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http://www.dii.unisi.it/~melacci

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Scopus Author ID: 23397653000

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Italy

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Education and qualifications (2)

Università degli Studi di Siena: Siena, Toscana, IT

2006-10-01 to 2010-04-09 | PhD - Adaptive Systems for Information Processing - Machine Learning (Department of Information Engineering)
Education
Source: Self-asserted source
STEFANO MELACCI

Università degli Studi di Siena: Siena, Toscana, IT

2000-11-01 to 2006-09-25 | Master Degree in Computer Science (Department of Information Engineering)
Education
Source: Self-asserted source
STEFANO MELACCI

Works (36)

Coherence constraints in facial expression recognition

Intelligenza Artificiale
2019 | Journal article
DOI: 10.3233/IA-180015
EID:

2-s2.0-85071455587
Contributors: Graziani, L.; Melacci, S.; Gori, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Enhancing modern supervised word sense disambiguation models by semantic lexical resources

LREC 2018 - 11th International Conference on Language Resources and Evaluation
2019 | Conference paper
EID:

2-s2.0-85059908637
Contributors: Melacci, S.; Globo, A.; Rigutini, L.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

An unsupervised character-aware neural approach to word and context representation learning

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018 | Book
DOI: 10.1007/978-3-030-01424-7_13
EID:

2-s2.0-85054839744
Contributors: Marra, G.; Zugarini, A.; Melacci, S.; Maggini, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Combining deep learning and symbolic processing for extracting knowledge from raw text

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018 | Book
DOI: 10.1007/978-3-319-99978-4_7
EID:

2-s2.0-85053603276
Contributors: Zugarini, A.; Morvan, J.; Melacci, S.; Knerr, S.; Gori, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

The Role of Coherence in Facial Expression Recognition

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018 | Book
DOI: 10.1007/978-3-030-03840-3_24
EID:

2-s2.0-85057364206
Contributors: Graziani, L.; Melacci, S.; Gori, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Video surveillance of highway traffic events by deep learning architectures

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2018 | Book
DOI: 10.1007/978-3-030-01424-7_57
EID:

2-s2.0-85054808492
Contributors: Tiezzi, M.; Melacci, S.; Maggini, M.; Frosini, A.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Learning with hard constraints as a limit case of learning with soft constraints

ESANN 2016 - 24th European Symposium on Artificial Neural Networks
2016 | Conference paper
EID:

2-s2.0-84994128011
Contributors: Gnecco, G.; Gori, M.; Melacci, S.; Sanguineti, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Semantic video labeling by developmental visual agents

Computer Vision and Image Understanding
2016 | Journal article
DOI: 10.1016/j.cviu.2016.02.011
EID:

2-s2.0-84959880509
Contributors: Gori, M.; Lippi, M.; Maggini, M.; Melacci, S.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

En plein air visual agents

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2015 | Book
DOI: 10.1007/978-3-319-23234-8_64
EID:

2-s2.0-84944768792
Contributors: Gori, M.; Lippi, M.; Maggini, M.; Melacci, S.; Pelillo, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Foundations of support constraint machines

Neural Computation
2015 | Journal article
DOI: 10.1162/NECO_a_00686
EID:

2-s2.0-84921665520
Contributors: Gnecco, G.; Gori, M.; Melacci, S.; Sanguineti, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Learning as Constraint Reactions

Artificial Neural Networks - Methods and Applications in Bio-/Neuroinformatics
2015 | Conference paper
DOI: 10.1007/978-3-319-09903-3_12
EID:

2-s2.0-84940172322
Contributors: Gnecco, G.; Gori, M.; Melacci, S.; Sanguineti, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Learning with mixed hard/soft pointwise constraints

IEEE Transactions on Neural Networks and Learning Systems
2015 | Journal article
DOI: 10.1109/TNNLS.2014.2361866
EID:

2-s2.0-85027939994
Contributors: Gnecco, G.; Gori, M.; Melacci, S.; Sanguineti, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

A theoretical framework for supervised learning from regions

Neurocomputing
2014 | Journal article
DOI: 10.1016/j.neucom.2012.06.065
EID:

2-s2.0-84893746979
Contributors: Gnecco, G.; Gori, M.; Melacci, S.; Sanguineti, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

On-line video motion estimation by invariant receptive inputs

IEEE Computer Society Conference on Computer Vision and Pattern Recognition Workshops
2014 | Conference paper
DOI: 10.1109/CVPRW.2014.112
EID:

2-s2.0-84908543708
Contributors: Gori, M.; Lippi, M.; Maggini, M.; Melacci, S.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Constraint verification with kernel machines

IEEE Transactions on Neural Networks and Learning Systems
2013 | Journal article
DOI: 10.1109/TNNLS.2013.2241787
EID:

2-s2.0-84884912018
Contributors: Gori, M.; Melacci, S.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Information-based learning of deep architectures for feature extraction

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2013 | Book
DOI: 10.1007/978-3-642-41184-7_11
EID:

2-s2.0-84884725921
Contributors: Melacci, S.; Lippi, M.; Gori, M.; Maggini, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Learning with box kernels

