Publications

Publications

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    Papers in journals

  1. E. Cesario, M. Lackovic, D. Talia, P. Trunfio, "Programming Knowledge Discovery Workflows in Service-Oriented Distributed Systems". Concurrency and Computation: Practice and Experience, vol. 25, n. 10, pp. 1482--1504, Wiley InterScience, July 2013.


  2. D. Talia, P. Trunfio, "How Distributed Data Mining Tasks can Thrive as Knowledge Services". Communications of the ACM, vol. 53, n. 7, pp. 132--137, July 2010.


  3. A. Congiusta, D. Talia, P. Trunfio, "Service-Oriented Middleware for Distributed Data Mining on the Grid". Journal of Parallel and Distributed Computing, vol. 68, n. 1, pp. 3--15, Elsevier Science, January 2008.


  4. A. Congiusta, D. Talia, P. Trunfio, "Distributed data mining services leveraging WSRF". Future Generation Computer Systems, vol. 23, n. 1, pp. 34--41, Elsevier Science, January 2007.


  5. M. Cannataro, A. Congiusta, A. Pugliese, D. Talia, P. Trunfio, "Distributed data mining on grids: services, tools, and applications". IEEE Transactions on Systems, Man, and Cybernetics: Part B, vol. 34, n. 6, pp. 2451--2465, IEEE Press, December 2004.


  6. M. Cannataro, C. Comito, A. Congiusta, P. Veltri, "PROTEUS: a Bioinformatics Problem Solving Environment on Grids". Parallel Processing Letters, vol. 14, n. 2, pp. 217-237, World Scientific Publishing Company, June 2004.


  7. C. Mastroianni, D. Talia, P. Trunfio, "Metadata for Managing Grid Resources in Data Mining Applications". Journal of Grid Computing, vol. 2, n. 1, pp. 85--102, Kluwer Academic Publishers, March 2004.


  8. M. Cannataro, D. Talia, "Semantics and Knowledge Grids: Building the Next-Generation Grid". IEEE intelligent systems & their applications, vol. 19, n. 1, pp. 56-63, January 2004.


  9. D. Talia, "Scoperta di Conoscenza su Griglie". Sistemi & impresa : rivista di tecnologia e management, vol. 50, n. 6, pp. 52-57, 2004.


  10. M. Cannataro, D. Talia, "The Knowledge Grid". Communications of the ACM, vol. 46, n. 1, pp. 89-93, January 2003.


  11. A. Congiusta, A. Pugliese, D. Talia, P. Trunfio, "Designing Grid Services for Distributed Knowledge Discovery". Web Intelligence and Agent Systems, vol. 1, n. 2, pp. 91--104, IOS Press, 2003.


  12. M. Cannataro, D. Talia, P. Trunfio, "Distributed Data Mining on the Grid". Future Generation Computer Systems, vol. 18, n. 8, pp. 1101--1112, Elsevier Science, October 2002.



  13. Book chapters

  14. E. Cesario, M. Lackovic, D. Talia, P. Trunfio, "A Visual Environment for Designing and Running Data Mining Workflows in the Knowledge Grid". In: Data Mining: Foundations and Intelligent Paradigms, D. Holmes, L. Jain (Editors), Springer, Intelligent Systems Reference Library, vol. 24, pp. 57--75, 2012. Note: ISBN 978-3-642-23240-4.


  15. D. Talia, P. Trunfio, "Service-Oriented Architectures for Distributed and Mobile Knowledge Discovery". In: Next Generation of Data Mining, H. Kargupta, J. Han, P. Yu, R. Motwani, V. Kumar (Editors), CRC Press, pp. 223--242, 2009. Note: ISBN 978-1-4200-8586-0.


  16. E. Cesario, A. Congiusta, D. Talia, P. Trunfio, "Data Analysis Services in the Knowledge Grid". In: Data Mining Techniques in Grid Computing Environments, W. Dubitzky (Editor), Wiley-Blackwell, pp. 17--36, 2008. Note: ISBN 978-0-470-51258-6.


  17. A. Congiusta, D. Talia, P. Trunfio, "Using Grids for Distributed Knowledge Discovery". In: Mathematical Methods for Knowledge Discovery and Data Mining, G. Felici, C. Vercellis (Editors), IGI Global, Hershey, USA, chapt. XVII, pp. 284--298, 2007. Note: ISBN 978-1-59904-528-3.


