My Erdös number is 4, and my Hirsch and Egghe numbers are, respectively, 5 and 8 (remember what Erdös often said: Non numerantur, sed ponderantur).
Books
[Apolloni et al., 2008] B. Apolloni, W. Pedrycz, S. Bassis and D. Malchiodi, The Puzzle of Granular Computing, Springer, Studies in Computational Intelligence, Vol. 138 (ISBN 978-3-540-79863-7), 2008 [ publisher BIBTEX ]
[Malchiodi, 2007] D. Malchiodi, Fare matematica con Mathematica, Milano: Pearson Addison Wesley (ISBN 978-88-7192-365-9), 2007, in italian [ book-page publisher BIBTEX ]
[Apolloni et al., 2006] B. Apolloni, D. Malchiodi and S. Gaito, Algorithmic Inference in Machine Learning, 2nd Edition, Magill, Adelaide: Advanced Knowledge International, International Series on Advanced Intelligence, Vol. 5 (ISBN 0-9751004-2-4), 2006 [ publisher BIBTEX ]
Papers in international journals
[Apolloni et al., 2010] B. Apolloni, D. Malchiodi and L. Valerio, Relevance regression learning with support vector machines, Nonlinear Analysis 73 (2010), 2855-2867 [ doi> BIBTEX ]
[Apolloni et al., 2010a] B. Apolloni, S. Bassis, S. Gaito, D. Malchiodi and I. Zoppis, Playing monotone games to understand learning behaviors, Theoretical Computer Science 411 - 25 (2010), 2384-2405 [ doi> BIBTEX ]
[Apolloni et al., 2009] B. Apolloni, S. Bassis and D. Malchiodi, Compatible worlds, Nonlinear Analysis: Theory, Methods & Applications 71 - 12 (2009), e2883-e2901 [ doi> BIBTEX ]
[Malchiodi, 2009] D. Malchiodi, An experimental analysis of the impact of accuracy degradation in SVM classification, International Journal of Computational Intelligence Studies 1 - 2 (2009), 163-190 [ doi> BIBTEX ]
[Apolloni et al., 2008a] B. Apolloni, S. Bassis, D. Malchiodi and W. Pedrycz, Interpolating Support Information Granules, Neurocomputing 71 (2008), 2433-2445 [ doi> BIBTEX ]
[Apolloni et al., 2008b] B. Apolloni, S. Bassis, S. Gaito and D. Malchiodi, Bootstrapping Complex Functions, Nonlinear Analysis: Hybrid Systems 2 - 2 (2008), 648-664 [ doi> BIBTEX ]
[Malchiodi, 2008] D. Malchiodi, Embedding Sample Points Uncertainty Measures in Learning Algorithms,
Nonlinear Analysis: Hybrid Systems 2
- 2
(2008),
635-647
[
doi> 
BIBTEX
]
[Apolloni et al., 2007] B. Apolloni, S. Bassis, S. Gaito and D. Malchiodi, Solving complex regression problems via Algorithmic Inference: a new family of bootstrap algorithms, Far East Journal of Theoretical Statistics 22 - 2 (2007), 141-180 [ BIBTEX ]
[Apolloni et al., 2007a] B. Apolloni, S. Bassis, A. Clivio, S. Gaito
and
D. Malchiodi, Modeling individual's aging within a bacterial population using a pi-calculus paradigm,
Natural Computing 6
- 1
(2007),
33-53
[
doi> BIBTEX
]
[Apolloni et al., 2007b] B. Apolloni, S. Bassis, S. Gaito
and
D. Malchiodi, Appreciation of medical treatments by learning underlying functions with good confidence,
Current Pharmaceutical Design 13
- 15
(2007),
1545-1570
[
BIBTEX
]
[Apolloni et al., 2006a] B. Apolloni, A. Brega, D. Malchiodi, G. Palmas
and
A. M. Zanaboni, Learning Rule Representations From Data,
IEEE Transactions on Systems, Man and Cybernetics, Part A 36
- 5
(2006),
1010-1028
[
doi> BIBTEX
]
[Apolloni et al., 2006b] B. Apolloni, S. Bassis, S. Gaito
and
D. Malchiodi, Elementary team strategies in a monotone game,
