DIPARTIMENTO   DI   INFORMATICA
Università di Torino

Machine Learning group at di.unito.it (articles)

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  1. F. Bergadano, A. Giordana and L. Saitta: "Automated Concept Acquisition in Noisy Environments" in IEEE Trans. on Pattern Analysis and Machine Intelligence vol.PAMI-10, 1988, pp 555-578. SELECTED.

  2. F. Bergadano, A. Giordana and L. Saitta: "Concept Acquisition in an Integrated EBL and SBL Environment" in Proc. European Conference on Artificial Intelligence (ECAI-88), 1988, pp 363-368. SELECTED.

  3. M. Botta: "Constructive Learning in Conjunctive Concept Characterization" in Z. Ras and L. Saitta ed. Methodologies for Intelligent Systems, Vol. 3, 1988, pp 293-202. Abstract available.

  4. M. Botta and L. Saitta: "Improving Knowledge Based System Performances by Experience" in Proc. of the 3rd European Working Session on Learning (EWSL-88), Glascow, UK, 1988, pp 15-23. SELECTED.

  5. F. Bergadano and L. Saitta: "On the Error Probability of Boolean Concept Descriptions" in Proc. 4th European Working Session on Learning EWSL-89, 1989, pp 25-36. SELECTED.

  6. M. Botta, A. Giordana and L. Saitta: "Knowledge Base Refinement Using a Domain Theory" in Z. Ras ed. Methodologies for Intelligent Systems, Vol. 4, 1989, pp 158-165.

  7. M. Botta and A. Giordana: "Extensional Representation of Fuzzy Logic Formulas" in Proc. 3rd IFSA, 1989, pp 817-821.

  8. M. Botta, D. De Marchi, A. Giordana, S. Radicchi and L. Saitta: "Knowledge Base Refinement Using a Domain Theory" in Atti Primo Congresso AI*IA, 1989, pp 127-132.

  9. M. Botta, A. Giordana and L. Saitta: "Knowledge Refinement in Diagnostic Expert Systems" in Z. Ras and M. Zemankova ed. Intelligent Systems: State of the Art and Future Directions, 1990, pp 337-356. Abstract available. SELECTED.

  10. F. Bergadano and A. Giordana: "A Knowledge Intensive Approach to Concept Induction" in R. Michalski and Y. Kodratoff ed. Machine Learning: an Artificial Intelligence Approach vol.III, 1990. SELECTED.

  11. A. Giordana and L. Saitta: "Abstraction: A General Framework for Learning" in Working Notes of AAAI Workshop on Automatic Generation of Approximations and Abstractions, 1990, pp 245-256. SELECTED.

  12. M. Botta and A. Giordana: "Learning Quantitative Features in a Symbolic Environment" in Methodologies for Intelligent Systems, Lecture Notes on Artificial Intelligence LNAI 542, 1991, pp 296-305. SELECTED.

  13. F. Bergadano, A. Giordana, L. Saitta, D. De Marchi and F. Brancadori: "Integrated Learning in a Real Domain" in G. Piatetsky-Shapiro and W. Frawley ed. Knowledge Discovery in Databases, 1991, pp 277-288. SELECTED.

  14. M. Botta, A. Giordana and L. Saitta: "Automated Knowledge Acquisition in Expert Systems" in Int. Journal of Expert Systems, special Issue on Machine Learning vol.4 n.4, 1991, pp 389-400.

  15. R. Gemello, F. Mana and L. Saitta: "RIGEL - An Inductive Learning System" in Machine Learning vol.6, 1991, pp 7-36. SELECTED.

  16. F. Bergadano, A. Giordana and L. Saitta: "Machine Learning: A General Framework and its Applications" , 1991. SELECTED.

  17. A. Giordana, D. Roverso and L. Saitta: "Abstracting Background Knowledge for Concept Learning" in Lecture Notes in Artificial Intelligence, 482, 1991, pp 1-13. SELECTED.

