| 2009 |
|---|
| 70 | EE | Markus Hagenbuchner,
Alessandro Sperduti,
Ah Chung Tsoi:
Graph self-organizing maps for cyclic and unbounded graphs.
Neurocomputing 72(7-9): 1419-1430 (2009) |
| 2008 |
|---|
| 69 | EE | Markus Hagenbuchner,
Alessandro Sperduti,
Ah Chung Tsoi:
Self-Organizing Maps for cyclic and unbounded graphs.
ESANN 2008: 203-208 |
| 68 | EE | Fabio Aiolli,
Giovanni Da San Martino,
Alessandro Sperduti:
A Kernel Method for the Optimization of the Margin Distribution.
ICANN (1) 2008: 305-314 |
| 2007 |
|---|
| 67 | EE | Fabio Aiolli,
Giovanni Da San Martino,
Alessandro Sperduti,
Alessandro Moschitti:
Efficient Kernel-based Learning for Trees.
CIDM 2007: 308-315 |
| 66 | EE | Alessandro Sperduti:
Efficient Computation of Recursive Principal Component Analysis for Structured Input.
ECML 2007: 335-346 |
| 65 | EE | Fabio Aiolli,
Giovanni Da San Martino,
Alessandro Sperduti,
Markus Hagenbuchner:
"Kernelized" Self-Organizing Maps for Structured Data.
ESANN 2007: 19-24 |
| 64 | EE | Alessio Micheli,
Alessandro Sperduti:
Recursive Principal Component Analysis of Graphs.
ICANN (2) 2007: 826-835 |
| 63 | EE | Fabio Aiolli,
Fabrizio Sebastiani,
Alessandro Sperduti:
Preference Learning for Category-Ranking based Interactive Text Categorization.
IJCNN 2007: 2034-2039 |
| 62 | EE | Markus Hagenbuchner,
Ah Chung Tsoi,
Alessandro Sperduti,
Milly Kc:
Efficient Clustering of Structured Documents Using Graph Self-Organizing Maps.
INEX 2007: 207-221 |
| 61 | EE | 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 | EE | 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 | EE | 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 | EE | 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 | EE | Jochen J. Steil,
Risto Koiva,
Alessandro Sperduti:
Unsupervised clustering of continuous trajectories of kinematic trees with SOM-SD.
ESANN 2006: 1-6 |
| 56 | EE | Alessandro Sperduti:
Exact Solutions for Recursive Principal Components Analysis of Sequences and Trees.
ICANN (1) 2006: 349-356 |
| 55 | EE | Fabio Aiolli,
Giovanni Da San Martino,
Alessandro Sperduti,
Alessandro Moschitti:
Fast On-line Kernel Learning for Trees.
ICDM 2006: 787-791 |
| 54 | EE | Francesca Trentini,
Markus Hagenbuchner,
Alessandro Sperduti,
Franco Scarselli:
A Self-Organising Map Approach for Clustering of XML Documents.
IJCNN 2006: 1805-1812 |
| 53 | EE | 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 | EE | Markus Hagenbuchner,
Alessandro Sperduti,
Ah Chung Tsoi:
Contextual Processing of Graphs using Self-Organizing Maps.
ESANN 2005: 399-404 |
| 50 | EE | 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 | EE | Fabio Aiolli,
Alessandro Sperduti:
Multiclass Classification with Multi-Prototype Support Vector Machines.
Journal of Machine Learning Research 6: 817-850 (2005) |
| 48 | EE | Barbara Hammer,
Alessio Micheli,
Alessandro Sperduti:
Universal Approximation Capability of Cascade Correlation for Structures.
Neural Computation 17(5): 1109-1159 (2005) |
| 47 | EE | 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 | EE | Marco Gori,
Alessandro Sperduti:
The loading problem for recursive neural networks.
Neural Networks 18(8): 1064-1079 (2005) |
| 45 | EE | 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 | EE | 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 | EE | Fabio Aiolli,
Alessandro Sperduti:
Learning Preferences for Multiclass Problems.
NIPS 2004 |
| 41 | EE | Francesca Rossi,
Alessandro Sperduti:
Acquiring Both Constraint and Solution Preferences in Interactive Constraint Systems.
Constraints 9(4): 311-332 (2004) |
| 40 | EE | Barbara Hammer,
Alessio Micheli,
Alessandro Sperduti,
Marc Strickert:
Recursive self-organizing network models.
Neural Networks 17(8-9): 1061-1085 (2004) |
| 39 | EE | Barbara Hammer,
Alessio Micheli,
Alessandro Sperduti,
Marc Strickert:
A general framework for unsupervised processing of structured data.
Neurocomputing 57: 3-35 (2004) |
| 2003 |
|---|
| 38 | EE | Pio Nardiello,
Fabrizio Sebastiani,
Alessandro Sperduti:
Discretizing Continuous Attributes in AdaBoost for Text Categorization.
ECIR 2003: 320-334 |
| 37 | EE | 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 | EE | Alessio Micheli,
Filippo Portera,
Alessandro Sperduti:
QSAR/QSPR Studies by Kernel Machines, Recursive Neural Networks and Their Integration.
WIRN 2003: 308-315 |
| 2002 |
|---|
| 34 | EE | 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 | EE | Alessandro Sperduti:
On Linear Separability of Sequences and Structures.
ICANN 2002: 601-606 |
| 31 | EE | Fabio Aiolli,
Alessandro Sperduti:
A re-weighting strategy for improving margins.
Artif. Intell. 137(1-2): 197-216 (2002) |
| 30 | EE | 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 | EE | 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 | EE | Diego Sona,
Alessandro Sperduti:
On the Need for a Neural Abstract Machine.
Sequence Learning 2001: 135-161 |
| 26 | EE | 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 | EE | 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 | EE | 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 | EE | 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 | EE | 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 | EE | Serena La Manna,
Anna Maria Colla,
Alessandro Sperduti:
Optical Font Recognition for Multi-Font OCR and Document Processing.
DEXA Workshop 1999: 549-553 |
| 16 | EE | 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 | EE | 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 | EE | 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 | EE | Alessandro Sperduti:
Neural Networks for Processing Data Structures.
Summer School on Neural Networks 1997: 121-144 |
| 8 | EE | Alessandro Sperduti:
On the Computational Power of Recurrent Neural Networks for Structures.
Neural Networks 10(3): 395-400 (1997) |
| 1996 |
|---|
| 7 | EE | 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 | EE | Alessandro Sperduti:
Book Review: "Neural Network in Computer Intelligence", by LiMin Fu.
Int. J. Neural Syst. 6(4): 473-474 (1995) |
| 1994 |
|---|
| 3 | EE | Alessandro Sperduti,
David G. Stork:
A Rapid Graph-based Method for Arbitrary Transformation-Invariant Pattern Classification.
NIPS 1994: 665-672 |
| 1993 |
|---|
| 2 | EE | Alessandro Sperduti:
Encoding Labeled Graphs by Labeling RAAM.
NIPS 1993: 1125-1132 |
| 1 | EE | Alessandro Sperduti,
Antonina Starita:
Speed up learning and network optimization with extended back propagation.
Neural Networks 6(3): 365-383 (1993) |
