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Alessandro Sperduti Vis

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*2009
75 Francesco Masulli, Alessio Micheli, Alessandro Sperduti: Computational Intelligence and Bioengineering - Essays in Memory of Antonina Starita IOS Press 2009
74EEFabio Aiolli, Michele De Filippo, Alessandro Sperduti: Application of the preference learning model to a human resources selection task. CIDM 2009: 203-210
73EERiccardo Cardin, Lisa Michielan, Stefano Moro, Alessandro Sperduti: PCA-Based Representations of Graphs for Prediction in QSAR Studies. ICANN (2) 2009: 105-114
72EEFabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti: Route kernels for trees. ICML 2009: 3
71EEMarkus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi: Graph self-organizing maps for cyclic and unbounded graphs. Neurocomputing 72(7-9): 1419-1430 (2009)
2008
70EEMarkus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi: Self-Organizing Maps for cyclic and unbounded graphs. ESANN 2008: 203-208
69EEFabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti: A Kernel Method for the Optimization of the Margin Distribution. ICANN (1) 2008: 305-314
68EEShuJia Zhang, Markus Hagenbuchner, Ah Chung Tsoi, Alessandro Sperduti: Self Organizing Maps for the Clustering of Large Sets of Labeled Graphs. INEX 2008: 469-481
2007
67EEFabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Alessandro Moschitti: Efficient Kernel-based Learning for Trees. CIDM 2007: 308-315
66EEAlessandro Sperduti: Efficient Computation of Recursive Principal Component Analysis for Structured Input. ECML 2007: 335-346
65EEFabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Markus Hagenbuchner: "Kernelized" Self-Organizing Maps for Structured Data. ESANN 2007: 19-24
64EEAlessio Micheli, Alessandro Sperduti: Recursive Principal Component Analysis of Graphs. ICANN (2) 2007: 826-835
63EEFabio Aiolli, Fabrizio Sebastiani, Alessandro Sperduti: Preference Learning for Category-Ranking based Interactive Text Categorization. IJCNN 2007: 2034-2039
62EEMarkus Hagenbuchner, Ah Chung Tsoi, Alessandro Sperduti, Milly Kc: Efficient Clustering of Structured Documents Using Graph Self-Organizing Maps. INEX 2007: 207-221
61EEBarbara Hammer, Alessio Micheli, Alessandro Sperduti: A general framework for unsupervised preocessing of structured data. Probabilistic, Logical and Relational Learning - A Further Synthesis 2007
60EEBarbara Hammer, Alessio Micheli, Alessandro Sperduti: Adaptive Contextual Processing of Structured Data by Recursive Neural Networks: A Survey of Computational Properties. Perspectives of Neural-Symbolic Integration 2007: 67-94
59EELina Khatib, Paul H. Morris, Robert Morris, Francesca Rossi, Alessandro Sperduti, Kristen Brent Venable: Solving and learning a tractable class of soft temporal constraints: Theoretical and experimental results. AI Commun. 20(3): 181-209 (2007)
2006
58EEAh Chung Tsoi, Markus Hagenbuchner, Alessandro Sperduti: Self-organising Map Techniques for Graph Data Applications to Clustering of XML Documents. ADMA 2006: 19-30
57EEJochen J. Steil, Risto Koiva, Alessandro Sperduti: Unsupervised clustering of continuous trajectories of kinematic trees with SOM-SD. ESANN 2006: 1-6
56EEAlessandro Sperduti: Exact Solutions for Recursive Principal Components Analysis of Sequences and Trees. ICANN (1) 2006: 349-356
55EEFabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Alessandro Moschitti: Fast On-line Kernel Learning for Trees. ICDM 2006: 787-791
