Detection of Optimal Models in Parameter Space with Support Vector Machines

The paper proposes an approach aimed at detecting optimal model parameter combinations to achieve the most representative description of uncertainty in the model performance. A classification problem is posed to find the regions of good fitting models according to the values of a cost function. Support Vector Machine (SVM) classification in the parameter space is applied to decide if a forward model simulation is to be computed for a particular generated model. SVM is particularly designed to tackle classification problems in high-dimensional space in a non-parametric and non-linear way. SVM decision boundaries determine the regions that are subject to the largest uncertainty in the cost function classification, and, therefore, provide guidelines for further iterative exploration of the model space. The proposed approach is illustrated by a synthetic example of fluid flow through porous media, which features highly variable response due to the parameter values' combination.

Conserving biodiversity in production landscapes.

Alternative land uses make different contributions to the conservation of biodiversity and have different implementation and management costs. Conservation planning analyses to date have generally assumed that land is either protected or unprotected, and that the unprotected portion does not contribute to conservation goals. We develop and apply a new planning approach that explicitly accounts for the contribution of a diverse range of land uses to achieving conservation goals. Using East Kalimantan (Indonesian Borneo) as a case study, we prioritize investments in alternative conservation strategies and account for the relative contribution of land uses ranging from production forest to well-managed protected areas. We employ data on the distribution of mammals and assign species-specific conservation targets to achieve equitable protection by accounting for life history characteristics and home range sizes. The relative sensitivity of each species to forest degradation determines the contribution of each land use to achieving targets. We compare the cost effectiveness of our approach to a plan that considers only the contribution of protected areas to biodiversity conservation, and to a plan that assumes that the cost of conservation is represented by only the opportunity costs of conservation to the timber industry. Our preliminary results will require further development and substantial stakeholder engagement prior to implementation; nonetheless we reveal that, by accounting for the contribution of unprotected land, we can obtain more refined estimates of the costs of conservation. Using traditional planning approaches would overestimate the cost of achieving the conservation targets by an order of magnitude. Our approach reveals not only where to invest, but which strategies to invest in, in order to effectively and efficiently conserve biodiversity.

Relatorio de Estágio em Psicologia clínica e da saúde

O presente relatório descreve em grande parte os momentos vividos no processo de estágio curricular em Psicologia Clinica e da Saúde realizado no Hospital Dr. Baptista de Sousa no âmbito do 4º ano do curso de Psicologia ministrada pela Universidade do Mindelo. O estágio teve como objectivo integrar os conhecimentos científicos adquiridos ao longo da formação, preparando assim o futuro profissional para a função de psicólogo clinico e da saúde. Este decorreu num período de 7 meses e foi dividido em 3 fases distintas: A primeira fase, que durou cerca de um mês teve como finalidade a adaptação dos estagiários á instituição, consistindo em consultas dos processos clínicos, contacto com a equipa técnica e com os pacientes internados na enfermaria de Saúde Mental. O segundo momento, que teve uma duração de cerca de dois meses, deu-se com a realização de entrevistas aos pacientes internados na enfermaria e assistência às primeiras consultas externas. A última fase, desenrolou-se nas enfermarias de Saúde Mental, Pediatria, e Cirurgia com a realização das primeiras consultas com o propósito de se proceder a avaliação psicológica. Essa fase durou quatro meses. O presente relatório é constituído por três partes, sendo que a primeira descreve a caracterização geral do contexto institucional onde se realizou o estágio, bem como a exposição das actividades realizadas nos serviços. A segunda parte, apresenta dois estudos de casos com a devida fundamentação e compreensão. A terceira e última parte, engloba a conclusão do relatório, e algumas recomendações na perspectiva do estagiário para a melhoria do processo de estágio.

Prediction of subcutaneous fatty acid composition from ham of CLA fed boars and gilts using a NIRS fiber optic probe

The aim of this work was the use of NIR technology by direct application of a fiber optic probe on back fat to analyze the fatty acid composition of CLA fed boars and gilts. 265 animals were fed 3 different diets and the fatty acid profile of back fat from Gluteus medius was analyzed using gas chromatography and FT-NIR. Spectra were acquired using a Bruker Optics Matrix-F duplex spectrometer equipped with a fiber optic probe (IN-268-2). Oleic and stearic fatty acids were predicted accurately; myristic, vaccenic and linoleic fatty acids were predicted with lower accuracy, while palmitic and α-linolenic fatty acids were poorly predicted. The relative percentage of fatty acids and NIR spectra showed differences in fatty acid composition of back fat from pigs fed CLA which increased the relative percentage of SFA and PUFA while MUFA decreased. Results suggest that a NIR fiber optic probe can be used to predict total saturated and unsaturated fatty acid composition, as well as the percentage of stearic and oleic. NIR showed potential as a rapid and easily implemented method to discriminate carcasses from animals fed different diets.

Finsk pingströrelsehistoria

Nils G. Holm

Uncertainty Quantification with Support Vector Regression Prediction Models

Uncertainty quantification of petroleum reservoir models is one of the present challenges, which is usually approached with a wide range of geostatistical tools linked with statistical optimisation or/and inference algorithms. The paper considers a data driven approach in modelling uncertainty in spatial predictions. Proposed semi-supervised Support Vector Regression (SVR) model has demonstrated its capability to represent realistic features and describe stochastic variability and non-uniqueness of spatial properties. It is able to capture and preserve key spatial dependencies such as connectivity, which is often difficult to achieve with two-point geostatistical models. Semi-supervised SVR is designed to integrate various kinds of conditioning data and learn dependences from them. A stochastic semi-supervised SVR model is integrated into a Bayesian framework to quantify uncertainty with multiple models fitted to dynamic observations. The developed approach is illustrated with a reservoir case study. The resulting probabilistic production forecasts are described by uncertainty envelopes.

