Modeling the Dynamics of Online Learning Activity

People are increasingly relying on the Web and social media to find solutions to their problems in a wide range of domains. In this online setting, closely related problems often lead to the same characteristic learning pattern, in which people sharing these problems visit related pieces of information, perform almost identical queries or, more generally, take a series of similar actions. In this paper, we introduce a novel modeling framework for clustering continuous-time grouped streaming data, the hierarchical Dirichlet Hawkes process (HDHP), which allows us to automatically uncover a wide variety of learning patterns from detailed traces of learning activity. Our model allows for efficient inference, scaling to millions of actions taken by thousands of users. Experiments on real data gathered from Stack Overflow reveal that our framework can recover meaningful learning patterns in terms of both content and temporal dynamics, as well as accurately track users' interests and goals over time

Modeling the Dynamics of Online Learning Activity

People are increasingly relying on the Web and social media to find solutions to their problems in a wide range of domains. In this online setting, closely related problems often lead to the same characteristic learning pattern, in which people sharing these problems visit related pieces of information, perform almost identical queries or, more generally, take a series of similar actions. In this paper, we introduce a novel modeling framework for clustering continuous-time grouped streaming data, the hierarchical Dirichlet Hawkes process (HDHP), which allows us to automatically uncover a wide variety of learning patterns from detailed traces of learning activity. Our model allows for efficient inference, scaling to millions of actions taken by thousands of users. Experiments on real data gathered from Stack Overflow reveal that our framework can recover meaningful learning patterns in terms of both content and temporal dynamics, as well as accurately track users' interests and goals over time

Collective secondary cremation in a pit grave: a unique funerary context in Portuguese Chalcolithic burial practices

Perdigões is a large site with a set of ditched enclosures located at Reguengos de Monsaraz, Alentejo, South Portugal. Recently at the central area of this site burnt human remains were found in a pit (#16). This structure had inside human remains, animal bones (namely pig, sheep or goat, cattle, dog, deer and rabbit), shards, ivory idols and arrowheads. All have been subjected to fire and later deposited in that pit, resulting in a secondary disposal of human bones. The recovered fragmented human bones (4845.18 g) correspond to a minimal number of 9 individuals: 6 adults and 3 sub-adults. The aim of this work is to document and interpret this funerary context based on the study of the recovered human remains. For that purpose, observations of all alterations due to fire, such as colour change and type of bone distortion, as well as anthropological data were collected. The data obtained suggest that these human remains were probably intentionally cremated, carefully collected and finally deposited in this pit. The cremation was conducted on probably complete corpses, some of them still fairly fresh and fleshed, as some bones presented thumbnail fractures. The collective cremation of the pit 16 represents an unprecedented funerary context for Portuguese, and Iberian Peninsula, Chalcolithic burial practices. Moreover, it is an example of the increasing diversity of mortuary practices of Chalcolithic human populations described in present Portuguese territory, as well as, in the Iberian Peninsula.O recinto dos Perdigões, localizado em Reguengos de Monsaraz, no sul de Portugal, tem revelado desde 1997 diversos contextos funerários do Neolítico final e Calcolítico. Na sua área central foi identificado uma fossa (16), contendo restos ósseos humanos, cerâmica e fauna diversa. A respectiva escavação veio revelar tratar-se de um depósito secundário correspondendo ao despejo de restos de ossos humanos cremados, restos faunísticos (porco, ovelha ou cabra, vaca, cão, cervo e coelho) e cerca de meia centena de pontas de seta e fragmentos de ídolos em marfim, material que se apresentava também intensamente queimado. Neste trabalho serão apresentados os resultados do estudo laboratorial dos restos ósseos humanos. Este revelou que todo o espólio ósseo humano (4845.18 gr) esteve sujeito à acção de fogo, de diversa intensidade. Predominam os vestígios ósseos sujeitos a altas temperaturas (> 900°), revelado pelas alterações registadas em termos de cor, tipo de fracturas e deformações. Este espólio terá pertencido a um mínimo de 9 indivíduos, 3 dos quais faleceram antes de atingir a idade adulta. A fossa 16, um contexto secundário e colectivo de cremação representa um contexto funerário único do Calcolítico Português, bem como de toda a Península Ibérica. Constitui mais um exemplo da crescente diversidade de práticas funerárias descritas para esta região da Europa