Nonlinear Analysis 64
- 2
(2006),
310-328
[
doi> BIBTEX
]
[Apolloni et al., 2006c] B. Apolloni, S. Bassis, S. Gaito, D. Malchiodi
and
I. Zoppis, Controlling the losing probability in a monotone game,
Information Sciences 176
- 10
(2006),
1395-1416
[
doi> BIBTEX
]
[Apolloni et al., 2004] B. Apolloni, A. Esposito, D. Malchiodi, C. Orovas, G. Palmas
and
J. G. Taylor, A General Framework for Learning Rules From Data,
IEEE Transactions on Neural Networks 15
- 6
(2004),
1333-1349
[
doi> BIBTEX
]
[Apolloni et al., 2002] B. Apolloni, D. Malchiodi, C. Orovas
and
G. Palmas, From synapses to rules,
Cognitive Systems Research 3
(2002),
167-201
[
doi> BIBTEX
]
[Apolloni and Malchiodi, 2001] B. Apolloni
and
D. Malchiodi, Gaining degrees of freedom in subsymbolic learning,
Theoretical Computer Science 255
(2001),
295-321
[
doi> BIBTEX
]
[Apolloni et al., 1997] B. Apolloni, D. Malchiodi
and
J. G. Taylor, Functional bootstrap: a hardware constrained implementation of on-line bootstrap,
InterStat October
(1997)
[
on-line access BIBTEX
]
Papers in international conference proceedings
[Apolloni et al., 2007c] B. Apolloni, D. Malchiodi and L. Natali, A Modified SVM Classification Algorithm for Data of Variable Quality, in B. Apolloni, R. Howlett and L. Jain (Eds.), Knowledge-Based Intelligent Information and Engineering Systems 11th International Conference, KES 2007, XVII Italian Workshop on Neural Networks, Vietri sul Mare, Italy, September 12-14, 2007. Proceedings, Part III, Berlin Heidelberg: Springer-Verlag, Lecture Notes in Artificial Intelligence 4694 (ISBN 978-3-540-74828-1), 131-139, 2007 [ doi> on-line access BIBTEX ]
[Apolloni et al., 2007d] B. Apolloni, S. Bassis and D. Malchiodi, SVM with Random Labels, in B. Apolloni, R. Howlett and L. Jain (Eds.), Knowledge-Based Intelligent Information and Engineering Systems 11th International Conference, KES 2007, XVII Italian Workshop on Neural Networks, Vietri sul Mare, Italy, September 12-14, 2007. Proceedings, Part III, Berlin Heidelberg: Springer-Verlag, Lecture Notes in Artificial Intelligence 4694 (ISBN 978-3-540-74828-1), 184-193, 2007 [ doi> on-line access BIBTEX ]
[Apolloni and Malchiodi, 2006a] B. Apolloni and D. Malchiodi, Embedding sample points relevance in SVM linear classification, in V. Torra, Y. Narukawa, A. Valls and J. Domingo-Ferrer (Eds.), MDAI 2006 - Proceedings of 3rd International Conference on Modeling Decisions for Artificial Intelligence, Tarragona: Universitat Rovira I Virgili (ISBN 8400-08416-0), 2006 [ BIBTEX ]
[Apolloni et al., 2006e] B. Apolloni, S. Bassis, D. Malchiodi and W. Pedrycz, Interpolating Support Information Granules, in S. Kollias, A. Stafylopatis, W. Duch and E. Oja (Eds.), Artificial Neural Networks - ICANN 2006 - 16th International Conference, Athens, Greece, September 10-14, 2006, Proceedings, Part II, Berlin/Heidelberg: Springer, Lecture Notes in Computer Science 4132 (ISBN 978-3-540-38871-5), 270-281, 2006 [ doi> on-line access BIBTEX ]
[Malchiodi, 2006] D. Malchiodi, Implementing an XML-RPC client in Mathematica, in B. Autin and Y. Papegay (Eds.), eProceedings of the 8th International Mathematica Symposium, Rocquencourt, France: INRIA (ISBN 2-7261-1289-7), 2006 [ BIBTEX ]
