SEQUENTIAL DECISIONS AND PREDICTIONS IN NATURAL LANGUAGE PROCESSING

Natural language processing has achieved great success in a wide range of ap- plications, producing both commercial language services and open-source language tools. However, most methods take a static or batch approach, assuming that the model has all information it needs and makes a one-time prediction. In this disser- tation, we study dynamic problems where the input comes in a sequence instead of all at once, and the output must be produced while the input is arriving. In these problems, predictions are often made based only on partial information. We see this dynamic setting in many real-time, interactive applications. These problems usually involve a trade-off between the amount of input received (cost) and the quality of the output prediction (accuracy). Therefore, the evaluation considers both objectives (e.g., plotting a Pareto curve). Our goal is to develop a formal understanding of sequential prediction and decision-making problems in natural language processing and to propose efficient solutions. Toward this end, we present meta-algorithms that take an existent batch model and produce a dynamic model to handle sequential inputs and outputs. Webuild our framework upon theories of Markov Decision Process (MDP), which allows learning to trade off competing objectives in a principled way. The main machine learning techniques we use are from imitation learning and reinforcement learning, and we advance current techniques to tackle problems arising in our settings. We evaluate our algorithm on a variety of applications, including dependency parsing, machine translation, and question answering. We show that our approach achieves a better cost-accuracy trade-off than the batch approach and heuristic-based decision- making approaches. We first propose a general framework for cost-sensitive prediction, where dif- ferent parts of the input come at different costs. We formulate a decision-making process that selects pieces of the input sequentially, and the selection is adaptive to each instance. Our approach is evaluated on both standard classification tasks and a structured prediction task (dependency parsing). We show that it achieves similar prediction quality to methods that use all input, while inducing a much smaller cost. Next, we extend the framework to problems where the input is revealed incremen- tally in a fixed order. We study two applications: simultaneous machine translation and quiz bowl (incremental text classification). We discuss challenges in this set- ting and show that adding domain knowledge eases the decision-making problem. A central theme throughout the chapters is an MDP formulation of a challenging problem with sequential input/output and trade-off decisions, accompanied by a learning algorithm that solves the MDP.

Arte, prazer e bisturi: construção corporal através da body modification

In view of a field research carried out by a team connected to the universe of body modification, it is possible to discern some uses and meanings linked to these forms of body interventions. Body modification or body change is part of the circuit of piercings and tattoos, although they are socially less thinned and more extreme, like scarifications, subcutaneous implants, bifurcated tongues, surfaces and body suspensions. The aim of this paper is to cast an anthropological glance on these practices, joining at the same context all the subjects involved with these techniques, placing them inside the same relational focus and capturing their journeys and trajectories. The discussions are concentrated on the notion of body building and urban life style. Ideas as personal distinctness and prestige imitation are also present in this universe, as well as matters attached to genre, pleasure, art, and to the so-called alternative circuit . This way, the ethnography so far presented here, reveals the complex and contemporaneous character of these practices of body markings in which the body appears as the central element in the experiences of the subjects of this study

The Effects of Instrumental Touching on Infant Pain Perception and the Effects of Eutectic Mixture of Local Anesthetics (EMLA) on the Reduction of Pain

Background: Premature infants, who have to spend the first week of their lives in neonatal intensive care units (NICUs), experience pain and stress in numerous cases, and they are exposed to many invasive interventions. The studies have shown that uncontrolled pain experienced during early life has negative and long-term side effects, such as distress, and such experiences negatively affect the development of the central nervous system Objectives: The purpose of the study was to examine the effects of touching on infant pain perception and the effects of eutectic mixture of local anesthetic (EMLA) on the reduction of pain. Patients and Methods: Data for the study were collected between March and August 2012 from the neonatal clinic of a university hospital located in eastern Turkey. The population of the study consisted of premature infants who were undergoing treatment, completed the first month and who were approved for Hepatitis B vaccine. The study consisted of two experimental groups and one control group. Information forms, intervention follow-up forms, and Premature Infant Pain Profile (PIPP) were used to collect the data. EMLA cream was applied on the vastus lateralis muscles of the first experimental group before the vaccination. The second experimental group was vaccinated by imitation (placebo), without a needle tip or medicine. Vaccination was carried out using instrumental touch in this group. A routine vaccination was applied in the control group. Results: Mean pain scores of the group to which EMLA was applied were lower in a statistically significant way (P < 0.05) compared to the pain scores of the other groups. Moreover, it was determined that even though invasive intervention was not applied to the newborns, the touching caused them to feel pain just as in the placebo group (P < 0.005). Conclusions: The results demonstrated that EMLA was an effective method for reducing pain in premature newborns, and the use of instrumental touch for invasive intervention stimulated the pain perception in the newborns.