  18. A. Congiusta, D. Talia, P. Trunfio, "A Visual Programming Environment for Developing Complex Grid Applications". In: Grid Computing: Software Environments and Tools, J. Cunha, O. Rana (Editors), Springer, London, UK, chapt. 11, pp. 257--283, 2006. Note: ISBN 1-85233-998-5.


  19. A. Congiusta, D. Talia, P. Trunfio, "Parallel and Grid-based Data Mining - Algorithms, models and systems for high-performance KDD". In: Data Mining and Knowledge Discovery Handbook, O. Maimon, L. Rokach (Editors), Springer, USA, pp. 1017--1041, 2005. Note: ISBN 0-387-24435-2.


  20. M. Cannataro, A. Congiusta, C. Mastroianni, A. Pugliese, D. Talia, P. Trunfio, "Grid-Based data mining and knowledge discovery". In: Intelligent Technologies for Information Analysis, N. Zhong, J. Liu (Editors), Springer, chapt. 2, pp. 19--45, 2004. Note: ISBN 3-540-40677-8.


  21. M. Cannataro, D. Talia, P. Trunfio, "Design of Distributed Data Mining Applications on the Knowledge Grid". In: Data Mining: Next Generation Challenges and Future Directions, H. Kargupta, A. Joshi, K. Sivakumar, Y. Yesha (Editors), MIT Press, Menlo Park, USA, chapt. 4, pp. 67--88, 2004. Note: ISBN 0-262-61203-8.



  22. Papers in conference proceedings

  23. E. Cesario, M. Lackovic, D. Talia, P. Trunfio, "Service-Oriented Data Analysis in Distributed Computing Systems". Post-Proc. of the High Performance Computing Workshop 2010, Cetraro, Italy, Advances in Parallel Computing, vol. 20, pp. 225--245, IOS Press, 2011. Note: ISBN 978-1-60750-802-1.


  24. D. Talia, P. Trunfio, "How Distributed Data Mining Tasks can Thrive as Services on Grids". Proc. of National Science Foundation Symposium on Next Generation of Data Mining and Cyber-Enabled Discovery for Innovation (NGDM'07), Baltimore, USA, October 2007.


  25. A. Congiusta, D. Talia, P. Trunfio, "WSRF-Based Services for Distributed Data Mining". Proc. of the Workshop on Knowledge and Data Management in Grids 2005, Poznan, Poland, pp. 203--220, Springer, 2007. Note: ISBN 978-0-387-37830-5.


  26. A. Congiusta, D. Talia, P. Trunfio, "Service-Oriented Knowledge Discovery in Grids". Proc. of the Workshop on Grid Technologies for Knowledge-Based Industries and Businesses, co-located with IST 2006, Helsinki, Finland, November 2006.


  27. A. Congiusta, D. Talia, P. Trunfio, "On Designing and Composing Grid Services for Distributed Data Mining". Proc. of the Workshop on Future Generation Grids 2004, Dagstuhl, Germany, pp. 113--132, Springer, 2006. Note: ISBN 0-387-27935-0.


  28. A. Congiusta, D. Talia, P. Trunfio, "Design of Knowledge Discovery Services Using the WS-Resource Framework". CoreGRID Integration Workshop 2005, Pisa, Italy, pp. 11--20, November 2005.


  29. A. Pugliese, D. Talia, "Application-Oriented Scheduling in the Knowledge Grid: A Model and Architecture". International Conference on Computational Science and its Applications (ICCSA), Assisi, Italy, vol. 2, pp. 55-65, Springer-Verlag, April 2004.


  30. A. Congiusta, C. Mastroianni, A. Pugliese, D. Talia, P. Trunfio, "Enabling Knowledge Discovery Services on Grids". Proc. of the 2nd European AcrossGrids Conference (AxGrids 2004), Nicosia, Cyprus, LNCS, vol. 3165, pp. 250--259, Springer, January 2004. Note: ISBN 3-540-22888-8.


  31. G. Bueti, A. Congiusta, D. Talia, "Developing Distributed Data Mining Applications in the KNOWLEDGE GRID Framework". High Performance Computing for Computational Science - VECPAR'04, Valencia, Spain, LNCS, vol. 3402, pp. 156-169, Springer-Verlag, 2004. Note: ISBN 978-3-540-25424-9.