[Apolloni et al., 2005] B. Apolloni, A. Brega
and
D. Malchiodi, BICA: a Boolean Independent Component Analysis Algorithm, in
N. Nedjah, L. Mourelle, M. B. R. Vellasco, A. Abraham
and
M. Köppen
(Eds.),
Proceedings of HIS 2005: Fifth International Conference on Hybrid Intelligent Systems,
IEEE Computer Society (ISBN 0-7695-2457-5),
131-136,
2005
[
doi> BIBTEX
]
[Apolloni et al., 2005a] B. Apolloni, S. Bassis, S. Gaito and D. Malchiodi, Tight Bounds for SVM Classification Error, in M. Zhao and Z. Shi (Eds.), Proceedings - 2005 International Conference on Neural Network & Brain (ICNN&B'05), IEEE Press (ISBN 0-7803-9422-4), 5-8, 2005 [ on-line access BIBTEX ]
[Apolloni et al., 2005f] B. Apolloni, S. Bassis, S. Gaito and D. Malchiodi, Appreciation of medical treatments through confidence intervals, in E. Biganzoli, P. Boracchi, P. Duca and E. Ifeachor (Eds.), Proceedings of the 1t European Workshop on the Assessment of Diagnostic Performance, RCE Edizioni (ISBN 88-8399-084-6), 165-174, 2005 [ BIBTEX ]
[Apolloni et al., 2004a] B. Apolloni, A. Brega, D. Malchiodi and C. Mesiano, Detecting Driving Awareness, in J. Boulicaut, F. Esposito, F. Giannotti and D. Pedreschi (Eds.), Knowledge Discovery in Databases - PKDD 2004. 8th European Conference on Principles and Practice of Knowledge Discovery in Databases, Pisa, Italy, September 20-24, 2004. Proceedings, Berlin, Heidelberg: Springer, Lecture Notes in Artificial Intelligence 3202 (ISBN 3-540-23108-0), 528-530, 2004, demonstrating paper [ doi> online-access BIBTEX ]
[Apolloni et al., 2004b] B. Apolloni, D. Malchiodi and C. Mesiano, An Attention Monitoring System for High Demanding Operational Tasks, in Proceedings of the 2004 IEEE International Conference on Computational Intelligence for Homeland Security and Personal Safety, IEEE Press (ISBN 0-7803-8381-8), 23-29, 2004, invited paper [ doi> BIBTEX ]
[Apolloni et al., 2003] B. Apolloni, A. Brega, D. Malchiodi, G. Palmas and A. M. Zanaboni, Learning rule representations from boolean data, in O. Kaynak, E. Alpaydin, E. Oja and L. Xu (Eds.), Artificial Neural Networks and Neural Information Processing - ICANN/ICONIP 2003, Joint International Conference ICANN/ICONIP 2003, Istanbul, Turkey, June 26-29, 2003, Proceedings, Springer, Lecture Notes in Computer Science 2714, 875-882, 2003 [ doi> on-line access BIBTEX ]
[Apolloni et al., 2003a] B. Apolloni, S. Bassis, A. Brega, S. Gaito, D. Malchiodi and A. M. Zanaboni, A man-machine human interface for a special device of the pervasive computing world, in A. Kameas and N. Streitz (Eds.), Proceedings of DC Tales: Tales of the Disappearing Computer, Santorini Greece, June 1-4, 2003, CTI Press (ISBN 960-406-461-4), 263-267, 2003 [ BIBTEX ]
[Apolloni et al., 2003b] B. Apolloni, A. Brega, D. Malchiodi, N. Valcamonica and A. M. Zanaboni, A symbolic description of the awareness state in car driving, in A. Kameas and N. Streitz (Eds.), Proceedings of DC Tales: Tales of the Disappearing Computer, Santorini Greece, June 1-4, 2003, CTI Press (ISBN 960-406-461-4), 93-96, 2003 [ BIBTEX ]
