Year:

2009

Language:

english

File:

PDF, 811 KB

english, 2009

4

Convergence Results for Single-Step On-Policy Reinforcement-Learning Algorithms

Satinder Singh, Tommi Jaakkola, Michael L. Littman, Csaba Szepesvári

Journal:

Machine Learning

Year:

2000

Language:

english

File:

PDF, 117 KB

english, 2000

5

[ACM Press the 26th Annual International Conference - Montreal, Quebec, Canada (2009.06.14-2009.06.18)] Proceedings of the 26th Annual International Conference on Machine Learning - ICML '09 - Fast gradient-descent methods for temporal-difference learning with linear function approximation

Sutton, Richard S., Maei, Hamid Reza, Precup, Doina, Bhatnagar, Shalabh, Silver, David, Szepesvári, Csaba, Wiewiora, Eric

Year:

2009

Language:

english

File:

PDF, 812 KB

english, 2009

6

Universal parameter optimisation in games based on SPSA

Levente Kocsis, Csaba Szepesvári

Journal:

Machine Learning

Year:

2006

Language:

english

File:

PDF, 577 KB

english, 2006

7

Learning near-optimal policies with Bellman-residual minimization based fitted policy iteration and a single sample path

András Antos, Csaba Szepesvári, Rémi Munos

Journal:

Machine Learning

Year:

2008

Language:

english

File:

PDF, 766 KB

english, 2008

8

Module-Based Reinforcement Learning: Experiments with a Real Robot

Zsolt Kalmár, Csaba Szepesvári, András Lörincz

Journal:

Machine Learning

Year:

1998

Language:

english

File:

PDF, 224 KB

english, 1998

9

The grand challenge of computer Go

Gelly, Sylvain, Kocsis, Levente, Schoenauer, Marc, Sebag, Michèle, Silver, David, Szepesvári, Csaba, Teytaud, Olivier

Journal:

Communications of the ACM

Year:

2012

Language:

english

File:

PDF, 898 KB

english, 2012

10

Online Markov Decision Processes Under Bandit Feedback

Neu, Gergely, Gyorgy, Andras, Szepesvari, Csaba, Antos, Andras

Journal:

IEEE Transactions on Automatic Control

Year:

2014

Language:

english

File:

PDF, 5.91 MB

english, 2014

11

OCKHAM'S RAZOR MODELING OF THE MATRISOME CHANNELS OF THE BASAL GANGLIA THALAMOCORTICAL LOOPS

LŐRINCZ, ANDRÁS, HÉVÍZI, GYÖRGY, SZEPESVÁRI, CSABA

Journal:

International Journal of Neural Systems

Year:

2001

Language:

english

File:

PDF, 1.00 MB

english, 2001

12

[ACM Press Twenty-first international conference - Banff, Alberta, Canada (2004.07.04-2004.07.08)] Twenty-first international conference on Machine learning - ICML '04 - Interpolation-based Q-learning

Szepesvári, Csaba, Smart, William D.

Year:

2004

Language:

english

File:

PDF, 239 KB

english, 2004

13

A modular analysis of adaptive (non-)convex optimization: Optimism, composite objectives, variance reduction, and variational bounds

Joulani, Pooria, György, András, Szepesvári, Csaba

Journal:

Theoretical Computer Science

Year:

2019

Language:

english

File:

PDF, 921 KB

english, 2019

14

Exploration–exploitation tradeoff using variance estimates in multi-armed bandits

Jean-Yves Audibert, Rémi Munos, Csaba Szepesvári

Journal:

Theoretical Computer Science

Year:

2009

Language:

english

File:

PDF, 2.04 MB

english, 2009

15

Active learning in heteroscedastic noise

András Antos, Varun Grover, Csaba Szepesvári

Journal:

Theoretical Computer Science

Year:

2010

Language:

english

File:

PDF, 473 KB

english, 2010

16

Robust control using inverse dynamics neurocontrollers

Csaba Szepesvári, András Lőrincz

Journal:

Nonlinear Analysis: Theory, Methods & Applications

Year:

1997

Language:

english

File:

PDF, 467 KB

english, 1997

17

Neurocontroller using dynamic state feedback for compensatory control

Csaba Szepesvári, Szabolcs Cimmer, András Lőrincz

Journal:

Neural Networks

Year:

1997

Language:

english

File:

PDF, 1.80 MB

english, 1997

18

Parallel and robust skeletonization built on self-organizing elements

Zsolt Kalmár, Zsolt Marczell, Csaba Szepesvári, András

Journal:

Neural Networks

Year:

1999

Language:

english

File:

PDF, 544 KB

english, 1999

19

Module-Based Reinforcement Learning: Experiments with a Real Robot

Zsolt Kalmár, Csaba Szepesvári, András Lőrincz

Journal:

Autonomous Robots

Year:

1998

Language:

english

File:

PDF, 211 KB

english, 1998

20

[Lecture Notes in Computer Science] Algorithmic Learning Theory Volume 6925 || Universal Knowledge-Seeking Agents

Kivinen, Jyrki, Szepesvári, Csaba, Ukkonen, Esko, Zeugmann, Thomas

Year:

