Search Results for author: Yamisleydi Salgueiro

Found 6 papers, 3 papers with code

Which is the best model for my data?

no code implementations26 Oct 2022 Gonzalo Nápoles, Isel Grau, Çiçek Güven, Orçun Özdemir, Yamisleydi Salgueiro

In this paper, we tackle the problem of selecting the optimal model for a given structured pattern classification dataset.

Feature Importance Meta-Learning +2

Forward Composition Propagation for Explainable Neural Reasoning

1 code implementation23 Dec 2021 Isel Grau, Gonzalo Nápoles, Marilyn Bello, Yamisleydi Salgueiro, Agnieszka Jastrzebska

In the proposed FCP algorithm, each neuron is described by a composition vector indicating the role of each problem feature in that neuron.

Bias Detection Fairness

Recurrence-Aware Long-Term Cognitive Network for Explainable Pattern Classification

1 code implementation7 Jul 2021 Gonzalo Nápoles, Yamisleydi Salgueiro, Isel Grau, Maikel Leon Espinosa

Besides, we propose a recurrence-aware decision model that evades the issues posed by the unique fixed point while introducing a deterministic learning algorithm to compute the tunable parameters.

Classification Explainable artificial intelligence

Online learning of windmill time series using Long Short-term Cognitive Networks

no code implementations1 Jul 2021 Alejandro Morales-Hernández, Gonzalo Nápoles, Agnieszka Jastrzebska, Yamisleydi Salgueiro, Koen Vanhoof

Forecasting windmill time series is often the basis of other processes such as anomaly detection, health monitoring, or maintenance scheduling.

Anomaly Detection Scheduling +2

Long Short-term Cognitive Networks

1 code implementation30 Jun 2021 Gonzalo Nápoles, Isel Grau, Agnieszka Jastrzebska, Yamisleydi Salgueiro

In this paper, we present a recurrent neural system named Long Short-term Cognitive Networks (LSTCNs) as a generalization of the Short-term Cognitive Network (STCN) model.

Time Series Time Series Analysis

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