  18. A. Giordana, L. Saitta and D. Roverso: "Abstracting Concepts with Inverse Resolution" in Proc. 8th Int. Workshop on Machine Learning, 1991, pp 142-146. SELECTED.

  19. M. Botta, A. Giordana, S. Ravotto, L. Saitta and S. B. Sperotto: "Improving Learning Using Causality and Abduction" in Proc. of the Eight International Machine Learning Conference, 1991, pp 480-484. SELECTED.

  20. M. Botta, F. Brancadori, S. Ravotto, L. Saitta and S. B. Sperotto: "Use of Causal Model to Learn Diagnostic Knowledge in a Real Domain" in Proc. of the 2nd Congress of AI*IA, LNAI 549, 1991, pp 228-237. SELECTED.

  21. M. Botta, S. Ravotto, L. Saitta and S. B. Sperotto: "Improving Learning By Using Deep Models" in Proc. of the first International Workshop on MultiStrategy Learning, 1991, pp 131-143. Abstract available. SELECTED.

  22. A. Giordana and C. Sale: "Learning Structured Concepts Using Genetic Algorithms" in Proc. of the 9th Int. Conference on Machine Learning, 1992, pp 169-178. SELECTED.

  23. M. Botta, A. Giordana, F. Neri and L. Saitta: "Comparison of Search Strategies in Learning Relations" in Proc. Workshop on Integrated Learning in Real World Domains, Associated to the Machine Learning Conference, 1992, pp 53-59.

  24. M. Botta, S. Ravotto and L. Saitta: "Use of Causal Models and Abduction in Learning Diagnostic Knowledge" in Int. Journal of Man-Machine Studies vol.36, 1992, pp 289-307. .

  25. M. Botta, A. Giordana and L. Saitta: "Learning in Uncertain Environments" in R. Yager and L. Zadeh ed. An Introduction to Fuzzy Logic Applications in Intelligent Systems, 1992.

  26. M. Botta, C. Baroglio and A. Giordana: "Learning behavioural knowledge in robotic domains" in Proc. of the IROS 9. .

  27. M. Botta, A. Giordana and L. Saitta: "Comparison of Search Strategies in Learning Relations" in Proc. of the ECAI-92, 1992, pp 451-455. .

  28. C. Baroglio, A. Giordana and L. Saitta: "Learning Relations: An Evaluation of Search Strategies" in J. of Intelligent Information Systems vol.1, 1992, pp 159-176. SELECTED.

  29. M. Botta, L. Saitta, F. brancadori, D. De Marchi and S. Radicchi: "Automatic Construction of Second Generation Diagnostic Expert Systems" in Int. J. of Expert Systems vol.4, 1992, pp 389-400. SELECTED.

  30. Giordana, L. Saitta, F. Bergadano, F. Brancadori and D. De Marchi: "ENIGMA: A System that Learns Diagnostic Knowledge" in IEEE Transactions on Knowledge and Data Engineering vol.TKDE-5, 1993, pp 15-28. SELECTED.

  31. M. Botta, C. Baroglio and A. Giordana: "Learning Relations: An Evaluation of Search Strategies" in Fundamenta Informaticae vol.18 n.2,3,4, 1993, pp 221-232. Abstract available. .

  32. F. Neri and L. Saitta: "Exploiting Sample Selection and Ordering to Speed Up Learning" in Proc. AAAI Spring Symposium on "Order Effects in Incremental Learning", March 1993, pp 54-69. .

  33. A. Giordana, L. Saitta and C. Baroglio: "Learning Simple Recursive Theories" in J. Komorowsky and Z.W. Ras ed. Proc. ISMIS-93 vol.LNAI-689, 1993, pp 425-434. SELECTED.

  34. A. Giordana, L. Saitta, M.E. Campidoglio and F. Lo Bello: "Learning Relations using Genetic Algorithms" in P. Torasso ed. Advances in Artificial Intelligence vol.LNAI-728, 1993, pp 218-229. .

