Journal Papers
15) P. Gastaldo, R. Zunino, E. Cambria, S. Decherchi, “Combining ELM with random projections”, IEEE Intelligent Systems 28(5), pp. 18-20, 2013
14) D. D'Agostino, A. Clematis, S. Decherchi, W. Rocchia, L. Milanesi, I. Merelli, “CUDA accelerated molecular surface generation”, Concurrency and Computation: Practice and Experience, DOI: 10.1002/cpe.3120, 2013
13) S. Decherchi and W. Rocchia: “A general and robust Ray-Casting based algorithm for Triangulating surfaces at the nanoscale”, PLoS One. 2013;8(4):e59744. doi: 10.1371/journal.pone.0059744. Epub 2013 Apr 5.
12) S. Decherchi, J. Colmenares, C. E. Catalano, M. Spagnuolo, E. Alexov and W. Rocchia: " Between Algorithm and Model: Different Molecular Surface Definitions for the Poisson-Boltzmann Based Electrostatic Characterization of Biomolecules in Solution", Commun. Comput. Phys., 13(1), pp. 61-89, 2013.
11) S. Decherchi, P. Gastaldo, A. Leoncini, R. Zunino: " Efficient Digital Implementation of Extreme Learning Machines for Classification", IEEE Circuit and Systems II, 59(8), 2012.
10) S. Decherchi, P. Gastaldo, R. Zunino, E. Cambria, J. Redi: " Circular-ELM for the reduced-reference assessment of perceived image quality", Neurocomputing, accepted, 2012.
9) S. Decherchi, M. Parodi, S. Ridella: " Learning the mean: A neural network approach", Neurocomputing 77(1): pp. 129-143, 2012.
8) S. Decherchi, P. Gastaldo, R.S. Dahiya, M. Valle, R. Zunino: "Tactile-Data Classification of Contact Materials Using Computational Intelligence", IEEE Transactions on Robotics, 2011.
7) S. Decherchi, P.Gastaldo, R. Zunino "Efficient Approximate Regularized Least Squares by Toeplitz Matrix ", Pattern Recognition Letters, Elsevier, 2010.
6) S. Decherchi, P.Gastaldo, F. Sangiacomo, A. Leoncini, R. Zunino "Operative Assessment of Predicted Generalization Errors on Non-Stationary Distributions in Data-Intensive Applications ", Intelligent Data Analysis, IOS Press, 2010.
5) S. Decherchi, S.Tacconi, J.Redi, F. Sangiacomo, A. Leoncini, R. Zunino "Text Clustering for Digital Forensics Analysis ", Journal of Information Assurance and Security, Special Issue CISIS 2009, 2010.
4) D. Leoncini, S. Decherchi,O.Faggioni P. Gastaldo, M. Soldani, R. Zunino "Linear SVM for Underwater Magnetic Signals Based Port Protection", Journal of Information Assurance and Security, Special Issue CISIS 2009, 2010.
3) S. Decherchi, S. Ridella, P. Gastaldo, D. Anguita, R. Zunino "Using Unsupervised Analysis to Constrain Generalization Bounds for Support Vector Classifiers", IEEE Transactions on Neural Networks, 2010.
2) S. Decherchi, P. Gastaldo, J. Redi, R. Zunino "A Text Clustering Framework for Information Retrieval", Journal of Information Assurance and Security, Special Issue CISIS 2008, 2009.
1) S. Decherchi, P. Gastaldo, M. Parodi, R. Zunino "Low Complexity Linear Circuit Implementation of Support Vector Machine Training", Electronics Letters, 2008.
Conference papers
15) J. Colmenares, J. Ortiz, S. Decherchi, A. Fijany, W. Rocchia, “Solving the Linearized Poisson-Boltzmann Equation on GPUs Using CUDA”, Parallel, Distributed and Network-Based Processing (PDP), 2013 21st Euromicro International Conference, pp 420 - 426
14) D. D'Agostino, S. Decherchi, A. Galizia, J. Colmenares, A. Quarati, W. Rocchia, A. Clematis: "CUDA Accelerated Blobby Molecular Surface Generation", PPAM 2011: pp. 347-356. 2013
13) S. Decherchi, D. Leoncini, P. Gastaldo, R. Zunino, O. Faggioni, M. Soldani: "Computational Intelligence Methods for Underwater Magnetic-based Protection Systems", IJCNN 2011, San Jose, USA, July 2011.
12) A. Leoncini, F. Sangiacomo, S. Decherchi, P. Gastaldo and R. Zunino: "Semantic Oriented Clustering of Documents". ISNN (3) 2011: 523-529.
11) F. Sangiacomo, A. Leoncini, S. Decherchi, P. Gastaldo, R. Zunino. "SeaLab Advanced Information Retrieval", ICSC 2010, Pittsburgh.
10) S. Decherchi, M. Parodi, S.Ridella. " A Neural Model Approach for Regularization in the Mean Estimation Case", IJCNN 2010, Barcellona.
9) D. Leoncini, S. Decherchi, O. Faggioni, P. Gastaldo, M. Soldani and R. Zunino. "A Preliminary Study on SVM based Analysis of Underwater Magnetic Signals For Port Protection", CISIS 2009, Burgos.
8) S. Decherchi, S. Tacconi, J. Redi, A.Leoncini, F. Sangiacomo and R. Zunino "Text Clustering for Digital Forensics Analysis", CISIS 2009, Burgos.
7) S. Decherchi, P. Gastaldo, M. Parodi. and R. Zunino "Circuit implementation of SVM training" IJCNN 2009, Atlanta.
6) S. Decherchi, J. Redi, P. Gastaldo and R. Zunino "Maximal Discrepancy Bounds for Regularized Classifiers" IJCNN 2009, Atlanta.
5) S. Decherchi, P. Gastaldo, S. Ridella, R. Zunino "Explicit Overall Risk Minimization Transductive Bound" ICNPAA 2008, Genoa.
4) S. Decherchi, P. Gastaldo, J. Redi, R. Zunino "Hypermetric k-Means Clustering for Content-based Document Management" CISIS 2008, Genoa.
3) S. Decherchi, P. Gastaldo, J. Redi, R. Zunino "Non-Stationary Data Mining: the Network Security Issue" ICANN 2008, Prague.
2) P. Gastaldo, G. Parodi, S. Decherchi and R. Zunino "Efficient Implemention of SVM Training on Embedded Electronic Systems" WILF 2007, Genoa.
1) S. Decherchi, G. Parodi, P. Gastaldo and R. Zunino "Embedded Electronics System for Training Support Vector Machine" IJCNN 2006, Vancouver.
Book Chapters
1) S. Decherchi, P. Gastaldo, R. Zunino "K-Means clustering for Content Based Document Management in Intelligence", in "Advances In Artificial Intelligence for Privacy Protection and Security", Editors: Augusti Solanas and Antoni Martinez Bellesté, World Scientific Publishing, 2009.
Thesis, articles, and technical reports
"On the structure of the hypothesis space, model selection and applications of Statistical Learning Theory ", PhD Thesis (2010)
"Number theory and analytical aspects in the factorization of big numbers " Master Thesis (2007), in Italian.
Electronic Engeneering (CL3) thesis (2005)
Strutture dati in Java (2005)
Introduzione a J2ME (2005)
Calcolo parallelo (2004)
Il futuro dei processori (2004)
Novità in casa Intel (2004)