Research Outputs Mauro Brunato


  • Brunato, Mauro; Battiti, Roberto, "A Telescopic Binary Learning Machine for Training Neural Networks" in IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, v. 28, n. 3 (2017), p. 665-677. - URL: http://ieeexplore.ieee.org/xpl/RecentIssue.jsp?punumber=5962385 . - DOI: 10.1109/TNNLS.2016.2537300
  • Brunato, Mauro; Battiti, Roberto, "CoRSO (Collaborative Reactive Search Optimization): Blending Combinatorial and Continuous Local Search" in INFORMATICA, v. 27, n. 2 (2016), p. 299-322. - URL: http://www.iospress.nl/ . - DOI: 10.15388/Informatica.2016.86
  • Brunato, Mauro; Battiti, Roberto, "Extreme reactive portfolio (XRP): Tuning an algorithm population for global optimization" in Learning and Intelligent Optimization, 10th International Conference, LION 10, Ischia, Italy, May 29 -- June 1, 2016, Revised Selected Papers, Heidelberg, Deutschland: Springer Verlag, 2016, p. 60-74. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 9783319503486. Proceedings of: 10th International Conference on Learning and Intelligent Optimization, LION 10, Ischia, Italy, May 29 - June 1, 2016. - URL: http://springerlink.com/content/0302-9743/copyright/2005/ . - DOI: 10.1007/978-3-319-50349-3_5
  • Battiti, Roberto; Sergeyev, Yaroslav; Brunato, Mauro; Kvasov, Dmitri, "GENOPT 2016: Design of a GENeralization-based challenge in global OPTimization" in AIP Conference Proceedings, Melville, NY: American Institute of Physics Inc., 2016, p. 060005. - ISBN: 9780735414389. - URL: http://scitation.aip.org/content/aip/proceeding/aipcp . - DOI: 10.1063/1.4965339
  • Brunato, Mauro; Battiti, Roberto, "X-MIFS: Exact Mutual Information for feature selection" in Proceedings of the International Joint Conference on Neural Networks (IJCNN) 2016, Piscataway, NJ, USA: Institute of Electrical and Electronics Engineers Inc., 2016, p. 3469-3476. - ISBN: 9781509006199. Proceedings of: 2016 International Joint Conference on Neural Networks, IJCNN 2016, Vancouver Convention Centre, Vancouver, Canada, July 24-19, 2016. - URL: http://www.wcci2016.org/ . - DOI: 10.1109/IJCNN.2016.7727644
  • Mauro, Brunato; Roberto, Battiti, "A Telescopic Binary Learning Machine for Training Neural Networks", 2015
  • Brunato, Mauro; Battiti, Roberto, "Stochastic Local Search for direct training of threshold networks" in Proceedings of the International Joint Conference on Neural Networks, Killarney: Institute of Electrical and Electronics Engineers Inc., 2015, p. 1-8. - ISBN: 9781479919604. Proceedings of: International Joint Conference on Neural Networks, IJCNN 2015, Killarney, Irlanda, 12th-17th July 2015. - DOI: 10.1109/IJCNN.2015.7280770
  • D. Tin Truong; R. Battiti; M. Brunato, "A Repeated Local Search Algorithm for Biclustering of Gene Expression Data" in Similarity-Based Pattern Recognition, Second International Workshop, SIMBAD 2013, York, UK, July 3-5, 2013, Proceedings, Berlino: -Heidelberg : Springer-Verlag, 2013, p. 281-296. - (LECTURE NOTES IN COMPUTER SCIENCE). - ISBN: 9783642391392. Proceedings of: SIMBAD 2013, York, UK, July 3-5, 2013. - URL: http://www.dsi.unive.it/~simbad/2013/
  • Duy Tin Truong; R. Battiti; M. Brunato, "Discovering Non-redundant Overlapping Biclusters on Gene Expression Data" in 2013 IEEE 13th International Conference on Data Mining, Los Alamitos, CA: IEEE Computer Society CPS, 2013, p. 747-756. Proceedings of: ICDM 2013, Dallas, TX (USA), 7-10 dicembre 2013. - DOI: 10.1109/ICDM.2013.36
  • W. Pullan; F. Mascia; M. Brunato, "Cooperating local search for the maximum clique problem" in JOURNAL OF HEURISTICS, v. vol. 17, n. 2 (2011), p. 181-199. - URL: http://www.springerlink.com/content/55w2h01310jvh482/ . - DOI: 10.1007/s10732-010-9131-5