  35. A. Giordana and L. Saitta: "REGAL: An Integrated System for Learning Relations Using Genetic Algorithms" in Proc. 2nd Workshop on Multistrategy Learning, 1993, pp 234-249. .

  36. L. Saitta and F. Bergadano: "Pattern Recognition and Valiant's Learning Framework" in IEEE Trans. Pattern Analysis and Machine Intelligence vol.PAMI-15, 1993, pp 145-155. SELECTED.

  37. C. Faure, S. Frediani and L. Saitta: "A Semi-Automated Methodology for Knowledge Elicitation" in IEEE Trans. Systems, Man and Cybernetics vol.SMC-23, 1993, pp 346-356. SELECTED.

  38. M. Botta, A. Giordana and L. Saitta: "Learning Fuzzy Concept Definitions" in Proc. of the IEEE International Conference on Fuzzy Systems, 1993, pp 18-22. Abstract available. .

  39. M. Botta and A. Giordana: "Smart+: A MultiStrategy Learning Tool" in Proc. of the IJCAI-93, 1993, pp 937-943. Abstract available. .

  40. L. Saitta, M. Botta and F. Neri: "Multi-Strategy Learning and Theory Revision" in Machine Learning Journal vol.11, 1993, pp 153-172. .

  41. C. Baroglio and M. Nuttin: "Fuzzy Controller Synthesis from Examples: Procedure and Experiments" in Proceedings of the 1st Workshop on Learning Robots vol.2, November 1993, pp 1217-1223. .

  42. A. Giordana, G. Lo Bello and L. Saitta: "Abstraction in Propositional Calculus" in Proc. Workshop on Knowledge Compilation and Speed Up Learning, 1993, pp 56-64. SELECTED.

  43. C. Baroglio, A. Giordana, G. Lo Bello, R. Piola: "Learning Control Functions from Examples" in ``Workshop on Statistics and Machine Learning", European Machine Learning Conference, April 1994. .

  44. C. Baroglio, M. Botta and L. Saitta: "WHY: a system that learns using causal models and examples" in Y. Kodratoff and G. Tecuci ed. Machine Learning: an Artificial Intelligence Approach (vol IV), 1994, pp 319-347. .

  45. F. Neri and L. Saitta: "Knowledge Representation in Machine Learning" Invited paper at ECML-94 in Lecture Notes in Artificial Intelligence vol.784, 1994, pp 20-27. SELECTED.

  46. M. Botta: "Learning First Order Theories" in Proc. of the Eight ISMIS, LNAI-869, 1994, pp 356-365. Abstract available. .

  47. M. Kaiser, L. Camarinha-Matos, A. Giordana, V. Klingspor, J. del R. Millan, F.G.B. de Natale, M. Nuttin, R. Suarez: "Robot Learning - three case studies in Robotics and Machine Learning" in Proceedings of IVAR-94, June 1994. .

  48. M. Nuttin, H. Van Brussel, C. Baroglio, R. Piola: "Fuzzy Controller Synthesis from Examples: Procedure and Experiments" in Proceedings of the IEEE Conference on Fuzzy Systems (First World Congress on Computational Intelligence) vol.2, June 1994, pp 1217-1223. .

  49. R. Piola: "Evolutionary solutions to a highly constrained combinatorial problem" in Proceedings of the IEEE Conference on Evolutionary Computation (First World Congress on Computational Intelligence) vol.1, June 1994, pp 446-450. a long preliminary version (technical report) is also available here.

  50. R. Piola: "Sintesi e Raffinamento Automatici di Controllori per Robot Industriali" . Technical Report Dipartimento di Informatica, università di Torino, 1994. .

  51. C. Baroglio, A. Giordana, R. Piola: "Learning Control Functions for Industrial Robots" in Proceedings of the ``Workshop on Robotics", International Machine Learning Conference, July 1994. .