54EEFrancesca Trentini, Markus Hagenbuchner, Alessandro Sperduti, Franco Scarselli: A Self-Organising Map Approach for Clustering of XML Documents. IJCNN 2006: 1805-1812
53EEMilly Kc, Markus Hagenbuchner, Ah Chung Tsoi, Franco Scarselli, Alessandro Sperduti, Marco Gori: XML Document Mining Using Contextual Self-organizing Maps for Structures. INEX 2006: 510-524
52 Paolo Frasconi, Alessandro Sperduti, Antonina Starita: Kernel Machines, Neural Networks, and Graphical Models. Intelligenza Artificiale 3(1-2): 72-78 (2006)
2005
51EEMarkus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi: Contextual Processing of Graphs using Self-Organizing Maps. ESANN 2005: 399-404
50EEMarkus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi, Francesca Trentini, Franco Scarselli, Marco Gori: Clustering XML Documents Using Self-organizing Maps for Structures. INEX 2005: 481-496
49EEFabio Aiolli, Alessandro Sperduti: Multiclass Classification with Multi-Prototype Support Vector Machines. Journal of Machine Learning Research 6: 817-850 (2005)
48EEBarbara Hammer, Alessio Micheli, Alessandro Sperduti: Universal Approximation Capability of Cascade Correlation for Structures. Neural Computation 17(5): 1109-1159 (2005)
47EEBarbara Hammer, Craig Saunders, Alessandro Sperduti: Special issue on neural networks and kernel methods for structured domains. Neural Networks 18(8): 1015-1018 (2005)
46EEMarco Gori, Alessandro Sperduti: The loading problem for recursive neural networks. Neural Networks 18(8): 1064-1079 (2005)
45EEAlessio Micheli, Filippo Portera, Alessandro Sperduti: A preliminary empirical comparison of recursive neural networks and tree kernel methods on regression tasks for tree structured domains. Neurocomputing 64: 73-92 (2005)
2004
44 Filippo Portera, Alessandro Sperduti: A Generalized Quadratic Loss for Support Vector Machines. ECAI 2004: 628-634
43EEAlessio Micheli, Filippo Portera, Alessandro Sperduti: A preliminary experimental comparison of recursive neural networks and a tree kernel method for QSAR/QSPR regression tasks. ESANN 2004: 293-298
42EEFabio Aiolli, Alessandro Sperduti: Learning Preferences for Multiclass Problems. NIPS 2004
41EEFrancesca Rossi, Alessandro Sperduti: Acquiring Both Constraint and Solution Preferences in Interactive Constraint Systems. Constraints 9(4): 311-332 (2004)
40EEBarbara Hammer, Alessio Micheli, Alessandro Sperduti, Marc Strickert: Recursive self-organizing network models. Neural Networks 17(8-9): 1061-1085 (2004)
39EEBarbara Hammer, Alessio Micheli, Alessandro Sperduti, Marc Strickert: A general framework for unsupervised processing of structured data. Neurocomputing 57: 3-35 (2004)
2003
38EEPio Nardiello, Fabrizio Sebastiani, Alessandro Sperduti: Discretizing Continuous Attributes in AdaBoost for Text Categorization. ECIR 2003: 320-334
37EEAlessio Micheli, Diego Sona, Alessandro Sperduti: Formal Determination of Context in Contextual Recursive Cascade Correlation Networks. ICANN 2003: 173-180
36 Fabio Aiolli, Alessandro Sperduti: Multi-prototype Support Vector Machine. IJCAI 2003: 541-546
35EEAlessio Micheli, Filippo Portera, Alessandro Sperduti: QSAR/QSPR Studies by Kernel Machines, Recursive Neural Networks and Their Integration. WIRN 2003: 308-315
2002
34EEFrancesca Rossi, Alessandro Sperduti, Kristen Brent Venable, Lina Khatib, Paul H. Morris, Robert A. Morris: Learning and Solving Soft Temporal Constraints: An Experimental Study. CP 2002: 249-263
