Statistical Machine Translation

• "Re-ranking for large-scale statistical machine translation"     [PDF]    
  Kenji Yamada and Ion Muslea
  In Learning Machine Translation (eds. C. Goutte et al), p. 151-169, 2009.

• "Re-ranking for large-scale statistical machine translation"     [TXT]    
  Kenji Yamada and Ion Muslea
  Proceedings of NIPS-06 Workshop on Machine Learning for Multi-lingual Information Access.

Learning for Online Query Relaxation

• " Online Query Relaxation via Bayesian Causal Structures Discovery}"     [PDF]    
  Ion Muslea and Tom Lee.
  Proceedings of AAAI-2005.

• "Machine Learning for Online Query Relaxation"     [PDF]    
  Ion Muslea.
  Proceedings of KDD-2004.

Active Learning & Multi-view Learning :

• "Active Learning with Multiple Views"     [PDF]    
  Ion Muslea.
  Journal of Artificial Intelligence Research , vol 27 p. 203-233

• "Active Learning with Multiple Views"     [PDF]    
  Ion Muslea.
  In "Encyclopedia of Data Mining" (ed. John Wang).

• "Active learning with strong and weak views: a case study on wrapper induction"     [PDF]
  Ion Muslea, Steve Minton, Craig Knoblock.
  Proceedings of the International Joint Conference on Artificial Intelligence (IJCAI 2003), p. 415-420.

• "Active learning with multiple views"
  Ion Muslea
  Ph.D. dissertation (USC, 2002)    [PDF]
  Abstract [TXT]

• "Active + Semi-Supervised Learning = Robust Multi-View Learning"     [PDF]
  Ion Muslea, Steve Minton, Craig Knoblock.
  Proceedings of the 19th International Conference on Machine Learning (ICML 2002), p. 435-442.

• "Adaptive View Validation: A First Step Towards Automatic View Detection"     [PDF]
  Ion Muslea, Steve Minton, Craig Knoblock.
  Proceedings of the 19th International Conference on Machine Learning (ICML 2002), p. 443-450.

• "Selective sampling with redundant views"     [PDF]
  Ion Muslea, Steve Minton, Craig Knoblock.
  Proceedings of the Fifteenth National Conference on Artificial Intelligence, 621-626, AAAI-2000.
  • Workshop papers (earlier versions of papers above):
    • "Selective Sampling + Semi-supervised Learning = Robust Multi-View Learning"
      Ion Muslea, Steve Minton, Craig Knoblock.
      IJCAI-2001 Workshop "Text Learning: Beyond Supervision", 2001.

    • "Selective sampling with co-testing"
      Ion Muslea, Steve Minton, Craig Knoblock.
      The CRM Workshop on "Combining and Selecting Multiple Models With Machine Learning" (Montreal, Canada - April 2000).

    • "Selective sampling with naive co-testing: preliminary results"
      Ion Muslea, Steve Minton, Craig Knoblock.
      The ECAI-2000 workshop on Machine Learning for information extraction.

Wrapper Induction & Information Integration:

• "Accurately and Reliably Extracting Data from the Web:A Machine Learning Approach"     [PDF]
  Craig Knoblock, Kristina Lerman, Steve Minton, Ion Muslea
  IEEE Data Engineering Bulletin, 23(4):33-41 .

• "The ARIADNE Approach to Web-based Information Integration"     [PDF]
  C. Knoblock, S. Minton, J.L. Ambite, N. Ashish, I. Muslea, A. Philpot, and S. Tejada.
  International Journal of Cooperative Information Systems 10(1-2):145-169, 2001.

• "Compiling Source Descriptions for Efficient and Flexible Information Integration"     [PDF]
  Jose Luis Ambite, Craig Knoblock, Ion Muslea, and Andrew Philpot.
  Journal of Intelligent Information Systems, to appear, 2001.

• "Hierarchical Wrapper Induction for Semistructured Information Sources"     [PDF]
  Ion Muslea, Steve Minton, Craig Knoblock.
  Journal of Autonomous Agents and Multi-Agent Systems, 4:93-114, 2001 .

• "TheaterLoc: Using Information Integration Technology to Rapidly Build Virtual Applications"     [PDF]
  Greg Barish, Yi-Shin Chen, Dan DiPasquo, Craig A. Knoblock, Steve Minton, Ion Muslea, Cyrus Shahabi.
  Intl. Conf. on Data Engineering ICDE 2000: 681-682 .