  • R. Battiti; M. Brunato, Reactive Business Intelligence. From Data to Models to Insight., Trento, Italy: Reactive Search Srl, 2011, 241 p. - ISBN: 9788890579509. - URL: http://reactivebusinessintelligence.com/
  • M. Brunato; R. Battiti, "R-EVO: A Reactive Evolutionary Algorithm for the Maximum Clique Problem" in IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, v. 15, n. 6 (2011), p. 770-782. - DOI: 10.1109/TEVC.2010.2043363
  • M. Brunato; R. Battiti, "Grapheur: A Software Architecture for Reactive and Interactive Optimization" in Learning and Intelligent Optimization 4th International Conference, Berlin Heidelberg: Springer, 2010, p. 232-246. - (Lecture Notes in Computer Science). - ISBN: 9783642137990. Proceedings of: LION 4, Venezia, 18th-22nd January 2010. - URL: http://www.springer.com/978-3-642-13799-0
  • F. Mascia; E. Cilia; M. Brunato; A. Passerini, "Predicting structural and functional sites in proteins by searching for maximum-weight cliques" in Proceedings of the Twenty-Fourth AAAI Conference on Artificial Intelligence, Menlo Park, CA: AAAI Press, 2010, p. 1274-1279. - ISBN: 9781577354635. Proceedings of: AAAI-10, Atlanta, GA, July 11th–15th, 2010
  • R. Battiti; M. Brunato, "Reactive Search Optimization: Learning While Optimizing" in M. Gendreau, J.Y. Potvin (edited by), Handbook of Metaheuristics, Berlin; Heidelberg: Springer, 2010, p. 543-571. - (International Series in Operations Research & Management Science). - ISBN: 9781441916631. - URL: http://www.springer.com/978-1-4419-1663-1
  • A.D. Masegosa; F. Mascia; D. Pelta; M. Brunato, "Cooperative Strategies and Reactive Search: A Hybrid Model Proposal" in Learning and Intelligent Optimization: Designing, Implementing and Analyzing Effective Heuristics: Third International Conference, LION 2009 III, Trento, Italy, January 14-18, 2009: Selected Papers, Berlin/Heidelberg: Springer, 2009, p. 206-220. - (Lecture Notes in Computer Science. Theoretical Computer Science and General Issues). - ISBN: 9783642111686. Proceedings of: LION 3, Trento, 14th-18th January 2009
  • F. Mascia; M. Brunato, "Techniques and Tools for Local Search Landscape Visualization and Analysis" in Engineering Stochastic Local Search Algorithms. Designing, Implementing and Analyzing Effective Heuristics: International Workshop, SLS 2009, Brussels, Belgium, September 3-5, 2009: Proceedings, Berlin: Springer, 2009, p. 92-104. - (Lecture Notes in Computer Science. Theoretical Computer Science and General Issues). - ISBN: 9783642037504. Proceedings of: SLS 2009, Brussels, 3rd-5th September 2009
  • E. Cilia ; A. Passerini ; M. Brunato, "Automatic Prediction of Functional Residues from Sequence and Structural Information", 2008, 14 p. - URL: http://disi.unitn.it/~brunato/pubblicazioni/DISI-08-036.pdf
  • R. Battiti ; M. Brunato ; P. Campigotto, "Learning while Optimizing an Unknown Fitness Surface" in Learning and Intelligent Optimization: Second International Conference, LION 2007 II, Trento, Italy, December 8-12, 2007: Selected Papers, Berlin/Heidelberg: Springer, 2008, p. 25-40. - (Lecture Notes in Computer Science. Theoretical Computer Science and General Issues). - ISBN: 9783540926948. Proceedings of: LION 2007 II, Trento, 8th-12th December 2007. - URL: http://www.springer.com/978-3-540-92694-8
  • M. Brunato ; H. H. Hoos ; R. Battiti, "On Effectively Finding Maximal Quasi-Cliques in Graphs" in Learning and Intelligent Optimization: Second International Conference, LION 2007 II, Trento, Italy, December 8-12, 2007: Selected Papers, Berlin/Heidelberg: Springer, 2008, p. 41-55. - (Lecture Notes in Computer Science. Theoretical Computer Science and General Issues). - ISBN: 9783540926948. Proceedings of: LION 2007 II, Trento, 8th-12th December 2007. - URL: http://www.springer.com/978-3-540-92694-8
