Alessandro Sperduti

	2009
76		Francesco Masulli, Alessio Micheli, Alessandro Sperduti: Computational Intelligence and Bioengineering - Essays in Memory of Antonina Starita IOS Press 2009
75		Fabio Aiolli, Michele De Filippo, Alessandro Sperduti: Application of the preference learning model to a human resources selection task. CIDM 2009: 203-210
74		Riccardo Cardin, Lisa Michielan, Stefano Moro, Alessandro Sperduti: PCA-Based Representations of Graphs for Prediction in QSAR Studies. ICANN (2) 2009: 105-114
73		Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti: Route kernels for trees. ICML 2009: 3
72		Fabio Aiolli, Riccardo Cardin, Fabrizio Sebastiani, Alessandro Sperduti: Preferential text classification: learning algorithms and evaluation measures. Inf. Retr. 12(5): 559-580 (2009)
71		Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi: Graph self-organizing maps for cyclic and unbounded graphs. Neurocomputing 72(7-9): 1419-1430 (2009)
	2008
70		Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi: Self-Organizing Maps for cyclic and unbounded graphs. ESANN 2008: 203-208
69		Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti: A Kernel Method for the Optimization of the Margin Distribution. ICANN (1) 2008: 305-314
68		ShuJia 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
67		Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Alessandro Moschitti: Efficient Kernel-based Learning for Trees. CIDM 2007: 308-315
66		Alessandro Sperduti: Efficient Computation of Recursive Principal Component Analysis for Structured Input. ECML 2007: 335-346
65		Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Markus Hagenbuchner: "Kernelized" Self-Organizing Maps for Structured Data. ESANN 2007: 19-24
64		Alessio Micheli, Alessandro Sperduti: Recursive Principal Component Analysis of Graphs. ICANN (2) 2007: 826-835
63		Fabio Aiolli, Fabrizio Sebastiani, Alessandro Sperduti: Preference Learning for Category-Ranking based Interactive Text Categorization. IJCNN 2007: 2034-2039
62		Markus Hagenbuchner, Ah Chung Tsoi, Alessandro Sperduti, Milly Kc: Efficient Clustering of Structured Documents Using Graph Self-Organizing Maps. INEX 2007: 207-221
61		Barbara Hammer, Alessio Micheli, Alessandro Sperduti: A general framework for unsupervised preocessing of structured data. Probabilistic, Logical and Relational Learning - A Further Synthesis 2007
60		Barbara 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
59		Lina 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
58		Ah Chung Tsoi, Markus Hagenbuchner, Alessandro Sperduti: Self-organising Map Techniques for Graph Data Applications to Clustering of XML Documents. ADMA 2006: 19-30
57		Jochen J. Steil, Risto Koiva, Alessandro Sperduti: Unsupervised clustering of continuous trajectories of kinematic trees with SOM-SD. ESANN 2006: 1-6
56		Alessandro Sperduti: Exact Solutions for Recursive Principal Components Analysis of Sequences and Trees. ICANN (1) 2006: 349-356
55		Fabio Aiolli, Giovanni Da San Martino, Alessandro Sperduti, Alessandro Moschitti: Fast On-line Kernel Learning for Trees. ICDM 2006: 787-791
54		Francesca Trentini, Markus Hagenbuchner, Alessandro Sperduti, Franco Scarselli: A Self-Organising Map Approach for Clustering of XML Documents. IJCNN 2006: 1805-1812
53		Milly 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
51		Markus Hagenbuchner, Alessandro Sperduti, Ah Chung Tsoi: Contextual Processing of Graphs using Self-Organizing Maps. ESANN 2005: 399-404
50		Markus 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
49		Fabio Aiolli, Alessandro Sperduti: Multiclass Classification with Multi-Prototype Support Vector Machines. Journal of Machine Learning Research 6: 817-850 (2005)
48		Barbara Hammer, Alessio Micheli, Alessandro Sperduti: Universal Approximation Capability of Cascade Correlation for Structures. Neural Computation 17(5): 1109-1159 (2005)
47		Barbara Hammer, Craig Saunders, Alessandro Sperduti: Special issue on neural networks and kernel methods for structured domains. Neural Networks 18(8): 1015-1018 (2005)
46		Marco Gori, Alessandro Sperduti: The loading problem for recursive neural networks. Neural Networks 18(8): 1064-1079 (2005)
45		Alessio 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
43		Alessio 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
42		Fabio Aiolli, Alessandro Sperduti: Learning Preferences for Multiclass Problems. NIPS 2004
41		Francesca Rossi, Alessandro Sperduti: Acquiring Both Constraint and Solution Preferences in Interactive Constraint Systems. Constraints 9(4): 311-332 (2004)
40		Barbara Hammer, Alessio Micheli, Alessandro Sperduti, Marc Strickert: Recursive self-organizing network models. Neural Networks 17(8-9): 1061-1085 (2004)
39		Barbara Hammer, Alessio Micheli, Alessandro Sperduti, Marc Strickert: A general framework for unsupervised processing of structured data. Neurocomputing 57: 3-35 (2004)
	2003
38		Pio Nardiello, Fabrizio Sebastiani, Alessandro Sperduti: Discretizing Continuous Attributes in AdaBoost for Text Categorization. ECIR 2003: 320-334
37		Alessio 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
35		Alessio Micheli, Filippo Portera, Alessandro Sperduti: QSAR/QSPR Studies by Kernel Machines, Recursive Neural Networks and Their Integration. WIRN 2003: 308-315
	2002
34		Francesca 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
32		Alessandro Sperduti: On Linear Separability of Sequences and Structures. ICANN 2002: 601-606
31		Fabio Aiolli, Alessandro Sperduti: A re-weighting strategy for improving margins. Artif. Intell. 137(1-2): 197-216 (2002)
30		Nicola 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
29		Alessandro 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
27		Diego Sona, Alessandro Sperduti: On the Need for a Neural Abstract Machine. Sequence Learning 2001: 135-161
26		Francesca Rossi, Alessandro Sperduti, Lina Khatib, Paul H. Morris, Robert A. Morris: Learning preferences on temporal constraints: a preliminary report. TIME 2001: 63-68
25		Paolo 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)
24		Alessio 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
23		Fabrizio 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
21		Alessio 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
17		Serena La Manna, Anna Maria Colla, Alessandro Sperduti: Optical Font Recognition for Multi-Font OCR and Document Processing. DEXA Workshop 1999: 549-553
16		Marco 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
15		Alessandro 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
13		Paolo 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
9		Alessandro Sperduti: Neural Networks for Processing Data Structures. Summer School on Neural Networks 1997: 121-144
8		Alessandro Sperduti: On the Computational Power of Recurrent Neural Networks for Structures. Neural Networks 10(3): 395-400 (1997)
	1996
7		Diego 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
4		Alessandro Sperduti: Book Review: "Neural Network in Computer Intelligence", by LiMin Fu. Int. J. Neural Syst. 6(4): 473-474 (1995)
	1994
3		Alessandro Sperduti, David G. Stork: A Rapid Graph-based Method for Arbitrary Transformation-Invariant Pattern Classification. NIPS 1994: 665-672
	1993
2		Alessandro Sperduti: Encoding Labeled Graphs by Labeling RAAM. NIPS 1993: 1125-1132
1		Alessandro Sperduti, Antonina Starita: Speed up learning and network optimization with extended back propagation. Neural Networks 6(3): 365-383 (1993)