• "Extraction Patterns for Information Extraction Tasks: A Survey"     [PDF]
  Ion Muslea.
  The AAAI-99 Workshop on Machine Learning for Information Extraction.

• "Active Learning for Hierarchical Wrapper Induction"     [PDF]
  Ion Muslea, Steve Minton, Craig Knoblock.
  Student abstract at AAAI-99.

• "A Hierarchical Approach to Wrapper Induction"     [PDF]
  Ion Muslea, Steve Minton, Craig Knoblock.
  3rd Conference on Autonomous Agents 1999.

• "Modelling Web Sources for Information Integration"     [PDF]
  Craig Knoblock, Steven Minton, José Luis Ambite, Naveen Ashish,
  Pragnesh Modi, Ion Muslea, Andrew G. Philpot, Sheila Tejada.
  Proceedings of the Fifteenth National Conference on Artificial Intelligence,
  Madison, Wisconsin, 1998.

• "ARIADNE: A System for Constructing Mediators for Internet Sources"     [PDF]
  José Luis Ambite, Naveen Ashish, Craig Knoblock, Steven Minton,
  Pragnesh Modi, Ion Muslea, Andrew Philpot, Sheila Tejada.
  System Demonstration in Procedings of the ACM SIGMOD International
  Conference on Management of Data, Seattle, Washington, 1998

• "Wrapper Induction for Semistructured, Web-based Information Sources"
  Ion Muslea, Steve Minton, Craig Knoblock.
  Proceedings of the Conference on Automatic Learning and Discovery CONALD-98, Pittsburgh, PA, 1998.

• "STALKER: Learning Extraction Rules for Semistructured, Web-based Information Sources"
  Ion Muslea, Steve Minton, Craig Knoblock.
  AAAI-98 Workshop on "AI & INFORMATION INTEGRATION".

ISIS & Robocup:

• "Experiences acquired in the design of robocup teams: A comparison of two fielded teams"     [PDF]
  Marsella, S., Adibi, J., Alonaizan, Y., Kaminka, G., Muslea, I., Tambe, M.
  Journal of Autonomous Agents and Multi-agent Systems, 4:115-129, 2001

• "Building Agent Teams Using an Explicit Teamwork Model and Learning"     [PDF]
  Tambe, M., Adibi, J., Alonaizon, Y., Erdem, A., Kaminka, G.,
  Marsella, S., Muslea, I.
  Artificial Intelligence Journal 110(2), June 1999

• "Two fielded teams and two experts: A robocup response challenge from the trenches"     [PDF]
  Tambe, M., Kaminka, G., Marsella, S., Muslea, I. and Raines, T.
  In Proceedings of the International joint conference on Artificial Intelligence, IJCAI'99

• "On Being a Teammate: Experiences Acquired In the Design of Robocup Teams"     [PDF]
  Marsella, S., Adibi, J., Alonaizon, Y., Erdem, A., Kaminka, G.,
  Muslea, I., and Tallis, M., Tambe, M.
  Proceedings of the Third Autonomous Agents Conference

• "ISIS: An Explicit Model of Teamwork at RobotCup-97"     [HTML]
  Tambe, M., Adibi, J., Alonaizon, Y., Erdem, A., Kaminka, G.,
  Marsella, S., Muslea, I., and Tallis, M.,
  AI Magazine19(3): Fall 1998, 56

• "ISIS: Using an Explicit Model of Teamwork in Robocup'97"     [PDF]
  Tambe, M., Adibi, J., Alonaizon, Y., Erdem, A., Kaminka, G.,
  Marsella, S., Muslea, I., and Tallis, M.
  Proceedings of the first robot world cup competition and conferences, Springer Verlag 1998.

OTHER:

• "The very-offline k-server problem in trees"     [PDF]
  Ion Muslea
  Proceedings of 17th International Conference of the Chilean Computer Science Society SCCC-97,
  IEEE Computer Society Press, Los Alamitos, pp. 155-163, 1997.

• "SINERGY: A Linear Planner Based on Genetic Programming"     [PDF]
  Ion Muslea
  Proceedings of the Fourth European Conference on Planning
  Lecture NOtes in AI 1348 (Sam Steel and Rachid Alami eds.), Springer 1997.

• "A General-Purpose AI planning System Based on the Genetic Programming Paradigm"     [PDF]
  Ion Muslea
  Late Breaking Papers at the Genetic Programming 1997 Conference .

Once a "C++"-er, ALWAYS a "C++"-er!

I also wrote - in Romanian - two books on C++: "An Introduction to C++" and "Advanced C++".