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Journal Papers

  1. ``An Introduction to Recursive Neural Networks and Kernel Methods for Cheminformatics'', Micheli A., Sperduti A., Starita A., Current Pharmaceutical Design, 13, 1469-1495, 2007.
  2. ``Solving and learning a tractable class of soft temporal problems: theoretical and experimental results'', L. Khatib, P. Morris, R. Morris, F. Rossi, A. Sperduti, K. Brent Venable, AI Communications, special issue on Constraint Programming for Planning and Scheduling, to appear in 2007.
  3. ``Predicting Physical-Chemical Properties of Compounds from Molecular Structures by Recursive Neural Networks'',L. Bernazzani, C. Duce, A. Micheli, V. Mollica, A. Sperduti, A.Starita, and M.R. Tiné , J. Chem. Inf. Model., 46(5), 2030-2042, 2006.
  4. ``The Loading Problem for Recursive Neural Networks'', M. Gori, A. Sperduti, Neural Networks 18(8): 1064-1079. Special Issue on "Neural Networks and Kernel Methods for Structured Domains", 2005.
  5. ``Multiclass Classification with Multi-Prototype Support Vector Machines'', F. Aiolli, A. Sperduti, Journal of Machine Learning Research. 6(May):817-850, 2005.
  6. ``A Preliminary Empirical Comparison of Recursive Neural Networks and Tree kernel Methods on Regression Tasks for Tree Structured Domains'', A. Micheli, F. Portera, A. Sperduti, Neurocomputing. Vol. 64 (March 2005), Pages 73-92, 2005
  7. ``Universal Approximation Capability of Cascade Correlation for Structures'', B.Hammer, A. Micheli, A. Sperduti, Neural Computation. Forthcoming In VOL. 17, ISSUE 5 - MAY 2005.
  8. ``Acquiring both constraint and solution preferences'', F. Rossi, A. Sperduti, Constraints, vol.9, Pages 311-332, 2004, Kluwer.
  9. ``Recursive self-organizing network models'', B.Hammer, A. Micheli, A. Sperduti, M.Strickert, Special issue on ``New Developments in Self-Organizing Systems'', Neural Networks,Volume 17, Issues 8-9, October-November 2004, Pages 1061-1085.
  10. ``Contextual Processing of Structured Data by Recursive Cascade Correlation.'', A. Micheli, D. Sona, A. Sperduti, IEEE Transactions on Neural Networks, Vol. 15, n.6, pp. 1396-1410, 2004.
  11. ``A general framework for unsupervised processing of structured data'', B.Hammer, A.Micheli, M.Strickert, A.Sperduti, Neurocomputing, Vol. 57, Page(s): 3-35, March 2004.
  12. ``A Self-Organizing Map for Adaptive Processing of Structured Data'', M. Hagenbuchner, A. Sperduti, A.C. Tsoi, IEEE Transactions on Neural Networks, Volume: 14 Issue: 3, May 2003 Page(s): 491 -505.
  13. ``Theoretical and Experimental Analysis of a Two-Stage System for Classification'', N. Giusti, F. Masulli, A. Sperduti. IEEE Trans. PAMI.Volume: 24 Issue: 7, Jul 2002, pp. 893-904.
  14. ``A Re-weighting Strategy for Improving Margins'', F. Aiolli, A. Sperduti. Artificial Intelligence, Elsevier. Volume 137, Issues 1-2 , May 2002, pp. 197-216.
  15. ``Analysis of the Internal Representations Developed by Neural Networks for Structures Applied to QSAR Studies of Benzodiazepines'', A. M. Bianucci, A. Micheli, A. Sperduti, A. Starita. Journal of Chemical Information and Computer Sciences, Vol. 41, no. 1, pp. 202-218, 2001.
  16. ``Discriminant Pattern Recognition Using Transformation Invariant Neurons'', D. Sona, A. Sperduti, and A. Starita. Neural Computation. Vol. 12, n. 6, pp. 1355-1370, Giugno 2000.
  17. ``Application of Cascade-Correlation Networks for Structures to Chemistry'', Applied Intelligence, Bianucci A.M., Micheli A., Sperduti A., Starita A., Special Issue on ``Neural Networks and Structured Knowledge'', Vol. 12, n. 1/2, pp. 117-147, Gennaio-Aprile 2000.
  18. ``On the Implementation of Frontier-to-Root Tree Automata in Recursive Neural Networks'', M. Gori, Andreas Kuchler, and A. Sperduti. IEEE Transactions on Neural Networks, Vol. 10, n. 6, pp. 1305-1314, Novembre 1999.
  19. ``A general framework for adaptive processing of data structures'', P. Frasconi, M. Gori, and A. Sperduti. IEEE Transactions on Neural Networks. Vol. 9, No. 5, pp. 768-786, 1998.
  20. ``Learning Solution Preferences in Constraint Problems'', F. Rossi, A. Sperduti. Journal of Experimental and Theoretical Artificial Intelligence. Vol 10, pp. 103-116, 1998.
  21. ``Rule Specialization in Networks of Fuzzy Basis Functions'', F. Casalino, F. Masulli, and A. Sperduti. Intelligent Automation and Soft Computing, Vol. 4, No. 1, pp. 73-82, 1998.

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Alessandro Sperduti 2004-06-17