IEEE Transactions on Pattern Analysis and Machine Intelligence
2013 | Journal article
DOI: 10.1109/TPAMI.2013.73
EID:

2-s2.0-84884565454
Contributors: Melacci, S.; Gori, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Learning with hard constraints

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2013 | Book
DOI: 10.1007/978-3-642-40728-4_19
EID:

2-s2.0-84884917842
Contributors: Gnecco, G.; Gori, M.; Melacci, S.; Sanguineti, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

On-line laplacian one-class support vector machines

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2013 | Book
DOI: 10.1007/978-3-642-40728-4_24
EID:

2-s2.0-84884944963
Contributors: Frandina, S.; Lippi, M.; Maggini, M.; Melacci, S.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Variational foundations of online backpropagation

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2013 | Book
DOI: 10.1007/978-3-642-40728-4_11
EID:

2-s2.0-84884955557
Contributors: Frandina, S.; Gori, M.; Lippi, M.; Maggini, M.; Melacci, S.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Information theoretic learning for pixel-based visual agents

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2012 | Book
DOI: 10.1007/978-3-642-33783-3_62
EID:

2-s2.0-84867850665
Contributors: Gori, M.; Melacci, S.; Lippi, M.; Maggini, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Learning from pairwise constraints by Similarity Neural Networks

Neural Networks
2012 | Journal article
DOI: 10.1016/j.neunet.2011.10.009
EID:

2-s2.0-84855931648
Contributors: Maggini, M.; Melacci, S.; Sarti, L.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Unsupervised learning by minimal entropy encoding

IEEE Transactions on Neural Networks and Learning Systems
2012 | Journal article
DOI: 10.1109/TNNLS.2012.2216899
EID:

2-s2.0-84876940753
Contributors: Melacci, S.; Gori, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Kernel methods for minimum entropy encoding

Proceedings - 10th International Conference on Machine Learning and Applications, ICMLA 2011
2011 | Conference paper
DOI: 10.1109/ICMLA.2011.83
EID:

2-s2.0-84857854823
Contributors: Melacci, S.; Gori, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Laplacian support vector machines trained in the primal

Journal of Machine Learning Research
2011 | Journal article
EID:

2-s2.0-79955855934
Contributors: Melacci, S.; Belkin, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Learning with box kernels

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2011 | Book
DOI: 10.1007/978-3-642-24958-7_60
EID:

2-s2.0-81855169734
Contributors: Melacci, S.; Gori, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Semi-supervised multiclass kernel machines with probabilistic constraints

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2011 | Book
DOI: 10.1007/978-3-642-23954-0_5
EID:

2-s2.0-80052999661
Contributors: Melacci, S.; Gori, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Support constraint machines

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2011 | Book
DOI: 10.1007/978-3-642-24955-6_4
EID:

2-s2.0-81855172175
Contributors: Gori, M.; Melacci, S.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

A template-based approach to automatic face enhancement

Pattern Analysis and Applications
2010 | Journal article
DOI: 10.1007/s10044-009-0155-0
EID:

2-s2.0-77955556968
Contributors: Melacci, S.; Sarti, L.; Maggini, M.; Gori, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Learning with convex constraints

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2010 | Book
DOI: 10.1007/978-3-642-15825-4_41
EID:

2-s2.0-78049385459
Contributors: Gori, M.; Melacci, S.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Semi-supervised clustering using Similarity Neural Networks

Proceedings of the International Joint Conference on Neural Networks
2009 | Conference paper
DOI: 10.1109/IJCNN.2009.5178667
EID:

2-s2.0-70449408074
Contributors: Melacci, S.; Maggini, M.; Sarti, L.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Semi-supervised learning with constraints for multi-view object recognition

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2009 | Book
DOI: 10.1007/978-3-642-04277-5_66
EID:

2-s2.0-70450279119
Contributors: Melacci, S.; Maggini, M.; Gori, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

A neural network approach to similarity learning

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2008 | Book
DOI: 10.1007/978-3-540-69939-2_13
EID:

2-s2.0-54249103054
Contributors: Melacci, S.; Sarti, L.; Maggini, M.; Bianchini, M.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Auto associative neural network based active shape models

2008 8th IEEE International Conference on Automatic Face and Gesture Recognition, FG 2008
2008 | Conference paper
DOI: 10.1109/AFGR.2008.4813397
EID:

2-s2.0-67650688577
Contributors: Castelli, I.; Maggini, M.; Melacci, S.; Sarti, L.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Learning similarity measures from pairwise constraints with neural networks

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2008 | Book
DOI: 10.1007/978-3-540-87559-8_9
EID:

2-s2.0-51849096781
Contributors: Maggini, M.; Melacci, S.; Sarti, L.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier

Representation of facial features by Catmull-Rom splines

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)
2007 | Book
EID:

2-s2.0-38149113526
Contributors: Maggini, M.; Melacci, S.; Sarti, L.
Source: Self-asserted source
STEFANO MELACCI via Scopus - Elsevier
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