Integration and segregation across large-scale intrinsic brain networks as a marker of sustained attention and task-unrelated thought

Sustained attention is a fundamental cognitive process that can be decoupled from distinct external events, and instead emerges from ongoing intrinsic large-scale network interdependencies fluctuating over seconds to minutes. Lapses of sustained attention are commonly associated with the subjective experience of mind wandering and task-unrelated thoughts. Little is known about how fluctuations in information processing underpin sustained attention, nor how mind wandering undermines this information processing. To overcome this, we used fMRI to investigate brain activity during subjects’ performance (n=29) of a cognitive task that was optimized to detect and isolate continuous fluctuations in both sustained attention (via motor responses) and task-unrelated thought (via subjective reports). We then investigated sustained attention with respect to global attributes of communication throughout the functional architecture, i.e., by the segregation and integration of information processing across large scale-networks. Further, we determined how task-unrelated thoughts related to these global information processing markers of sustained attention. The results show that optimal states of sustained attention favor both enhanced segregation and reduced integration of information processing in several task-related large-scale cortical systems with concurrent reduced segregation and enhanced integration in the auditory and sensorimotor systems. Higher degree of mind wandering was associated with losses of the favored segregation and integration of specific subsystems in our sustained attention model. Taken together, we demonstrate that intrinsic ongoing neural fluctuations are characterized by two converging communication modes throughout the global functional architecture, which give rise to optimal and suboptimal attention states. We discuss how these results might potentially serve as neural markers for clinically abnormal attention

Primera valoración genética Blup en el caballo trotador español

Tras la aprobación del Esquema de Selección específico para el Caballo Trotador Español (l de septiembre de 2005), se ha realizado la primera Valoración Genética para carreras de trote con metodología BLUP modelo animal en España, en base a los resullados deportivos obtenidos por los animales de esta raza en 4.180 carreras celebradas durante los años 2003-2005. Trabajando con un total de 42.993 registros de participación pertenecientes a 1.580 animales (832 machos, 593 hembras y 155 castrados), se estimaron los parámetros genéticos y los valores de cría para los tres caracteres seleccionados: ganancias anuales (GA), mejor tiempo anual (MTPA) y porcentaje de puestos clasificado entre el primero y el cuarto (PPC). El modelo genético-estadístico empleado incluye el sexo del animal, el año de nacimiento, el año de carrera y el número de participaciones registradas cada año (covariable de GA) como efectos fijos; y el efecto aditivo directo y el efecto ambiental permanente como factores aleatorios

The preburning condition of Chalcolithic cremated human remains from the Perdigoes enclosures (Portugal)

The Iberian Chalcolithic displayed a remarkable variety of funerary practices, which has been related to interpopulation differences, intrapopulation social-cultural differences, and complex multistage funerary rituals. Perdigoes, a Chalcolithic set of ditched enclosures, reflects such diversity including a wide array of funerary practices. Among those practices is cremation, which, despite relatively rare, is represented in different structures in Perdigoes. One of these structures (Pit 40) presents an unparalleled high minimum number of individuals (n = 240), contrasting with nearby and coeval structures. In this study, we analyse heat-induced bone changes and other archaeothanatological variables to tentatively assess the preburning condition of the human remains. The results of Pit 40 are also compared with other comparable contexts to assess if this unique context presents further funerary differences relative to those other contexts in, for example, body processing. Our results suggest preferential cremation of fleshed human remains, but burning of at least a minority of skeletonised remains and deposition of possibly unburned remains also likely occurred. Body processing appears to be comparable with that of the cremation contexts of Perdigoes but contrasts with that of another nearby context (Dolmen of Olival da Pega 2b) in which burned bones were also found.Portuguese Foundation for Science and TechnologyPortuguese Foundation for Science and Technology [PEst-OE/SADG/UI0283/2013, POCI-01-0145-FEDER-016766, PTDC/EPH-ARQ/0798/2014, PTDC/IVC-ANT/1201/2014, SFRH/BPD/84268/2012]info:eu-repo/semantics/publishedVersio