[Kasderidis et al., 2003] S. Kasderidis, J. G. Taylor, N. Tsapatoulis and D. Malchiodi, Driving Attention to the Dangerous, in O. Kaynak, E. Alpaydin and E. Oja (Eds.), Artificial Neural Networks and Neural Information Processing - ICANN/ICONIP 2003, Joint International Conference ICANN/ICONIP 2003, Istanbul, Turkey, June 26-29, 2003, Proceedings, Springer, Lecture Notes in Computer Science 2714, 909-916, 2003 [ on-line access BIBTEX ]
[Apolloni and Malchiodi, 2002a] B. Apolloni and D. Malchiodi, Narrowing confidence interval witdh of PAC learning risk function by algorithmic inference, in On-line proceedings of the 7th International Symposium on Artificial Intelligence and Mathematics (Fort Lauderdale, USA, January 2-4 2002), 2002 [ on-line access BIBTEX ]
[Apolloni et al., 2002b] B. Apolloni, D. Malchiodi, C. Orovas and A. M. Zanaboni, Fuzzy Methods for Simplifying a Boolean Formula Inferred from Examples, in L. Wang, S. Halgamuge and X. Yao (Eds.), FSDK'02, Proceedings of the 1st International Conference on Fuzzy Systems and Knowledge Discovery: Computational Intelligence for the E-Age, November 18-22, 2002, Orchid Country Club, Singapore, Vol. 2, (ISBN 981-04-7520-9), 554-558, 2002, extended version in [Apolloni et al., 2005g] [ BIBTEX ]
[Apolloni et al., 2002c] B. Apolloni, S. Bassis, D. Malchiodi and S. Gaito, Cooperative games in a stochastic environment, in E. Damiani, R. Howlett, L. Jain and N. Ichalkaranje (Eds.), Knowledge-Based Intelligent Information Engineering Systems and Allied Technologies - KES 2002 (Proceedings of KES'2002: Sixth Internatinal Conference on Knowledge-Based Intelligent Information & Engineering Systems, Crema, Italy, September 18-19, 2002, , Vol. 82, Amsterdam: IOS Press/Ohmsha, Frontiers in Artificial Intelligence and Applications (ISBN 1-58603-280-1), 296-300, 2002 [ BIBTEX ]
[Apolloni and Malchiodi, 2001a] B. Apolloni and D. Malchiodi, Twisting statistics with properties, in A. Morazevich, V. Levashenko, E. Zaitseva and N. Ichalkaranje (Eds.), Proceedings of ICINASTe 2001: Internatinal Conference on Information, Networks and System Technlogies (Minsk, Belarus, October 2-4, 2001), Minsk: BSEU (ISBN 985-426-692-3), 48-56, 2001 [ BIBTEX ]
[Apolloni et al., 2000] B. Apolloni, D. Malchiodi, C. Orovas and G. Palmas, From synapses to rules, in Workshop notes of ECAI 2000: European Conference on Artificial Intelligence - Workshop of connectionist-symbolic integration: representation, paradigm and algorithms (Berlin, Germany, 2000), 2000 [ BIBTEX ]
Papers in national conference proceedings
[Malchiodi et al., 2010] D. Malchiodi, M. Re and G. Valentini, Uso di Mathematica per la classificazione di dati di qualità variabile, in Mathematica Italia User Group Meeting - Atti del Convegno 2010, Adalta (ISBN 978-88-96810-00-2), 2010 [ BIBTEX ]
[Bulgheroni and Malchiodi, 2009] M. Bulgheroni and D. Malchiodi, Mathematica per l'introduzione dei rudimenti della programmazione nelle scuole superiori, in Atti del Mathematica Italia User Group Meeting, Adalta, 2009 [ BIBTEX ]
[Malchiodi et al., 2009a] D. Malchiodi, S. Bassis and L. Valerio, svMathematica: implementazione in Mathematica di algoritmi di machine learning basati su vettori di supporto, in Atti del Mathematica Italia User Group Meeting, Adalta, 2009 [ BIBTEX ]