‘‘Model age-based” and ‘‘copy when uncertain” biases in children’s social learning of a novel task

Theoretical models of social learning predict that individuals can benefit from using strategies that specify when and whom to copy. Here the interaction of two social learning strategies, model age-based biased copying and copy when uncertain, was investigated. Uncertainty was created via a systematic manipulation of demonstration efficacy (completeness) and efficiency (causal relevance of some actions). The participants, 4- to 6-year-old children (N = 140), viewed both an adult model and a child model, each of whom used a different tool on a novel task. They did so in a complete condition, a near-complete condition, a partial demonstration condition, or a no-demonstration condition. Half of the demonstrations in each condition incorporated causally irrelevant actions by the models. Social transmission was assessed by first responses but also through children’s continued fidelity, the hallmark of social traditions. Results revealed a bias to copy the child model both on first response and in continued interactions. Demonstration efficacy and efficiency did not affect choice of model at first response but did influence solution exploration across trials, with demonstrations containing causally irrelevant actions decreasing exploration of alternative methods. These results imply that uncertain environments can result in canalized social learning from specific classes of mode

Adaptive cultural transmission biases in children and nonhuman primates

Comparative and evolutionary developmental analyses seek to discover the similarities and differences between humans and non-human species that illuminate both the evolutionary foundations of our nature that we share with other animals, and the distinctive characteristics that make human development unique. As our closest animal relatives, with whom we last shared common ancestry, non-human primates have beenparticularly important in this endeavour. Such studies that have focused on social learning, traditions, and culture have discovered much about the ‘how’ of social learning, concerned with key underlying processes such as imitation and emulation. One of the core discoveries is that the adaptive adjustment of social learning options to different contexts is not unique to human infants, therefore multiple new strands of research have begun to focus on more subtle questions about when, from whom, and why such learning occurs. Here we review illustrative studies on both human infants and young children and on non-human primates to identify the similarities shared more broadly across the primate order, and the apparent specialisms that distinguish human development. Adaptive biases in social learning discussed include those modulated by task comprehension, experience, conformity to majorities, and the age, skill, proficiency and familiarity of potential alternative cultural models.

Role of 17β-Hydroxysteroid Dehydrogenase Type 5 in Breast Cancer Studied by Intracrinology

Dans cette thèse, je présente une étude (1) du rôle de la 17β-HSD5 dans la modulation des taux d’hormones et dans la prolifération, et l’impact de l’expression de la 17β-HSD5 sur d’autres protéines de BC cellules; (2) une étude comparative sur trois enzymes (17β-HSD1, 17β-HSD7 et 3α-HSD3) avec la provision de DHEA et ses substrats directes soit l’E1 ou la DHT. Les principaux résultats obtenus dans cette étude sont les suivants: (1) en utilisant l’ARN d’interférence de la 17β-HSD5, des immunodosages enzymatiques et des tests de prolifération de cellules démontrent que l’expression de la 17β-HSD5 est positivement corrélée à un niveau de T et de DHT dans les BCC, mais négativement corrélée pour l’E2 et la prolifération des cellules de BC (2) les analyses quantitatives de PCR en temps réel et de Western blot ont démontré que l’inhibition de l’expression de la 17β-HSD5 régule à la hausse l’expression de l’aromatase dans les cellules MCF-7. (3) L’analyse d’ELISA de la prostaglandine E2 a vérifié que l’expression accrue de l’aromatase a été modulée par des niveaux élevés de PGE2 après l’inactivation de l’expression du gène de la 17β-HSD5. (4) Le test de cicatrisation a montré que l’inactivation de l’expression du gène de la 17β-HSD5 favorise l’augmentation de la migration cellulaire. (5) L’expression du gène 17β-HSD5 dans des échantillons cliniques, à partir de l’analyse de base de données ONCOMINE, a montré que sa plus faible expression a été corrélée avec le statut de l’HER-2 et de la métastase de la tumeur. (6) Les données protéomiques révèlent également que des protéines impliquées dans les voies métaboliques sont fortement exprimées dans les cellules MCF-7 après l’inactivation de l’expression du gène de la 17β-HSD5. (7) L’étude n’a démontré aucune différence dans la fonction biologique de la 17β-HSD1 et de la 17β-HSD7 lorsqu’elles sont cultivées avec différentes stéroïdes: tel que les niveaux de stéroides, la prolifération cellulaire et les protéines régulées. (8) Toutefois, la supplémentation du milieu de culture se révèle avoir un impact marqué sur l’étude de la 3α-HSD3. (9). Nous avons proposé que l’utilisation de la DHEA comme source d’hormone puisse entraîner une meilleure imitation des conditions physiologiques post-ménopausales en culture cellulaire selon l’intracrinologie.

