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Publicações

2005

Knowledge Discovery in Databases: PKDD 2005, 9th European Conference on Principles and Practice of Knowledge Discovery in Databases, Porto, Portugal, October 3-7, 2005, Proceedings

Autores
Jorge, A; Torgo, L; Brazdil, P; Camacho, R; Gama, J;

Publicação
PKDD

Abstract

2005

Designing ensembles of fuzzy classification systems: An immune-inspired approach

Autores
Castro, PD; Coelho, GP; Caetano, MF; Von Zuben, FJ;

Publicação
ARTIFICIAL IMMUNE SYSTEMS, PROCEEDINGS

Abstract
In this work we propose an immune-based approach for designing of fuzzy systems. From numerical data and with membership function previously defined, the immune algorithm evolves a population of fuzzy classification rules based on the clonal selection, hypermutation and immune network principles, Once AIS are able to find multiple good solutions of the problem, accurate and diverse fuzzy systems are built in a single run. Hence, we construct an ensemble of these classifier in order to achieve better results. An ensemble of classifiers consists of a set of individual classifiers whose outputs are combined when classifying novel patterns. The good performance of an ensemble is strongly dependent of individual accuracy and diversity of its components. We evaluate the proposed methodology through computational experiments on some datasets. The results demonstrate that the performance of the obtained fuzzy systems in isolation is very good. However when we combine these systems, a significant improvement is obtained in the correct c ass cat on rate, outperforming the single best classifier.

2005

Machine Learning: ECML 2005, 16th European Conference on Machine Learning, Porto, Portugal, October 3-7, 2005, Proceedings

Autores
Gama, J; Camacho, R; Brazdil, P; Jorge, A; Torgo, L;

Publicação
ECML

Abstract

2005

Bandwidth boosting in transimpedance amplifiers for optical LANs, using delayed feedback

Autores
Martins, N; Barbosa, L; Alves, LN; Aguiar, RL;

Publicação
Proceedings of the IEEE International Conference on Electronics, Circuits, and Systems

Abstract
Delayed-feedback amplifiers are composed of, a forward gain amplifier, a feedback network and a time-delay element. Recently published results [1] claim the possibility of bandwidth enhancement for this type of systems, simply by a judicious choice of loop-gain, open loop poles and the net time-delay. This paper describes the design steps for a shunt-shunt feedback amplifier with an active delay on the feedback loop. The designed circuit was optimized for Free-Space Optical (FSO) line-of-sight receivers. Achieved results show that the inclusion of the active delay, improve bandwidth in a maximum of 60%. A maximum of 1.5THzO. GBW (11kO. transimpedance gain) was achieved with a photodiode having intrinsic capacitance of 100pF.

2005

Weak linearization of the lambda calculus

Autores
Alves, S; Florido, M;

Publicação
THEORETICAL COMPUTER SCIENCE

Abstract
We identify a restricted class of terms of the lambda calculus, here called weak linear, that includes the linear lambda-terms keeping their good properties of strong normalization, non-duplicating reductions and typability in polynomial time. The advantage of this class over the linear lambda-calculus is the possibility of transforming general terms into weak linear terms with the same normal form. We present such transformation and prove its correctness by showing that it preserves normal forms.

2005

Extracting knowledge from databases and warehouses (EKDB&W 2005) - Introduction

Autores
Gama, J; Moura Pires, J; Cardoso, M; Marques, NC; Cavique, L;

Publicação
PROGRESS IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS

Abstract

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