Optimum Bayesian thresholds for rebalanced classification problems using class-switching ensembles

Asymmetric label switching is an effective and principled method for creating a diverse ensemble of learners for imbalanced classification problems. This technique can be combined with other rebalancing mechanisms, such as those based on cost policies or class proportion modifications. In this study, and under the Bayesian theory framework, we specify the optimal decision thresholds for the combination of these mechanisms. In addition, we propose using a gating network to aggregate the learners contributions as an additional mechanism to improve the overall performance of the system.We thank the anonymous reviewers for their valuable suggestions and comments. This work is partially funded by Project PID2021-125652OB-I00 from the Ministerio de Ciencia e Innovación of Spain. Funding for APC: Universidad Carlos III de Madrid (Read & Publish Agreement CRUE-CSIC 2022). In memoriam: Prof. Aníbal R. Figueiras-Vidal (1950-2022)

HispaVeg: a new online vegetation plot database for Spain

We describe a new online database, named HispaVeg, which currently holds data from 2663 vegetation plots of Spanish woodlands, scrublands and grasslands. Unlike other similar databases, a detailed description of the structure is stored with the floristic data of each plot (i.e., number and physiognomy of the vertical layers, cover values for each layer).Most of the vegetation plots are large rectangles (400 to 2000 square meters) with an average of 34 species per plot. The survey dates range from 1956 to present, with most of the records between 1964 and 1994. The elevation of the plots ranges from 0 to 2880, with most of the plots between 300 and 1500 m. HispaVeg is freely available to the scientific community. Users can query the online database, view printable reports for each plot and download spreadsheet-like raw data for subsets of vegetation plots

La plataforma siette una herramienta para el aprendizaje de la botánica forestal

El avance tecnológico está incorporando nuevas herramientas de aprendizaje para complementar el estudio y realizar prácticas de autoevaluación de valor formativo, ya que mediante el ejercicio de evaluación el estudiante puede reflexionar sobre su progreso y dirigir mejor su esfuerzo en el estudio. En este marco la plataforma SIETTE es un sistema web que permite la creación y mantenimiento de bancos de preguntas, y realización de tests, que implementa la Teoría Clásica de Test (CTT), Teoría de Respuesta al Ítem (TRI), permite realizar Tests Adaptativos Informatizados (TAI), y puede usarse como herramienta para el aprendizaje colaborativo. Siette puede usarse como módulo de evaluación de un Sistema Tutor Inteligente (STI) o conectado a una Plataforma de Teleeducación (LMS) como Moodle. Siette implementa muchas otras opciones para la realización de prácticas de reconocimiento, repaso, y evaluación. Esta comunicación presenta los resultados de varios años de trabajo con esta herramienta, las diversas experiencias de formación y evaluación de conocimientos sobre Botánica Forestal. Se han definido más de 2500 preguntas, la mayoría basadas en imágenes y realizado mas de 4300 sesiones de evaluación en la Escuela Universitaria de Ingeniería Técnica Forestal de la Universidad Politécnica de Madrid en colaboración con la Universidad de Málaga

Estimation of the Heat Loss Coefficient of Two Occupied Residential Buildings through an Average Method

The existing performance gap between the design and the real energy consumption of a building could have three main origins: the occupants’ behaviour, the performance of the energy systems and the performance of the building envelope. Through the estimation of the in-use Heat Loss Coefficient (HLC), it is possible to characterise the building’s envelope energy performance under occupied conditions. In this research, the estimation of the HLC of two individual residential buildings located in Gainsborough and Loughborough (UK) was carried out using an average method. This average method was developed and successfully tested in previous research for an occupied four-story office building with very different characteristics to individual residential buildings. Furthermore, one of the analysed residential buildings is a new, well-insulated building, while the other represents the old, poorly insulated semidetached residential building typology. Thus, the monitored data provided were filtered in order to apply the abovementioned average method. Even without fulfilling all the average method requirements for these two residential buildings, the method provides reliable HLC values for both residential buildings. For the house in Gainsborough, the best estimated HLC value was 60.2 W/K, while the best approach for Loughborough was 366.6 W/K. Thus, despite the uncertainty sources found during the analysis, the method seems promising for its application to residential buildings.This work was supported by the Spanish Ministry of Science, Innovation and Universities and the European Regional Development Fund through the MONITHERM project “Investigation of monitoring techniques of occupied buildings for their thermal characterization and methodology to identify their key performance indicators”, project reference: RTI2018-096296-B-C22 and -C21 (MCIU/AEI/FEDER, UE)

The Impact of One Book About Friendship in the Lives of Readers

Research shows the benefits quality friendships have throughout humans' lives. Recent scientific literature focuses on social impact. However, the social impact of reading and dialoguing about a book about friendship is not explored. This study aims to analyze the impact of "Creative Friendships" in the lives of participants and their surroundings. Using communicative methodology, based on dialogical co-creation from the start, it includes 30 participants from diverse backgrounds and ages through individual interviews, a focus group and the observation of two dialogic seminars. Results show how reading and discussing the book impacted participants' views of beauty, goodness, truth, and freedom

Compositional Evolution of the Variscan Intra-Orogenic Extensional Magmatism in the Valencia del Ventoso Plutonic Complex, Ossa-Morena Zone (SW Iberia): A View from Amphibole Compositional Relationships

The Ossa-Morena Zone (OMZ), SW Iberia, has numerous Lower Carboniferous compositionally zoned plutons that formed in a Variscan intra-orogenic extensional setting. This magmatism shows a wide compositional variation comprising alkaline, transitional, and calc-alkaline suites. The calc-alkaline suite was produced by hybridization of alkaline magmas with felsic melts generated by crustal anatexis related to the intrusion of mafic magmas in the middle crust. In this work, we present a textural and mineralogical study of the Variscan Valencia del Ventoso main pluton from the OMZ to track the compositional evolution of magmas during hybridization using constraints from amphibole compositions and to determine the P-T conditions of emplacement using amphibolebased thermobarometry. This pluton exhibits reverse zoning with an inner facies containing alkaline dolerites, gabbros, and quartz diorites, an intermediate facies with transitional diorites, and an outer facies with calc-alkaline quartz diorites to monzogranites. Magmas from the intermediate and border facies crystallized under oxidizing conditions at relatively low temperatures (range: 640–760 ◦C) and ca. 280–300 MPa, implying near H2O-saturated conditions. These rock facies show mineralogical evidence of hybridization between alkaline to mildly alkalic and calc-alkaline magmas. The former is inferred from the occurrence of antecrysts of labradorite-andesine, high-Ti pargasite-hastingsite, and biotite with deficiency in tetrahedral-site occupancy, a distinctive feature of biotite from the inner facies alkaline dolerites. This contrasts with later crystallization from the calc-alkaline magma of andesine-oligoclase, low-Ti magnesiohornblende-edenite, and biotite with full tetrahedral-site occupancy. Constraints from amphibole-melt compositional relationships in antecrystic high-Ti amphibole suggest that the alkaline magmatic component could have a high- to ultra-K affinity.Ministerio de Economía y Competitividad (Gobierno de España), CGL2017-84469-