[Malchiodi et al., 2009c] D. Malchiodi, S. Bassis and L. Valerio, Discovering regression data quality through clustering methods, in B. Apolloni, M. Marinaro and S. Bassis (Eds.), New Directions in Neural Networks, 18th Italian Workshop on Neural Networks: WIRN 2008, 22-24 May 2008, Vietri sul Mare, IOS Press, FAIA-KBIES vol. 193 (ISBN 0922-6389), 76-85, 2009 [ BIBTEX ]
[Malchiodi, 2008a] D. Malchiodi, The head fake, ovvero insegnando è concesso imbrogliare, in Atti del Mathematica Italia User Group Meeting, Adalta, 2008 [ BIBTEX ]
[Apolloni et al., 2005b] B. Apolloni, D. Iannizzi, D. Malchiodi and W. Pedrycz, Granular Regression, in B. Apolloni, M. Marinaro, G. Nicosia and R. Tagliaferri (Eds.), Neural Nets. 16th Italian Workshop on Neural Nets, WIRN 2005 and International Workshop on Natural and Artificial Immune Systems, NAIS 2005. Vietri sul Mare, Italy, June 2005, Springer, Lecture Notes in Computer Science 3931 (ISBN 3-540-33183-2), 2005 [ doi> on-line access BIBTEX ]
[Apolloni et al., 2005c] B. Apolloni, A. Clivio, S. Bassis, S. Gaito and D. Malchiodi, An Evolution Hypothesis of Bacterial Populations, in B. Apolloni, M. Marinaro, G. Nicosia and R. Tagliaferri (Eds.), Neural Nets. 16th Italian Workshop on Neural Nets, WIRN 2005 and International Workshop on Natural and Artificial Immune Systems, NAIS 2005. Vietri sul Mare, Italy, June 2005, Springer, Lecture Notes in Computer Science 3931 (ISBN 3-540-33183-2), 214-230, 2005 [ doi> online-access BIBTEX ]
[Apolloni et al., 2005d] B. Apolloni, S. Bassis, S. Gaito, D. Malchiodi and A. Minora, Computing confidence intervals for the risk ofa SVM classifier through algorithmic inference, in B. Apolloni, M. Marinaro and R. Tagliaferri (Eds.), Biological and Artificial Intelligence Environments, Springer, 225-234, 2005 [ online-access BIBTEX ]
[Apolloni et al., 2005e] B. Apolloni, S. Bassis, S. Gaito, D. Iannizzi and D. Malchiodi, Learning continuous functions through a new linear regression method, in B. Apolloni, M. Marinaro and R. Tagliaferri (Eds.), Biological and Artificial Intelligence Environments, Springer, 235-243, 2005 [ online-access BIBTEX ]
[Apolloni et al., 2003c] B. Apolloni, S. Bassis, A. Brega, S. Gaito, D. Malchiodi, . and A. M. Zanaboni, Monitoring of car drivng awareness from biosignals, in B. Apolloni, M. Marinaro and R. Tagliaferri (Eds.), Neural Nets: 14th Italian Workshop on Neural Nets, WIRN VIETRI 2003, Vietri sul Mare, Italy, June 4-7, 2003, Springer, Lecture Notes in Computer Science 2859 (ISBN 3-540-20227-7), 269-277, 2003 [ doi> on-line access BIBTEX ]
[Apolloni et al., 2003d] B. Apolloni, S. Bassis, S. Gaito and D. Malchiodi, Cooperative games in a stochastic environment, in B. Apolloni, M. Marinaro and R. Tagliaferri (Eds.), Neural Nets: 14th Italian Workshop on Neural Nets, WIRN VIETRI 2003, Vietri sul Mare, Italy, June 4-7, 2003, Springer, Lecture Notes in Computer Science 2859 (ISBN 3-540-20227-7), 25-34, 2003 [ doi> on-line access BIBTEX ]
[Apolloni et al., 2002d] B. Apolloni, D. Malchiodi, S. Gaito and A. M. Zanaboni, Twisting features with properties, in M. Marinaro and R. Tagliaferri (Eds.), Neural Nets WIRN Vietri-01: Proceedings of the 12th Italian Workshop on Neural Nets, Vietri sul Mare, Salerno, Italy, 17-19 May, 2001, Springer, Perspectives in Neural Computing (ISBN 1-85233-505-X), 301-312, 2002 [ BIBTEX ]