  • M. Brunato ; R. Battiti, "RASH: a self-adaptive random search method" in C. Cotta, M. Sevaux, K. Sörensen (edited by), Adaptive and multilevel metaheuristics, Berlin Heidelberg: Springer, 2008, p. 95-118. - (Studies in Computational Intelligence). - ISBN: 9783540794370
  • R. Battiti ; M. Brunato ; F. Mascia, Reactive search and intelligent optimization, Berlin: Springer, 2008, 190 p. - (Operations Research/Computer Science Interfaces Series). - ISBN: 9780387096230
  • M. Biazzini ; M. Brunato ; A. Montresor, "Towards a Decentralized Architecture for Optimization" in IEEE International Symposium on Parallel and Distributed Processing, 2008. IPDPS 2008, Piscataway (NJ): IEEE Computer Society, 2008, p. 1-11. - ISBN: 9781424416936. Proceedings of: IPDPS 2008, Miami (FL), 14th-18th April 2008. - DOI: 10.1109/IPDPS.2008.4536268
  • M. Brunato; R. Battiti; A. Montresor, "GOSH! Gossiping Optimization Search Heuristics", 2007, 10 p. - URL: http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.66.6403
  • C. Kiss Kallo ; C. F. Chiasserini ; S. Jung ; M. Brunato ; M. Gerla, "Hop Count Based Optimization of Bluetooth Scatternets" in AD HOC NETWORKS, v. 5, n. 3 (2007), p. 340-359. - DOI: 10.1016/j.adhoc
  • R. Battiti ; M. Brunato, "Reactive search: machine learning for memory-based heuristics" in T. Gonzalez (edited by), Handbook of Approximation Algorithms and Metaheuristics, Boca Raton, Fla. [etc.]: Chapman & Hall/CRC, 2007, p. (21)1-(21)17. - (Computer and Information Science Series). - ISBN: 9781584885504
  • M. Brunato; R. Lo Cigno; D. Severina, "Managing Wireless HotSpots: the Uni-Fy Approach" in Proceedings of the Fifth Annual Mediterranean Ad Hoc Networking Workshop (Med-Hoc-Net 2006), [S.l.]: [S.n.], 2006, p. 352-360. - ISBN: 9788890240515. Proceedings of: MedHocNet 2006, Lipari (ME), 14th-17th June 2006. - URL: http://www.medhoc.diit.unict.it/2006/TP.pdf
  • M. Brunato ; R. Battiti ; S. Pasupuleti, "Memory-Based RASH Optimizer" in Proceedings of the AAAI-06 Workshop on Heuristic Search, Memory Based Heuristics and Their applications, Menlo Park: AAAI Press, 2006, p. 45-51. - ISBN: 9781577352907. Proceedings of: AAAI-06 Workshop on Heuristic Search, Memory Based Heuristics and Their applications, Boston, 17th July 2006. - URL: http://www.ise.bgu.ac.il/faculty/felner/workshop/
  • M. Brunato; R. Battiti, "RASH: A Self-adaptive Random Search Method", 2006, 23 p. - URL: http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.76.7298
  • D. Severina ; M. Brunato ; A. Ordine ; L. Veltri, "UniWireless: a Distributed Open Access Network" in Proceedings of the 4th international workshop on Wireless mobile applications and services on WLAN hotspots, New York: ACM Press, 2006, p. 30-36. - ISBN: 9781595934703. Proceedings of: WMASH 2006, Los Angeles (CA), 29th September 2006. - URL: http://wmash06.dit.unitn.it/
  • S. Jung ; C. Kiss Kallo ; M. Gerla ; M. Brunato, "Decentralized Optimization of Dynamic Bluetooth Scatternets" in MobiQuitous 2005: the Second Annual International Conference on Mobile and Ubiquitous Systems: Networking and Services, July 17 - 21, 2005, San Diego, California, Los Alamitos, CA, USA: IEEE Computer Society Press, 2005, p. 305-313. - ISBN: 9780769523750. Proceedings of: The Second Annual International Conference on Mobile and Ubiquitous Systems: Networking and Services 2005, San Diego (CA), 17th-21st July 2005. - DOI: 10.1109/MOBIQUITOUS.2005.21
