position
formal
studies
final work
on satellite imagery classification using ART neural networks, under
the supervision of Mario Caetano
and J.Félix
Costa
professional
experience
development of
methodologies based on neural networks for classification of satellite
imagery of urban areas; projects "Análise da
evolução do tecido urbano do aglomerado de Lisboa"
(RS/12/031/MF/SW) and "AMECIS - Abordagens Multiestratégicas para Classificação de
Imagens de Satélite" (JNICT/DGOT 28/94)
development of
methodologies based on rules, neural networks and decision trees for
burnt area mapping from satellite imagery; project "Desenvolvimento e
Teste de uma Metodologia para Cartografia Global de Áreas
Ardidas, usando Imagens do Satélite ERS ATSR-2"
(PRAXIS/C/CTE/11090/1998)
research
interests
- Evolutionary Computation
- Genetic Programming
- Artificial Life
- Real World Applications
publications
- Fayolle P-A, Silva S,
Latinier G, Saffrey D, Rosenberger C, Toinard C (2006): Shape Modeling With Genetic Programming. In Proceedings of the IEEE Virtual Reality International Conference (VRIC), 235-241. [Abstract]
- Silva S,
Fayolle P-A, Vincent J, Pauron G, Rosenberger C, Toinard C (2005): Evolutionary Computation Approaches for Shape Modelling and Fitting.
In Bento C, Cardoso A, Dias G (eds), Proceedings of the 12th Portuguese Conference on Artificial Intelligence (EPIA-2005), 144-155. [Abstract]
- Silva S,
Costa E (2005): Comparing Tree Depth Limits and Resource-Limited GP. In Corne D et al. (eds), Proceedings of the 2005 IEEE Congress on Evolutionary Computation (CEC-2005), 920-927. [Abstract]
- Silva S,
Costa E (2005): Resource-Limited Genetic Programming:
The Dynamic Approach. In Beyer H-G et al. (eds), Proceedings of the Genetic and Evolutionary Computation Conference (GECCO-2005), 1673-1680. [Abstract]
- Silva S,
Tseng Y-T (2005): Classification of Seafloor Habitats using Genetic
Programming. In Rothlauf F (ed), Late Breaking Papers at Genetic and Evolutionary Computation Conference (GECCO-2005). [Abstract and PDF]
- Tseng Y-T, Gavrilov AN, Duncan AJ, Harwerth M, Silva S (2005): Implementation of genetic programming toward the improvement of acoustic classification performance for different seafloor habitats.
In Proceedings of IEEE Oceans'05 Europe, 634-639. [Abstract]
- Silva S,
Silva PJN, Costa E (2005): Resource-Limited Genetic Programming:
Replacing Tree Depth Limits. In Ribeiro B et al. (eds), Proceedings of the 7th International Conference on Adaptive and Natural Computing Algorithms (ICANNGA-2005), 243-246. [Abstract and PDF]
- Silva S (2005): Predicting Protein Secondary Structure Using Artificial Neural Networks. Technical Report 05/01, ISSN 0874-338X, Centre for Informatics and Systems of the University of Coimbra (CISUC). [Abstract and PDF]
- Silva S,
Costa E (2004): Dynamic Limits for Bloat Control -
Variations on Size and Depth. In Deb K et
al. (eds), Proceedings of the Genetic
and Evolutionary Computation Conference (GECCO-2004), 666-677. [Abstract and PDF]
- Silva S,
Almeida J (2003): GPLAB - A Genetic Programming
Toolbox for MATLAB. In Gregersen L (ed), Proceedings of the Nordic MATLAB Conference
(NMC-2003), 273-278. [Abstract and PDF]
- Silva S,
Almeida J (2003): Dynamic Maximum Tree Depth - A
Simple Technique for Avoiding Bloat in Tree-Based GP. In
Cantú-Paz E et
al. (eds), Proceedings of
the Genetic and Evolutionary Computation Conference (GECCO-2003),
1776-1787. [Abstract and PDF]
Nomination for Best
at GECCO Prize
- Silva S,
Gouveia-Oliveira R, Maretzek A, Carrico J,
Gudnason T, Kristinsson KG, Ekdahl K, Brito-Avo A, Tomasz A, Sanches
IS, de Lencastre H, Almeida J (2003). EURISWEB
- Web-based epidemiological surveillance of antibiotic-resistant
pneumococci
in Day Care Centers. BMC
Medical Informatics and Decision Making, 3:9. [Abstract]
[HTML]
[PDF]
- Vasconcelos MJP, Silva S, Tomé M, Alvim M,
Pereira
JMC (2001). Spatial prediction of fire ignition probabilities:
Comparing logistic
regression and neural networks. Photogrammetric
Engineering &
Remote
Sensing 67(1):
73-82. [Abstract]
ESRI Award for Best
Scientific Paper in Geographic
Information Systems
(2nd place) by the American Society
for
Photogrammetry
and Remote Sensing
- Pereira JMC, Silva JMN, Silva S, Sá A (2000). Burnt
area
mapping from ERS2-ATSR data. In Grégoire
J-M
(ed), The SMOKO experiment: development
and
test of a multi-systems approach to burnt area mapping from optical,
thermal
and microwave satellite data, 37-42,
Joint Research Centre.
- Silva S
(1999). Previsão da Estrutura Secundária de
Proteínas Utilizando Redes Neuronais. Laboratório de Modelos e
Arquitecturas Computacionais, DI/FCUL, Lisbon. [PDF (in portuguese)]
- Vasconcelos MJP, Uva-Paúl JC, Silva S, Pereira JMC,
Caetano M, Catry FX, Oliveira T (1998). Regional Fuel Mapping
Using
a Knowledge Based System Approach. In Viegas DX (ed), Proceedings
of the 3rd
International Conference on Forest Fire Research - 14th Conference on
Fire
and Forest Meteorology,
2111-2123. [Abstract]
- Silva S
(1996). Arquitecturas de Ressonância Aplicadas na
Classificação de Imagens de Satélite. Centro de Ciências da Complexidade,
DI/FCUL, Lisbon.
- Silva S,
Caetano M (1996). Using artificial recurrent
neural nets
to identify spectral and spatial patterns for satellite imagery
classification
of urban areas. In Kanellopoulos I, Wilkinson
GG,
Roli F, Austin J (eds), Neurocomputation
in Remote Sensing Data Analysis, 151-159, Springer-Verlag.
[Abstract]
- Silva S,
Caetano M (1996). AccurMap: A Program for Accuracy
Assessment
of Land Cover Maps. CNIG, Lisbon.
WWW
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