2011

Language:

english

File:

PDF, 258 KB

english, 2011

21

[Lecture Notes in Computer Science] Algorithmic Learning Theory Volume 6925 || Asymptotically Optimal Agents

Kivinen, Jyrki, Szepesvári, Csaba, Ukkonen, Esko, Zeugmann, Thomas

Year:

2011

Language:

english

File:

PDF, 260 KB

english, 2011

22

An integrated architecture for motion-control and path-planning

Csaba Szepesvári, András Lőrincz

Journal:

Journal of Field Robotics

Year:

1998

Language:

english

File:

PDF, 348 KB

english, 1998

23

Approximate geometry representations and sensory fusion

Csaba Szepesvári, András L'́orincz

Journal:

Year:

1996

Language:

english

File:

PDF, 2.31 MB

english, 1996

24

Models of active learning in group-structured state spaces

Gábor Bartók, Csaba Szepesvári, Sandra Zilles

Journal:

Information and Computation

Year:

2010

Language:

english

File:

PDF, 516 KB

english, 2010

25

Regularized least-squares regression: Learning from a sequence

Amir-massoud Farahmand, Csaba Szepesvári

Journal:

Journal of Statistical Planning and Inference

Year:

2012

Language:

english

File:

PDF, 265 KB

english, 2012

26

A Unified Analysis of Value-Function-Based Reinforcement-Learning Algorithms

Szepesvári, Csaba, Littman, Michael L.

Journal:

Neural Computation

Year:

1999

Language:

english

File:

PDF, 313 KB

english, 1999

27

Alignment based kernel learning with a continuous set of base kernels

Arash Afkanpour, Csaba Szepesvári, Michael Bowling

Journal:

Machine Learning

Year:

2013

Language:

english

File:

PDF, 862 KB

english, 2013

28

Toward a classification of finite partial-monitoring games

Antos, András, Bartók, Gábor, Pál, Dávid, Szepesvári, Csaba

Journal:

Theoretical Computer Science

Year:

2013

Language:

english

File:

PDF, 516 KB

english, 2013

29

Guest Editorsʼ introduction

Kivinen, Jyrki, Szepesvári, Csaba, Zeugmann, Thomas

Journal:

Theoretical Computer Science

Year:

2014

Language:

english

File:

PDF, 130 KB

english, 2014

30

[IEEE 2007 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning - Honolulu, HI, USA (2007.04.1-2007.04.5)] 2007 IEEE International Symposium on Approximate Dynamic Programming and Reinforcement Learning - Value-Iteration Based Fitted Policy Iteration: Learning with a Single Trajectory

Antos, Andras, Szepesvari, Csaba, Munos, Remi

Year:

2007

Language:

english

File:

PDF, 209 KB

english, 2007

31

[Lecture Notes in Computer Science] Algorithmic Learning Theory Volume 6925 ||

Kivinen, Jyrki, Szepesvári, Csaba, Ukkonen, Esko, Zeugmann, Thomas

Year:

2011

Language:

english

File:

PDF, 6.68 MB

english, 2011

32

[Lecture Notes in Computer Science] Algorithmic Learning Theory Volume 6925 || On the Expressive Power of Deep Architectures

Kivinen, Jyrki, Szepesvári, Csaba, Ukkonen, Esko, Zeugmann, Thomas

Year:

2011

Language:

english

File:

PDF, 315 KB

english, 2011

33

[IEEE 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems (IROS 2010) - Taipei (2010.10.18-2010.10.22)] 2010 IEEE/RSJ International Conference on Intelligent Robots and Systems - Extending rapidly-exploring random trees for asymptotically optimal anytime motion planning

Abbasi-Yadkori, Yasin, Modayil, Joseph, Szepesvari, Csaba

Year:

2010

Language:

english

File:

PDF, 1.20 MB

english, 2010

34

Topology Learning Solved by Extended Objects: A Neural Network Model

Szepesvári, Csaba, Balázs, László, Lőrincz, András

Journal:

Neural Computation

Year:

1994

Language:

english

File:

PDF, 947 KB

english, 1994

35

[IEEE 2009 American Control Conference - St. Louis, MO, USA (2009.06.10-2009.06.12)] 2009 American Control Conference - Regularized Fitted Q-Iteration for planning in continuous-space Markovian decision problems

Farahmand, Amir massoud, Ghavamzadeh, Mohammad, Szepesvari, Csaba, Mannor, Shie

Year:

2009

Language:

english

File:

PDF, 1.24 MB

english, 2009

36

[IEEE 2009 Joint 48th IEEE Conference on Decision and Control (CDC) and 28th Chinese Control Conference (CCC) - Shanghai, China (2009.12.15-2009.12.18)] Proceedings of the 48h IEEE Conference on Decision and Control (CDC) held jointly with 2009 28th Chinese Control Conference - LMS-2: Towards an algorithm that is as cheap as LMS and almost as efficient as RLS

Yao, Hengshuai, Bhatnagar, Shalabh, Szepesvari, Csaba

Year:

2009

Language:

english

File:

PDF, 871 KB

english, 2009

37

[IEEE IEEE INFOCOM 2011 - IEEE Conference on Computer Communications - Shanghai, China (2011.04.10-2011.04.15)] 2011 Proceedings IEEE INFOCOM - Sequential learning for optimal monitoring of multi-channel wireless networks

Arora, Pallavi, Szepesvari, Csaba, Zheng, Rong

Year:

2011

Language:

english

File:

PDF, 434 KB

english, 2011

38

SELF-ORGANIZING MULTI-RESOLUTION GRID FOR MOTION PLANNING AND CONTROL

FOMIN, TIBOR, ROZGONYI, TAMÁS, SZEPESVÁRI, CSABA, LŐRINCZ, ANDRÁS

Journal:

International Journal of Neural Systems

Year:

1996

Language:

english

File:

PDF, 1.35 MB

english, 1996

39

Sequential Learning for Multi-Channel Wireless Network Monitoring With Channel Switching Costs

Le, Thanh, Szepesvari, Csaba, Zheng, Rong

Journal:

IEEE Transactions on Signal Processing

Year:

2014

Language:

english

File:

PDF, 2.52 MB

english, 2014

40

[ACM Press the 24th international conference - Corvalis, Oregon (2007.06.20-2007.06.24)] Proceedings of the 24th international conference on Machine learning - ICML '07 - Manifold-adaptive dimension estimation

Farahmand, Amir massoud, Szepesvári, Csaba, Audibert, Jean-Yves

Year:

2007

Language:

english

File:

PDF, 256 KB

english, 2007

41

[ACM Press the 26th Annual International Conference - Montreal, Quebec, Canada (2009.06.14-2009.06.18)] Proceedings of the 26th Annual International Conference on Machine Learning - ICML '09 - Learning to segment from a few well-selected training images

Farhangfar, Alireza, Greiner, Russell, Szepesvári, Csaba

Year:

2009

Language:

english

File:

PDF, 1.36 MB

english, 2009

42

[ACM Press the 26th Annual International Conference - Montreal, Quebec, Canada (2009.06.14-2009.06.18)] Proceedings of the 26th Annual International Conference on Machine Learning - ICML '09 - Learning when to stop thinking and do something!

Póczos, Barnabás, Abbasi-Yadkori, Yasin, Szepesvári, Csaba, Greiner, Russell, Sturtevant, Nathan

Year:

2009

Language:

english

File:

PDF, 880 KB

english, 2009

43

An automatic method for the identification and interpretation of clustered microcalcifications in mammograms

Schmidt, Ferdinand, Sorantin, Erich, Szepesvàri, Csaba, Graif, Ewald, Becker, Michael, Mayer, Heinz, Hartwagner, Karin

Journal:

Physics in Medicine and Biology

Year:

1999

Language:

english

File:

PDF, 215 KB

english, 1999

44

[ACM Press the 25th international conference - Helsinki, Finland (2008.07.05-2008.07.09)] Proceedings of the 25th international conference on Machine learning - ICML '08 - Empirical Bernstein stopping

Mnih, Volodymyr, Szepesvári, Csaba, Audibert, Jean-Yves

Year:

2008

Language:

english

File:

PDF, 363 KB

english, 2008

45

[IEEE 2014 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL) - Orlando, FL, USA (2014.12.9-2014.12.12)] 2014 IEEE Symposium on Adaptive Dynamic Programming and Reinforcement Learning (ADPRL) - Pseudo-MDPs and factored linear action models

Yao, Hengshuai, Szepesvari, Csaba, Pires, Bernardo Avila, Zhang, Xinhua

Year:

2014

Language:

english

File:

PDF, 300 KB

english, 2014

46

Partial Monitoring—Classification, Regret Bounds, and Algorithms

Bartók, Gábor, Foster, Dean P., Pál, Dávid, Rakhlin, Alexander, Szepesvári, Csaba

Journal:

Mathematics of Operations Research

Year:

2014

Language:

english

File:

PDF, 469 KB

english, 2014

47

LS-N-IPS: An Improvement of Particle Filters by Means of Local Search

Torma, Péter, Szepesvári, Csaba

Journal:

IFAC Proceedings Volumes

Year:

2001

Language:

english

File:

PDF, 499 KB

english, 2001

48

Performance of Nonlinear Approximate Adaptive Controllers (French/Adaptive Controllers) || The Chain of Integrators

French, Mark, Szepesvári, Csaba, Rogers, Eric

Year:

2003

File:

PDF, 1.42 MB

2003

49

A Linearly Relaxed Approximate Linear Program for Markov Decision Processes

Lakshminarayanan, Chandrashekar, Bhatnagar, Shalabh, Szepesvari, Csaba

Journal:

IEEE Transactions on Automatic Control

Year:

2017

Language:

english

File:

PDF, 375 KB

english, 2017

50

Stochastic Optimization in a Cumulative Prospect Theory Framework

Jie, Cheng, L.A., Prashanth, Fu, Michael C., Marcus, Steven, Szepesvari, Csaba

Journal:

IEEE Transactions on Automatic Control

Year:

2018

Language:

english

File:

PDF, 1.05 MB

english, 2018