  • M. Brunato ; R. Battiti, "Statistical Learning Theory for Location Fingerprinting in Wireless LANs" in COMPUTER NETWORKS, v. 47, n. 6 (2005), p. 825-845
  • C. Kiss Kallo ; M. Brunato ; S. Jung ; L. Chen ; M. Gerla, "Throughput, Energy and Path Length Tradeoffs in Bluetooth Scatternets" in Proceedings of IEEE ICC 2005, New York: IEEE, 2005, p. 3319-3323. - ISBN: 9780780389380. Proceedings of: ICC 2005, Seoul, 2005. - DOI: 10.1109/ICC.2005.1495036
  • M. Brunato ; D. Severina, "WilmaGate: a New Open Access Gateway for Hotspot Management" in WMASH 2005: proceedings of the Third ACM International Workshop on Wireless Mobile Applications and Services on WLAN Hotspots: co-located with MobiCom 2005, September 2, 2005, Cologne, Germany, New York: ACM Press, 2005, p. 56-64. - ISBN: 9781595931436. Proceedings of: WMASH 2005, Cologne, 2nd September 2005. - DOI: 10.1145/1080730.1080740
  • M. BRUNATO; BATTITI R., "A Location-Dependent Recommender System for the Web" in MobEA Workshop, 2003, Maggio
  • M. Brunato ; R. Battiti, "A Multistart Randomized Greedy Algorithm for Traffic Grooming on Mesh Logical Topologies" in Next Generation Optical Network Design and Modelling, Boston; Dordrecht; London: Kluwer Academic Publishers, 2003, p. 417-430. - (IFIP). Proceedings of: ONDM 2002, Torino, 4-6 febbraio 2002
  • M. Brunato ; R. Battiti ; E. Salvadori, "Dynamic load balancing in WDM networks" in OPTICAL NETWORKS MAGAZINE, v. 4, n. 5 (2003), p. 7-20
  • M. Brunato ; R. Battiti, "PILGRIM: A Location Broker and Mobility-Aware Recommendation System" in IEEE PerCom 2003, New York: IEEE Computer Society, 2003, p. 265-272. - ISBN: 9780769518930. Proceedings of: PerCom 2003, Fort Worth, TX (USA), 23-26 marzo 2003. - DOI: 10.1109/PERCOM.2003.1192787
  • R. Battiti ; M. Brunato ; R. Lo Cigno ; A. Villani ; R. Flor ; G. Lazzari, "WILMA: an open lab for 802.11 hotspots" in Personal Wireless Communications 2003, 2003, p. 163-168. - (Lecture Notes in Computer Science; 2775). Proceedings of: PWC2003, Venice, 23rd-25th September 2003
  • M. Brunato ; R. Battiti ; E. Salvadori, "Load Balancing in WDM Networks through Adaptive Routing Table Changes" in NETWORKING 2002. Networking Technologies, Services, and Protocols; Performance of Computer and Communication Networks; Mobile and Wireless Communications: Second International IFIP-TC6 Networking Conference, Pisa, Italy, May 19-24, 2002 Proceedings, Berlin Heidelberg: Springer, 2002, p. 289-300. - (Lecture Notes in Computer Science). - ISBN: 9783540437093. Proceedings of: Second International IFIP-TC6 Networking Conference, Pisa, 19th-24th May 2002. - URL: http://cnd.iit.cnr.it/networking2002
  • R. Battiti ; A. Bertossi ; M. Brunato, "Cellular channel assignment: a new localized and distributed algorithm" in JOURNAL ON SPECIAL TOPICS IN MOBILE NETWORKS AND APPLICATIONS, v. 6, n. 6 (2001), p. 493-500
  • R. Battiti ; M. Brunato, "Reactive search for traffic grooming in WDM netwoks" in International Workshop on Digital Communications (IWDC2001), Berlin Heidelberg: Springer, 2001, p. 56-66. - (LNCS). Proceedings of: IWDC2001, Taormina, September 2001
  • A. Bertossi ; R. Battiti ; M. Brunato, "Distributed code assignment in multihop radio networks: object-oriented software simulations" in SoftCOM 2000, Split: FESB-Split, 2000, p. 157-165. - ISBN: 9789536114375. Proceedings of: IEEE SoftCom 2000, Croazia, Ottobre 2000
  • R. Battiti ; A. Bertossi ; M. Brunato, "Cellular channel assignment: comparing and simplifying heuristics": IEEE, 1997. Proceedings of: IEEE/ACM Workshop Dial 'M' for Mobility (Discrete algorithms and methods for mobile computing and communications), Budapest, 1 Ottobre 1997