33 Barbara Hammer, Alessio Micheli, Alessandro Sperduti: A general framework for unsupervised processing of structured data. ESANN 2002: 389-394
32EEAlessandro Sperduti: On Linear Separability of Sequences and Structures. ICANN 2002: 601-606
31EEFabio Aiolli, Alessandro Sperduti: A re-weighting strategy for improving margins. Artif. Intell. 137(1-2): 197-216 (2002)
30EENicola Giusti, Francesco Masulli, Alessandro Sperduti: Theoretical and Experimental Analysis of a Two-Stage System for Classification. IEEE Trans. Pattern Anal. Mach. Intell. 24(7): 893-904 (2002)
2001
29EEAlessandro Sperduti: Neural Networks for Adaptive Processing of Structured Data. ICANN 2001: 5-12
28 Fabio Aiolli, Alessandro Sperduti: A Simple Additive Re-weighting Strategy for Improving Margins. IJCAI 2001: 927-934
27EEDiego Sona, Alessandro Sperduti: On the Need for a Neural Abstract Machine. Sequence Learning 2001: 135-161
26EEFrancesca Rossi, Alessandro Sperduti, Lina Khatib, Paul H. Morris, Robert A. Morris: Learning preferences on temporal constraints: a preliminary report. TIME 2001: 63-68
25EEPaolo Frasconi, Marco Gori, Alessandro Sperduti: Guest Editors' Introduction: Special Section on Connectionist Models for Learning in Structured Domains. IEEE Trans. Knowl. Data Eng. 13(2): 145-147 (2001)
24EEAlessio Micheli, Alessandro Sperduti, Antonina Starita, Anna Maria Bianucci: Analysis of the Internal Representations Developed by Neural Networks for Structures Applied to Quantitative Structure-Activity Relationship Studies of Benzodiazepines. Journal of Chemical Information and Computer Sciences 41(2): 202-218 (2001)
2000
23EEFabrizio Sebastiani, Alessandro Sperduti, Nicola Valdambrini: An Improved Boosting Algorithm and its Application to Text Categorization. CIKM 2000: 78-85
22 Marco Gori, Paolo Frasconi, Alessandro Sperduti: Learning Efficiently with Neural Networks: A Theoretical Comparison between Structured and Flat Representations. ECAI 2000: 301-305
21EEAlessio Micheli, Diego Sona, Alessandro Sperduti: Bi-Causal Recurrent Cascade Correlation. IJCNN (3) 2000: 3-8
20 Alessandro Biso, Francesca Rossi, Alessandro Sperduti: Experimental Results on Learning Soft Constraints. KR 2000: 435-444
19 Anna Maria Bianucci, Alessio Micheli, Alessandro Sperduti, Antonina Starita: Application of Cascade Correlation Networks for Structures to Chemistry. Appl. Intell. 12(1-2): 115-145 (2000)
18 Diego Sona, Alessandro Sperduti, Antonina Starita: Discriminant Pattern Recognition Using Transformation-Invariant Neurons. Neural Computation 12(6): 1355-1370 (2000)
1999
17EESerena La Manna, Anna Maria Colla, Alessandro Sperduti: Optical Font Recognition for Multi-Font OCR and Document Processing. DEXA Workshop 1999: 549-553
16EEMarco Gori, Andreas Küchler, Alessandro Sperduti: On the implementation of frontier-to-root tree automata in recursive neural networks. IEEE Transactions on Neural Networks 10(6): 1305-1314 (1999)
1998
15EEAlessandro Biso, Francesca Rossi, Alessandro Sperduti: Some Experiments on Learning Soft Constraints. CP 1998: 464
14 Paolo Frasconi, Marco Gori, Alessandro Sperduti: Integration of Graphical Rules with Adaptive Learning of Structured Information. Hybrid Neural Systems 1998: 211-225
13EEPaolo Frasconi, Marco Gori, Alessandro Sperduti: A general framework for adaptive processing of data structures. IEEE Transactions on Neural Networks 9(5): 768-786 (1998)
