Search Results for author: Agnieszka Jastrzebska

Found 5 papers, 2 papers with code

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

Prolog-based agnostic explanation module for structured pattern classification

no code implementations23 Dec 2021 Gonzalo Nápoles, Fabian Hoitsma, Andreas Knoben, Agnieszka Jastrzebska, Maikel Leon Espinosa

Thirdly, we encode instances as a Prolog rule using the nominal values, the predefined symbols, the decision classes, and the confidence values.

Chatbot Classification +2

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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