Impacto del Programa de Alimentación Escolar en el Trabajo Infantil: Una aproximación desde la toma de decisiones familiares

Esta investigación analiza el impacto del Programa de Alimentación Escolar en el trabajo infantil en Colombia a través de varias técnicas de evaluación de impacto que incluyen emparejamiento simple, emparejamiento genético y emparejamiento con reducción de sesgo. En particular, se encuentra que este programa disminuye la probabilidad de que los escolares trabajen alrededor de un 4%. Además, se explora que el trabajo infantil se reduce gracias a que el programa aumenta la seguridad alimentaria, lo que consecuentemente cambia las decisiones de los hogares y anula la carga laboral en los infantes. Son numerosos los avances en primera infancia llevados a cabo por el Estado, sin embargo, estos resultados sirven de base para construir un marco conceptual en el que se deben rescatar y promover las políticas públicas alimentarias en toda la edad escolar.

La comunicación política en la administración de Gustavo Petro 2012-2014

El objetivo central de esta tesis es analizar cómo ha sido la comunicación política de la administración de Gustavo Petro entre 2012 y 2014, determinando el nivel de democratización presente en esta. Desde sus inicios, la alcaldía de Gustavo Petro mostro una gran preocupación por el ámbito de comunicación, sin embargo, como se puede ver en el plan de desarrollo, le apunta a una comunicación participativa en donde la ciudadanía haga parte de la construcción, diseño e implementación de los programas de gobierno. Por lo tanto se parte de la hipótesis de que la comunicación política durante esta administración ha sido democrática en tanto que ha permitido hacer partícipe a la ciudadanía de su propio desarrollo, a través del dialogo constante. Lo anterior será visto desde una perspectiva teórica sobre la comunicación política democrática, para lo cual las variables direccionalidad y centralidad serán claves.

Una mirada al fenómeno de la violencia escolar en Costa Rica

In the current context of education, parents, students, teachers, media and other sectors of Costa Rican society, express concern about the problem of school violence, a social phenomenon that has been increasing in recent years. Its manifestations are perceived by means of abuse behavior, intimidation, verbal or physical abuse among youth, which are constructed through cultural practices. Therefore, to understand this problem, reflection about possible causes is in order, taking into account the context in which social interaction is developed in each school. Some of the manifestations of violence are rooted in the family, the community, the imitation of the behavioral patterns, and the influence of mass media. Moreover, these behaviors are reinforced by the current curriculum model, generating resistance to institutional rules.

La identidad nacional en tiempos de globalización

The national identity is a historical and geographical process; it is also dynamic and it is constantly transforming, in other words it is: a subject of change. It is constructed by individuals and different social groups who are born or live in a territory with a homogenizing ideological discourse and a reproducer of an imaginary national and, moreover, the cultural influence is expressed by the interrelationships among other countries, which have been accelerated by the phenomenon of globalization. This last aspect has a profound impact not only in the economic field, but also when sharing information, ideas, values and behaviors that are assimilated by people through behaviors, symbols and meanings that are related to the imitation of foreign cultural models. But there is one point in common in the context of this essay and it is to understand that we are in an evolutionary, dynamic and complex process that is part of the socialization processes that link the daily practices of individuals, through the diversity and cultural exchange.