12 Francesca Rossi, Alessandro Sperduti: Learning solution preferences in constraint problems. J. Exp. Theor. Artif. Intell. 10(1): 103-116 (1998)
1997
11 Enrico Francesconi, Paolo Frasconi, Marco Gori, Simone Marinai, Jianqing Sheng, Giovanni Soda, Alessandro Sperduti: Logo Recognition by Recursive Neural Networks. GREC 1997: 104-117
10 Paolo Frasconi, Marco Gori, Alessandro Sperduti: On the Efficient Classification of Data Structures by Neural Networks. IJCAI 1997: 1066-1071
9EEAlessandro Sperduti: Neural Networks for Processing Data Structures. Summer School on Neural Networks 1997: 121-144
8EEAlessandro Sperduti: On the Computational Power of Recurrent Neural Networks for Structures. Neural Networks 10(3): 395-400 (1997)
1996
7EEDiego Sona, Alessandro Sperduti, Antonina Starita: A Constructive Learning Algorithm for Discriminant Tangent Models. NIPS 1996: 786-792
6 Alessandro Sperduti, Darya Majidi, Antonina Starita: Extended Cascade-Correlation for Syntactic and Structural Pattern Recognition. SSPR 1996: 90-99
1995
5 Alessandro Sperduti, Antonina Starita, Christoph Goller: Learning Distributed Representations for the Classification of Terms. IJCAI 1995: 509-517
4EEAlessandro Sperduti: Book Review: "Neural Network in Computer Intelligence", by LiMin Fu. Int. J. Neural Syst. 6(4): 473-474 (1995)
1994
3EEAlessandro Sperduti, David G. Stork: A Rapid Graph-based Method for Arbitrary Transformation-Invariant Pattern Classification. NIPS 1994: 665-672
1993
2EEAlessandro Sperduti: Encoding Labeled Graphs by Labeling RAAM. NIPS 1993: 1125-1132
1EEAlessandro Sperduti, Antonina Starita: Speed up learning and network optimization with extended back propagation. Neural Networks 6(3): 365-383 (1993)

Coauthor Index

1Fabio Aiolli [28] [31] [36] [42] [49] [55] [63] [65] [67] [69] [72] [74]
2Anna Maria Bianucci [19] [24]
3Alessandro Biso [15] [20]
4Riccardo Cardin [73]
5Anna Maria Colla [17]
6Michele De Filippo [74]
7Enrico Francesconi [11]
8Paolo Frasconi [10] [11] [13] [14] [22] [25] [52]
9Nicola Giusti [30]
10Christoph Goller [5]
11Marco Gori [10] [11] [13] [14] [16] [22] [25] [46] [50] [53]
12Markus Hagenbuchner [50] [51] [53] [54] [58] [62] [65] [68] [70] [71]
13Barbara Hammer [33] [39] [40] [47] [48] [60] [61]
14Milly Kc [53] [62]
15Lina Khatib [26] [34] [59]
16Risto Koiva [57]
17Andreas Küchler [16]
18Darya Majidi [6]
19Serena La Manna [17]
20Simone Marinai [11]
21Giovanni Da San Martino [55] [65] [67] [69] [72]
22Francesco Masulli [30] [75]
23Alessio Micheli [19] [21] [24] [33] [35] [37] [39] [40] [43] [45] [48] [60] [61] [64] [75]
24Lisa Michielan [73]
25Stefano Moro [73]
26Paul H. Morris [26] [34] [59]
27Robert Morris [59]
28Robert A. Morris [26] [34]
29Alessandro Moschitti [55] [67]
30Pio Nardiello [38]
31Filippo Portera [35] [43] [44] [45]
32Francesca Rossi [12] [15] [20] [26] [34] [41] [59]
33Craig Saunders [47]
34Franco Scarselli [50] [53] [54]
35Fabrizio Sebastiani [23] [38] [63]
36Jianqing Sheng [11]
37Giovanni Soda [11]
38Diego Sona [7] [18] [21] [27] [37]
39Antonina Starita [1] [5] [6] [7] [18] [19] [24] [52]
40Jochen J. Steil [57]
41David G. Stork [3]
42Marc Strickert [39] [40]
43Francesca Trentini [50] [54]
44Ah Chung Tsoi [50] [51] [53] [58] [62] [68] [70] [71]
45Nicola Valdambrini [23]
46Kristen Brent Venable (Kristen B. Venable) [34] [59]
47ShuJia Zhang [68]

Colors in the list of coauthors

Copyright © Tue Nov 3 08:52:44 2009 by Michael Ley (ley@uni-trier.de)