  52. A. Giordana, L. Saitta and F. Zini: "Learning Disjunctive Concepts by Means of Genetic Algorithms" in Proc. Int. Conf. on Machine Learning, July 1994, pp 96-104. .

  53. C. Baroglio, A. Giordana, R. Piola: "Learning Fuzzy Controllers for Industrial Robots" in Proceeding of the Second European Congress on Intelligent Techniques and Soft Computing EUFIT-94, September 1994. .

  54. C. Baroglio, A. Giordana, R. Piola: "Learning Fuzzy Controllers by Means of Symbolic Induction, Backpropagation and Reinforcement Learning" in Proceedings of the AI*IA congress, Volume on ``Apprendimento Automatico", September 1994. Presented at "Giornate sull'Apprendimento Automatico", AI*IA congress, Parma (Italy), September 1994.

  55. R. Piola: "Sintesi e Raffinamento di Controllori per Robot Industriali" Presentato al Concorso AI*IA per neolaureati , 1994. .

  56. A. Giordana, M. Kaiser, M. Nuttin: "On the reduction of costs for robot controller synthesis" in Proceedings of IRS-94, 1994. .

  57. A. Giordana, F. Neri and L. Saitta: "Formal Models of Selection in Genetic Algorithm" in Proc. of ISMIS 1994 vol.LNAI-869, 1994. .

  58. A. Giordana, L. Saitta and F. Zini: "Learning Disjunctive Concepts with Distributed Genetic Algorithms" in Proc. First IEEE Conf. on Evolutionary Computation, June 1994, pp 115-119. .

  59. A. Giordana, L. Saitta and F. Zini: "Learning Disjunctive Concepts using Genetic Algorithms" in Proc. 11th European Conference on Artificial Intelligence, 1994, pp 483-486. .

  60. L. Saitta: "ILP: An Alternative View" Invited Talk at Fourth International Workshop on Inductive Logic Programming , 1994, pp 5-6. .

  61. G. Lechiara and L. Saitta: "Using Fractals To Learn Image Descriptions by means of Artificial Neural Network" in Proc. IEEE Conf. on Neural Network, June 1994, pp 2952-2956. SELECTED.

  62. C. Baroglio: "Teaching by shaping" in Proc. of ICML-95 Workshop on Learning by Induction vs. Learning by Demonstration, 1995. .

  63. C. Baroglio, A. Giordana, R. Piola: "Learning Controllers from Examples" in Proceedings of the second International Workshop on Artificial Intelligence Techniques, Sep 1995. .

  64. C. Baroglio: "Teaching by Shaping" in Second European Workshop on Reinforcement Learning, Sep 1995. presented by R. Piola at EWRL-2.

  65. L. Saitta et al.: "Knowledge Representation Changes in Humans and Machines" in P. Reimann and H. Spada ed. Learning in Humans and Machines: Towards an Interdisciplinary Learning Science, 1995. SELECTED.

  66. L. Saitta, A. Giordana and F. Neri: "What is the "Real World"?" in D. Aha and P. J. Riddle ed. Proc. of Workshop on Applying Machine Learning in Practice, 1995, pp 34-40. SELECTED.

  67. E. Blanzieri and A. Giordana: "Mapping Symbolic Knowledge into Locally Receptive Field Networks" in M. Gori and G. Soda ed. Topics in Artificial Intelligence vol.LNAI 992, October 1995. .

  68. E. Blanzieri, A. Giordana and P. Katenkamp: "Growing Radial Basis Function Networks" in Proc. of the 4th Workshop on Learning Robots, December 1995. .

  69. M. Botta, G. Lo Bello and R. Piola: "Monitoring machine behaviors using fuzzy controllers" in Proc. of the 4th Workshop on Learning Robots, December 1995. .