Coauthor Index

1	Fabio Aiolli	[28] [31] [36] [42] [49] [55] [63] [65] [67] [69] [72] [73] [75]
2	Anna Maria Bianucci	[19] [24]
3	Alessandro Biso	[15] [20]
4	Riccardo Cardin	[72] [74]
5	Anna Maria Colla	[17]
6	Michele De Filippo	[75]
7	Enrico Francesconi	[11]
8	Paolo Frasconi	[10] [11] [13] [14] [22] [25] [52]
9	Nicola Giusti	[30]
10	Christoph Goller	[5]
11	Marco Gori	[10] [11] [13] [14] [16] [22] [25] [46] [50] [53]
12	Markus Hagenbuchner	[50] [51] [53] [54] [58] [62] [65] [68] [70] [71]
13	Barbara Hammer	[33] [39] [40] [47] [48] [60] [61]
14	Milly Kc	[53] [62]
15	Lina Khatib	[26] [34] [59]
16	Risto Koiva	[57]
17	Andreas Küchler	[16]
18	Darya Majidi	[6]
19	Serena La Manna	[17]
20	Simone Marinai	[11]
21	Giovanni Da San Martino	[55] [65] [67] [69] [73]
22	Francesco Masulli	[30] [76]
23	Alessio Micheli	[19] [21] [24] [33] [35] [37] [39] [40] [43] [45] [48] [60] [61] [64] [76]
24	Lisa Michielan	[74]
25	Stefano Moro	[74]
26	Paul H. Morris	[26] [34] [59]
27	Robert Morris	[59]
28	Robert A. Morris	[26] [34]
29	Alessandro Moschitti	[55] [67]
30	Pio Nardiello	[38]
31	Filippo Portera	[35] [43] [44] [45]
32	Francesca Rossi	[12] [15] [20] [26] [34] [41] [59]
33	Craig Saunders	[47]
34	Franco Scarselli	[50] [53] [54]
35	Fabrizio Sebastiani	[23] [38] [63] [72]
36	Jianqing Sheng	[11]
37	Giovanni Soda	[11]
38	Diego Sona	[7] [18] [21] [27] [37]
39	Antonina Starita	[1] [5] [6] [7] [18] [19] [24] [52]
40	Jochen J. Steil	[57]
41	David G. Stork	[3]
42	Marc Strickert	[39] [40]
43	Francesca Trentini	[50] [54]
44	Ah Chung Tsoi	[50] [51] [53] [58] [62] [68] [70] [71]
45	Nicola Valdambrini	[23]
46	Kristen Brent Venable (Kristen B. Venable)	[34] [59]
47	ShuJia Zhang	[68]

Colors in the list of coauthors