Filamin depletion blocks endoplasmic spreading and destabilizes force-bearing adhesions

Cell motility is an essential process that depends on a coherent, cross-linked actin cytoskeleton that physically coordinates the actions of numerous structural and signaling molecules. The actin cross-linking protein, filamin (Fln), has been implicated in the support of three-dimensional cortical actin networks capable of both maintaining cellular integrity and withstanding large forces. Although numerous studies have examined cells lacking one of the multiple Fln isoforms, compensatory mechanisms can mask novel phenotypes only observable by further Fln depletion. Indeed, shRNA-mediated knockdown of FlnA in FlnB¿/¿ mouse embryonic fibroblasts (MEFs) causes a novel endoplasmic spreading deficiency as detected by endoplasmic reticulum markers. Microtubule (MT) extension rates are also decreased but not by peripheral actin flow, because this is also decreased in the Fln-depleted system. Additionally, Fln-depleted MEFs exhibit decreased adhesion stability that appears in increased ruffling of the cell edge, reduced adhesion size, transient traction forces, and decreased stress fibers. FlnA¿/¿ MEFs, but not FlnB¿/¿ MEFs, also show a moderate defect in endoplasm spreading, characterized by initial extension followed by abrupt retractions and stress fiber fracture. FlnA localizes to actin linkages surrounding the endoplasm, adhesions, and stress fibers. Thus we suggest that Flns have a major role in the maintenance of actin-based mechanical linkages that enable endoplasmic spreading and MT extension as well as sustained traction forces and mature focal adhesions.

Ett filosofiskt försök. Om Duffs försökslära

Festskrift till Per Lindholm

Geomodelling of a fluvial system with semi-supervised support vector regression

Fluvial deposits are a challenge for modelling flow in sub-surface reservoirs. Connectivity and continuity of permeable bodies have a major impact on fluid flow in porous media. Contemporary object-based and multipoint statistics methods face a problem of robust representation of connected structures. An alternative approach to model petrophysical properties is based on machine learning algorithm ? Support Vector Regression (SVR). Semi-supervised SVR is able to establish spatial connectivity taking into account the prior knowledge on natural similarities. SVR as a learning algorithm is robust to noise and captures dependencies from all available data. Semi-supervised SVR applied to a synthetic fluvial reservoir demonstrated robust results, which are well matched to the flow performance

Naître et grandir au sein de la triade : le développement de l'alliance familiale

INTRODUCTION : L'alliance familiale : une jonction entre les approches développementale, familiale et systémique / Nicolas Pavez, France Frascarolo-Moutinot et Hervé Tissot - LA TRIADE PARENTS-BEBE : THEORIE ET EVALUATION DES INTERACTIONS : Le modèle de l'alliance familiale et le Jeu Trilogique de Lausanne (LTP) / Nicolas Favez - Observation des interactions triadiques en périnatalité : le Jeu du Change / Jérôme Rime et Werner Stadlmayr - Observation des interactions dans les familles avec plusieurs enfants : le Jeu du Pique-Nique / France Frascarolo-Moutinot et Nicolas Favez - L'observation du coparentage dans les familles biparentales : influence du contexte et de l'âge de l'enfant / Regina Kuersten-Hogan et James P. McHale - LE DEVELOPPEMENT NORMATIF DE LA GROSSESSE A L'ECOLE : La capacité triangulaire du bébé : une illustration à l'aide de deux cas contrastés / Elisabeth Fivaz-Depeursinge et Nicolas Favez - L'alliance coparentale prénatale comme prédicteur des perceptions du coparentage au post-partum / Sarah J. Schappe-Sullivan, Claire M. Kamp Dush et Daniel J. Bower - L'évolution de l'alliance familiale et son impact sur l'enfant à l'âge de 5 ans : une étude longitudinale en Suisse / Nicolas Favez, France Frascarolo-Moutinot et Chloé Lavanchy Scaiola - L'évolution de l'alliance familiale et son impact sur l'enfant à l'âge de 4 ans : une étude longitudinale en Italie / Alessandra Simonelli, Mara Bighin et Francesca De Palo - LA THÉRAPIE AVEC LES TRIADES : Alliance familiale dans les troubles fonctionnels et du comportement du nourrisson : évaluation avant et après une intervention thérapeutique. Une étude exploratoire / Marie-Joëlle Hervé... et al. - Le Jeu Trilogique de Lausanne (LTP) en clinique : application dans le contexte d'interventions de soutien à la relation parents-enfants / Silvia Mazzoni et Anna Lubrano Lavadera - Les comportements relationnels de l'enfant comme porte d'entrée pour intervenir sur le système familial / Chloé Lavanchy Scaiola et Kaija Puura - Le Reflective Family Play : un traitement de la famille entière centré sur l'attachement et le système familial / Diane Philipp et Christie Hayos - APPLICATIONS SPECIFIQUES : Le coparentage comme construit universel caractérisant diverses formes familiales : avancées et perspectives / James McHale et Rahael Kurrien - Les alliances coparentales dans les familles lesboparentales / Salvatore D'Amore, Alessandra Simonelli et Marina Miscioscia - Alliance familiale entre père, mère et leur bébé conçu par fécondation in vitro / Joëlle Darwiche... et al. - CONCLUSION : Le bébé dans la triade précoce / Nicolas Pavez, France Frascarolo-Moutinot et Hervé Tissot