Hyperparameters optimization on neural networks for bond trading

Project Work presented as the partial requirement for obtaining a Master's degree in Statistics and Information Management, specialization in Risk Analysis and ManagementArtificial Neural Networks have been recently spotlighted as de facto tools used for classification. Their ability to deal with complex decision boundaries makes them potentially suitable to work on trading within financial markets, namely on Bonds. Such classifier faces high flexibility on its parameters in parallel with great modularity of its techniques, arising thus the need to efficiently optimize its hyperparameters. To determine the most effcient search method to optimize almost the majority of the Neural Networks hyperparameters, we have compared the results obtained by the manual, evolutionary (genetic algorithm) and random search methods. The search methods compete on several metrics from which we aim to estimate the generalization capability, i.e. the capacity to correctly predict on unseen data. We have found the manual method to present better generalization results than the remaining automatic methods. Also, no benefit was found on the direction provided by the genetic search method when compared to the purely random. Such results demonstrate the importance of human oversight during the hyperparameters optimization and weight training phases, capable of analyzing in parallel multiple metrics and data visualization techniques, a process critical to avoid suboptimal solutions when navigating complex hyperspaces

Psychometric properties of Liverpool Stoicism Scale (LSS) in a cohort of patients with resected cancer in adjuvant treatment

Stoicism has been used to describe a wide range of behaviors in the face of disease that go from silence, resistance to the adversity, or 'to make the best of a bad disease'. This study pursued two objectives: 1) analyze the psychometric properties of the Spanish version of the LSS; 2) assess the relation between stoicism and gender, age, and the five-factor personality model. NEOcoping is a prospective, multicenter, observational, non-interventionist study. Patients were recruited consecutively at thirteen Spanish teaching hospitals. The following scales were administered: Liverpool Stoicism Scale (LSS) and Big Five Inventory (BFI-10). A total of 443 patients (250 females) with a mean age of 59.8 years (SD =12.3) were enrolled. Colon cancer was the most common, followed by breast cancer. At the total-scale level, mean LSS was lower than the originally reported British sample. The four-factor structure fitted the data well, had a clear interpretation, and the derived scales showed acceptable reliabilities. The personality trait of introversion predicted 4.1% of the variance of stoicism (p<.001). Even though it needs to be improved, the LSS scale demonstrates acceptable psychometric properties to appraise stoicism in the Spanish population with resected cancer

Folklore en el norte de Extremadura

Unidad didáctica basada en las costumbres y tradiciones del norte de Extremadura. Tiene como objetivos: que los niños asimilen y sientan interés por las manifestaciones culturales de su entorno, que tengan una buena actitud receptiva hacia los contenidos culturales expresados, no sólo a través del lenguaje verbal, también a través de otros modos de comunicación como la expresión plástica, musical, etc.ExtremaduraES

Polymorphism analysis in genes of the somatotropic axis in Nellore cattle selected for growth

The somatotropic axis consists of genes that are involved in muscular development. These genes are potential regions of study to identify possible QTL for economically important traits in beef cattle. The aim of this study was to verify the existence of GH1, POU1F1, and GHR polymorphisms in Nellore cattle to verify the influence of selection in these mutations and to analyse the association between molecular markers and body weight at different ages, yearling hip height, carcass fat thickness and loin eye area Six hundred forty-five animals from the Centro APTA Bovinos de Corte, were genotyped by PCR-RFLP techniques. The association analyses were performed with general mixed models taking into consideration the effect of one marker, and other model taking into consideration interactions between two molecular markers. Only the molecular markers rs81109601 on GH1 and rs109136815 on GHR were polymorphic; however, they were not found to be under selection. The association of the GHR rs109136815 marker and loin eye area was observed (p < 0.05), as well as the effect of interaction between the markers and the female body weight at 550 days of age (p < 0.04). The interaction effect should be considered in situations where the interactivity between two genes is known. (C) 2014 Elsevier B.V. All rights reserved.Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP

First polymorphisms in JY-1 gene in cattle (Bos taurus indicus) and their association with sexual precocity and growth traits

Protein JY-1 is a bovine oocyte-specific protein that regulates granulosa cell function and is involved in early embryonic development, influencing the chance of pregnancy. This study investigated molecular markers for the JY-1 gene. Seven SNPs were identified in exon 3 of the gene. The positions of the SNPs in the exon and the respective substitutions are: 163 (T/C), 281 (T/C), 321 (T/C), 532 (T/C), 652 (A/G), 679 (T/C), and 722 (G/C) (GenBank: JN592587 and JF262042.2). SNP 163 is located in a coding region and causes a proline-to-leucine substitution. The other SNPs are located in the 3'UTR region. SNPs 163, 281, 321, and 679 were genotyped in 297 Nellore heifers and the haplotypes were constructed. The haplotypes of JY-1 were not correlated with the traits studied at 5 %.Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP

Psychometric properties of Liverpool Stoicism Scale (LSS) in a cohort of patients with resected cancer in adjuvant treatment

Stoicism has been used to describe a wide range of behaviors in the face of disease that go from silence, resistance to the adversity, or 'to make the best of a bad disease'. This study pursued two objectives: 1) analyze the psychometric properties of the Spanish version of the LSS; 2) assess the relation between stoicism and gender, age, and the five-factor personality model. NEOcoping is a prospective, multicenter, observational, non-interventionist study. Patients were recruited consecutively at thirteen Spanish teaching hospitals. The following scales were administered: Liverpool Stoicism Scale (LSS) and Big Five Inventory (BFI-10). A total of 443 patients (250 females) with a mean age of 59.8 years (SD =12.3) were enrolled. Colon cancer was the most common, followed by breast cancer. At the total-scale level, mean LSS was lower than the originally reported British sample. The four-factor structure fitted the data well, had a clear interpretation, and the derived scales showed acceptable reliabilities. The personality trait of introversion predicted 4.1% of the variance of stoicism (p<.001). Even though it needs to be improved, the LSS scale demonstrates acceptable psychometric properties to appraise stoicism in the Spanish population with resected cancer

Calendario científico escolar 2023 (galego)

El proyecto “Calendario Científico Escolar 2023” ha consistido en la elaboración de un calendario dirigido al alumnado de educación primaria y secundaria obligatoria. Cada día se ha recogido un aniversario científico o tecnológico como, por ejemplo, nacimientos de personas de estos ámbitos o conmemoraciones de hallazgos destacables. Además, el calendario se acompaña de una guía didáctica con orientaciones para el aprovechamiento educativo transversal del calendario en las clases, incluyendo actividades adaptadas a cada rango de edad y al alumnado con necesidades especiales. Se trata de la cuarta edición de este proyecto de divulgación científica.Proyecto FCT-21-17253 de la Fundación Española para la Ciencia y la Tecnología (FECYT); Agencia Estatal de Investigación (España); Ministerio de Ciencia e Innovación; Consejo Superior de Investigaciones Científicas; Universidad de León; Delegación del CSIC en Castilla y León; Instituto de Ganadería de Montaña (IGM, CSIC-ULE); Casa de la Ciència de Valencia (CSIC); Cátedra de Cultura Científica de la Universidad del País Vasco/ Euskal Herriko Unibertsitatea (UPV/EHU); People Help; University of California-Davis; Academia de la Llingua Asturiana; Federación Española de Esperanto; Teagasc; PuraVida Software; Universidad de Zaragoza; Casa Árabe; CSIC Delegació a Catalunya; CCULT.org; Museo Didáctico e Interactivo de Ciencias de la Vega Baja del Segura (MUDIC VBS-CV); Universidad Miguel Hernández; Unidade de Divulgación Científica e Cultural - Universidade da Coruña; Asociación Cultural Nogará Religada.Mujeres con Ciencia; Asociaţia Secular-Umanistă din România; Instituto Geológico y Minero de España (IGME); Centro de Biología Molecular Severo Ochoa (CSIC-UAM); Asociación Española para el Avance de la Ciencia (AEAC); Centro de Investigación del Cáncer (CIC, CSIC-USAL); Discapacitodos; Universitat de les Illes Balears (UIB); Comisión Mujeres y Ciencia de la Sociedad Geológica de España; Institut d’Investigació en Intel.ligéncia Artificial (IIIA-CSIC); Centre for Research in Agricultural Genomics (GRAG, CSIC-UAB-ICREA); Escuela de Estudios Hispano-americanos (CSIC); Institut Botànic de Barcelona (IIB, CSIC-Ajuntament Barcelona); Institut de Ciència de Materials de Barcelona (ICMAB, CSIC); Institut de Ciències del Mar (ICM, CSIC); PRISMA – Asociación para la diversidad afectivo-sexual y de género en ciencia, tecnología e innovación; Instituto de Recursos Naturales y Agrobiología de Salamanca (IRNASA, CSIC); Círculo Escéptico; Civiencia; Universidad Autónoma de Madrid; Escuela de Estudios Árabes (CSIC); Evento Ciencia; Europa Laica; Universidad de Oviedo; Institut de Microelectrònica de Barcelona - Centre Nacional de Microelectrònica (IMB-CNM, CSIC); Centre d'Estudis Avançats de Blanes (CEAB, CSIC).Peer reviewe