Análisis de los factores genéticos y ambientales con influencia en la circunferencia escrotal en el vacuno de carne de Raza Retinta

De los caracteres del vacuno de carne, los relacionados con la eficiencia reproductiva han sido considerados de una importancia fundamental. Dentro de éstos, cabe destacar la CE, parámetro correlacionado positivamente con las características cualitativas y cuantitativas del semen, asl como asociado a parámetros reproductivos en hembras (precocidad sexual y fertilidad). En este trabaja se ha estudiado la CE desde distintos aspectos como los factores ambientales que le influyen, su evolución a lo largo del tiempo, el cálculo del parámetro genético de la heredabilidad y las relaciones con otras variables como el peso vivo del animal. Para ello, se realizaron 1.020 mediciones en 281 animales pertenencientes a 20 ganaderías del núcleo de Control del plan de mejora de esta raza. la media obtenida para la circunferencia escrotal fue de 30,66 ± 0, 166 (CV. = 17,3%)y 34,38 ± 0, 140 (C.V.= 9, 1%) para an ima les de un año de edad, y la heredabilidad estimada para este carácter de 0,36. El peso vivo, y en segundo lugar la edad, fueron las dos variables con mayor influencia en la circunferencia escrotal en esta raza. Otros factores ambientales a tener en cuenta en los análisis genéticos de esta variable son la ganadería y año -estación de medida-, cuyo efecto se ha mostrado altamente significativo. Así si bien la curva de crecimiento de la CE que mejor se ajusta al intervalo de crecimiento analizado fue la logistítica 2, a efectos prácticos de tipificac ión al año, consideramos que la curva polinómica de segundo grado da un ajuste equivalente, permitienndo una mayor simplificación de los cálculos necesarios para su aplicación en un plan de mejora

Bioliquids and their use in power generation - a technology review

The first EU Renewable Energy Directive (RED) served as an effective push for world-wide research efforts on biofuels and bioliquids, i.e. liquid fuels for energy purposes other than for transport, including electricity, heating, and cooling, which are produced from biomass. In December 2018 the new RED II was published in the Official Journal of the European Union. Therefore, it is now the right time to provide a comprehensive overview of achievements and practices that were developed within the current perspective. To comply with this objective, the present study focuses on a comprehensive and systematic technical evaluation of all key aspects of the different distributed energy generation pathways using bioliquids in reciprocating engines and micro gas turbines that were overseen by these EU actions. Methodologically, the study originates from the analyses of feedstock and fuel processing technologies, which decisively influence fuel properties. The study systematically and holistically highlights the utilisation of these bioliquids in terms of fuel property specific challenges, required engine adaptations, and equipment durability, culminating in analyses of engine performance and emissions. In addition, innovative proposals and future opportunities for further technical improvements in the whole production-consumption cycle are presented, thus serving as a guideline for upcoming research and development activities in the fast-growing area of bioliquids. Additionally, the paper systematically addresses opportunities for the utilisation of waste streams, emerging from the ever increasing circular use of materials and resources. With this, the present review provides the sorely needed link between past efforts, oriented towards the exploitation of bio-based resources for power generation, and the very recent zero-waste oriented society that will require a realistic exploitation plan for residuals originating from intensive material looping

Zinc and other metals deficiencies and risk of type 1 diabetes: an ecological study in the high risk Sardinia island

Type 1 diabetes incidence presents a decreasing gradient in Europe from the Nordic countries to the Mediterranean ones. Exception to this gradient is represented by Sardinia, the second largest Mediterranean island whose population shows the highest incidence in Europe, after Finland. The genetic features of this population have created a fertile ground for the epidemic of the disease, however, as well as being strikingly high, the incidence rate has suddenly presented a continuous increase from the '50s, not explainable by accumulation of new genetic variants. Several environmental factors have been taken into account, possibly interacting with the genetic/epigenetic scenario, but there are no strong evidences to date