  70. C. Baroglio and M. Botta: "Multiple Predicate Learning with RTL" in M. Gori and G. Soda ed. Topics in Artificial Intelligence vol.LNAI 992, October 1995. .

  71. A. Giordana and F. Neri: "Search-Intensive Concept Induction" in Evolutionary Computation vol.3 n.4, 1995, pp 375-416. .

  72. F. Neri and L. Saitta: "Universal Suffrage Selection Operator for Concept Learning" in Evolutionary Computation vol.4 n.1, 1996, pp 89-109. .

  73. C. Baroglio, A. Giordana, M. kaiser, M. Nuttin, R. Piola: "Learning Controllers for Industrial Robots" in Machine Learning Journal vol.23 n.2/3, May/June 1996, pp 221-249. .

  74. A. Giordana, F. Neri and L. Saitta: "Automated Learning: an Application to Industrial Diagnosis" in P. Langley and Y. Kodratoff ed. Machine Learning Applications, 1996. To appear; SELECTED.

  75. F. Neri and L. Saitta: "Exploring the power of Genetic Search in Learning Symbolic Classifiers" in IEEE Transactions on Pattern Analisys and Machine Intelligence, 1996. To appear.

  76. A. Giordana and M. Botta: "Combining Symbolic and Numeric Methods for Learning to Predict Temporal Series" in Ryszard S. Michalski and Janusz Wnek ed. Proceedings of the Third International Workshop on Multistrategy Learning, May 1996, pp 125-134.

  77. E. Blanzieri and P. Katenkamp: "Learning Radial Basis Function Networks On-line" in Proceedings of the 13th Machine Learning Conference, jul 1996, pp 37-45.

  78. C. Baroglio, A.Giordana, G. Lo Bello, R. Piola: "Learning Fuzzy Controllers from Examples" in Charles Taylor and Reza Nakhaeizadeh ed. Statistics and Machine Learning: The Interface, 1997, pp 197-220. .

  79. C. Baroglio: "Exploiting qualitative knowledge to enhance skill acquisition" in Proceedings of the European Conference on Machine Learning, ECML97, April 1997.

  80. M. Botta, A. Giordana, R. Piola: "FONN: Combining First Order Logic with Connectionist Learning" in Proceedings of the $14^th$ International Conference on Machine Learning ICML-97, jul 1997, pp 46-56. .

  81. M. Botta, A. Giordana, R. Piola: "Refining First Order Theories with Neural Networks" in Z.B. Ras and A. Skowron ed. ISMIS'97: Foundations of Intelligent Systems, Proceedings vol.LNAI-1325, oct 1997, pp 84-93. .

  82. M. Baldoni and C. Baroglio and G. Lo Bello: "Extraction of Discriminant Features from Image Fractal Encoding" in M. Lenzerini ed. AI*IA 97: Advances in Artificial Intelligence, Proceedings vol.LNAI-1321, September 1997, pp 127-138.

  83. M. Botta, A. Giordana, R. Piola: "Refining Numerical Terms in Horn Clauses" in M. Lenzerini ed. AI*IA 97: Advances in Artificial Intelligence, Proceedings vol.LNAI-1321, September 1997, pp 13-23. .

  84. L. Saitta, F. Neri, R. Tiberghien: "World Model Construction in Children during Physics Learning" in Z.B. Ras and A. Skowron ed. ISMIS'97: Foundations of Intelligent Systems, Proceedings vol.LNAI-1325, oct 1997, pp 127-136.

  85. A. Giordana, L. Saitta, G. Lo Bello: "A Coevolutionary Approach to Concept Learning" in Z.B. Ras and A. Skowron ed. ISMIS'97: Foundations of Intelligent Systems, Proceedings vol.LNAI-1325, oct 1997, pp 257-266. .

  86. A. Giordana, F. Neri,L. Saitta, M. Botta: "Integrating Multiple Learning Strategies in First Order Logics" in Machine Learning Journal vol.27 n.3, jun 1997, pp 209-240.

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