  32. A. Congiusta, D. Talia, P. Trunfio, "VEGA: A Visual Environment for Developing Complex Grid Applications". Proc. of the First International Workshop on Knowledge Grid and Grid Intelligence (KGGI 2003), Halifax, Canada, pp. 56--66, October 2003. Note: ISBN 0-9734039-0-X.


  33. D. Talia, "Knowledge Discovery Services and Tools on Grids". Foundation of Intelligent Systems - ISMIS 2003, Maebashi, Japan, LNCS, vol. 2871, pp. 14-23, Springer-Verlag, October 2003.


  34. M. Cannataro, D. Talia, "Towards the Next-Generation Grid: A Pervasive Environment for Knowledge-Based Computing". International Conference on Information Technology: Computers and Communications, Las Vegas, Nevada, pp. 437-441, IEEE Computer Society, April 2003.


  35. C. Mastroianni, D. Talia, P. Trunfio, "Managing Heterogeneous Resources in Data Mining Applications on Grids Using XML-Based Metadata". Proc. of the 17th International Parallel and Distributed Processing Symposium (IPDPS 2003), Nice, France, IEEE Computer Society Press, April 2003. Note: ISBN 0-7695-1926-1.


  36. M. Cannataro, C. Comito, "A DataMining Ontology for Grid Programming". Proc. of the First International Workshop on Semantics in Peer-to-Peer and Grid Computing (SemPGrid 03), pp. 113--134, 2003.


  37. M. Cannataro, D. Talia, P. Trunfio, "Design of Distributed Data Mining Applications on the Knowledge Grid". Proc. of the National Science Foundation Workshop on Next Generation Data Mining (NGDM'02), Baltimore, USA, pp. 191--195, November 2002.


  38. M. Cannataro, A. Congiusta, D. Talia, P. Trunfio, "A data mining toolset for distributed high-performance platforms". Proc. of the 3rd International Conference on Data Mining Methods and Databases for Engineering, Finance and Others Fields (Data Mining 2002), Bologna, Italy, pp. 41--50, WIT Press, September 2002. Note: ISBN 1-85312-925-9.


  39. D. Talia, "Parallelism in Knowledge Discovery Techniques". Sixth Int. Conference on Applied Parallel Computing, Helsinki, LNCS, vol. 2367, pp. 127-136, June 2002.


  40. M. Cannataro, D. Talia, P. Trunfio, "KNOWLEDGE GRID: High Performance Knowledge Discovery Services on the Grid". Proc. of the 2nd International Workshop on Grid Computing (GRID 2001), Denver, USA, LNCS, vol. 2242, pp. 38--50, Springer, November 2001. Note: ISBN 3-540-42949-2.


  41. M. Cannataro, D. Talia, "Parallel and Distributed Knowledge Discovery on the Grid: A Reference Architecture". 4th International Conference on Algorithms and Architectures for Parallel Computing (ICA3PP), Hong Kong, pp. 662-673, World Scientific Publ., December 2000.



  42. Other publications and technical reports

  43. A. Congiusta, D. Talia, P. Trunfio, "Parallel and Grid-based Data Mining - Algorithms, models and systems for high-performance KDD". In: Data Mining and Knowledge Discovery Handbook, second edition, O. Maimon, L. Rokach (Editors), Springer, USA, pp. 1009--1028, 2010. Note: ISBN 978-0-387-09822-7. Originally appeared in Data Mining and Knowledge Discovery Handbook, first edition, 2005.


  44. D. Talia, "Grid-based Data Mining and the Knowledge Grid Framework". Workshop on Data Mining and Exploration Middleware for Distributed and Grid Computing, Minneapolis, pp. 29-30, September 2003.


  45. D. Talia, "Parallel and Distributed Data Mining: from Multicomputers to Grids". ECML/PKDD 2003 Workshop on Parallel and Distributed Computing for Machine Learning, Dubrovnik, September 2003.


  46. M. Cannataro, D. Talia, P. Trunfio, "The Knowledge Grid: Towards an Architecture for Knowledge Discovery on the Grid". Proc. of the 1st EuroGlobus Workshop, Marina di Ugento (Lecce), Italy, June 2001. Note: Abstract.