Book chapters
[Apolloni et al., 2005g] B. Apolloni, A. Brega, D. Malchiodi, C. Orovas and A. M. Zanaboni, A Fuzzy Method for Learning Simple Boolean Formulas from Examples, in S. Halgamuge and L. Wang (Eds.), Computational Intelligence for Modelling and Prediction, Chapter 26, Springer, Studies in Computational Intelligence, Vol. 2 (ISBN 3-540-26071-4), 367-382, 2005, extended version of [Apolloni et al., 2002b] [ doi> BIBTEX ]
[Apolloni et al., 2002e] B. Apolloni, S. Bassis, S. Gaito and D. Malchiodi, Statistical bases for learning, in B. Apolloni and F. Kurfess (Eds.), From synapses to rules. Discovering symbolic rules from neural processed data, Chapter 1, New York: Kluwer Academic/Plenum Publishers (ISBN 0-306-47402), 5-40, 2002 [ BIBTEX ]
[Apolloni et al., 2002f] B. Apolloni, S. Gaito, D. Iannizzi and D. Malchiodi, Learning regression functions, in B. Apolloni and F. Kurfess (Eds.), From synapses to rules. Discovering symbolic rules from neural processed data, Chapter 3, New York: Kluwer Academic/Plenum Publishers (ISBN 0-306-47402), 61-73, 2002 [ BIBTEX ]
[Apolloni et al., 2002g] B. Apolloni, S. Bassis, S. Gaito and D. Malchiodi, Cooperative games in a stochastic environment, in B. Apolloni and F. Kurfess (Eds.), From synapses to rules. Discovering symbolic rules from neural processed data, Chapter 4, New York: Kluwer Academic/Plenum Publishers (ISBN 0-306-47402), 75-86, 2002 [ BIBTEX ]
[Apolloni et al., 2002h] B. Apolloni, D. Malchiodi, C. Orovas and A. M. Zanaboni, Fuzzy methods for simplifying a Boolean formula inferred from examples, in B. Apolloni and F. Kurfess (Eds.), From synapses to rules. Discovering symbolic rules from neural processed data, Chapter 7, New York: Kluwer Academic/Plenum Publishers (ISBN 0-306-47402), 117-128, 2002 [ BIBTEX ]
[Apolloni et al., 2002i] B. Apolloni, S. Gaito and D. Malchiodi, Learning and checking confidence regions for the hazard function of biomedical data, in B. Apolloni and F. Kurfess (Eds.), From synapses to rules. Discovering symbolic rules from neural processed data, Chapter 13, New York: Kluwer Academic/Plenum Publishers (ISBN 0-306-47402), 251-260, 2002 [ BIBTEX ]
Theses
[Malchiodi, 2000] D. Malchiodi, Algorithmic approach to the statistical inference of non-Boolean function classes, Università degli Studi di Milano, 2000, PhD thesis in Computational Mathematics and Operations Research [ BIBTEX ]
[Malchiodi, 1996] D. Malchiodi, Algoritmi di apprendimento per reti neurali non standard, Università degli Studi di Milano, 1996, MSc thesis in Computer Science (in Italian) [ BIBTEX ]
Software
[Malchiodi, 2010a] D. Malchiodi, yaplf: yet another python learning framework, python library, 2010 [ BIBTEX ]
[Malchiodi et al., 2009b] D. Malchiodi, S. Bassis and L. Valerio, svMathematica: a Mathematica package for SV classification and regression, Wolfram Mathematica library, 2009 [ BIBTEX ]
[Malchiodi, 2006a] D. Malchiodi, The Mathematica neosAPI package, Wolfram Mathematica library, 2006 [ BIBTEX ]
[Malchiodi, 2006b] D. Malchiodi, xmlRpc: remotely executing code within Mathematica, Wolfram Mathematica library, 2006 [ BIBTEX ]
[Malchiodi, 2006c] D. Malchiodi, A Mathematica bae64 package, Wolfram Mathematica library, 2006 [ BIBTEX ]
