Priors Stabilizers and Basis Functions: From Regularization to Radial, Tensor and Additive Splines

We had previously shown that regularization principles lead to approximation schemes, as Radial Basis Functions, which are equivalent to networks with one layer of hidden units, called Regularization Networks. In this paper we show that regularization networks encompass a much broader range of approximation schemes, including many of the popular general additive models, Breiman's hinge functions and some forms of Projection Pursuit Regression. In the probabilistic interpretation of regularization, the different classes of basis functions correspond to different classes of prior probabilities on the approximating function spaces, and therefore to different types of smoothness assumptions. In the final part of the paper, we also show a relation between activation functions of the Gaussian and sigmoidal type.

From Regression to Classification in Support Vector Machines

We study the relation between support vector machines (SVMs) for regression (SVMR) and SVM for classification (SVMC). We show that for a given SVMC solution there exists a SVMR solution which is equivalent for a certain choice of the parameters. In particular our result is that for $epsilon$ sufficiently close to one, the optimal hyperplane and threshold for the SVMC problem with regularization parameter C_c are equal to (1-epsilon)^{- 1} times the optimal hyperplane and threshold for SVMR with regularization parameter C_r = (1-epsilon)C_c. A direct consequence of this result is that SVMC can be seen as a special case of SVMR.

Investigation of aspect ratio of hole drilling from micro to nanoscale via focused ion beam fine milling

Holes with different sizes from microscale to nanoscale were directly fabricated by focused ion beam (FIB) milling in this paper. Maximum aspect ratio of the fabricated holes can be 5:1 for the hole with large size with pure FIB milling, 10:1 for gas assistant etching, and 1:1 for the hole with size below 100 nm. A phenomenon of volume swell at the boundary of the hole was observed. The reason maybe due to the dose dependence of the effective sputter yield in low intensity Gaussian beam tail regions and redeposition. Different materials were used to investigate variation of the aspect ratio. The results show that for some special material, such as Ni-Be, the corresponding aspect ratio can reach 13.8:1 with Cl₂ assistant etching, but only 0.09:1 for Si(100) with single scan of the FIB.

From head to toe.'De la cabeza al dedo del pie'.

Unidad didáctica del área de lengua inglesa. Se presentan una serie de secuencias de actividades que posibilitan la utilización integrada de las diferentes dimensiones de la competencia en comunicación lingüística: hablar, escuchar, preguntar y contestar oralmente, leer y escribir. Se propone una progresión real de las tareas, situaciones de comunicación y tipologías textuales que van respondiendo a la evolución tanto de los intereses del alumnado como de sus necesidades de comunicación. La unidad se estructura en dos bloques: uno, referente al material del profesor con orientaciones para el desarrollo; y el otro, al del alumno, con actividades.

Data - From Bits to Databases

Slides based on Brookshear, augmented with a lot of simple material to encourage the students to understand binary numbers!

Abstraction: From Transistors to Computers and from Bits to Programs

Takes the Tanenbaum (Structured Computer Organisation) approach to show how application of successive levels of abstraction allow us to understand how computers are made from transitors and how they are programmed.

Contribution from neuropsychology to the study of semantic memory

Semantic memory has been studied from various fields. The first models emerged from cognitive psychology from the hand of the division proposed by Tulving between semantic and episodic memory. Over the past thirty years there have been parallel developments in the fields of psycholinguistics, cognitive psychology and cognitive neuropsychology. The present work is to review the contributions that have emerged within the neuropsychology to the study of semantic memory and to present an updated overview of the points of consensus. First, it is defined the term "semantics" conceptually within the field of neuropsychology. Then, there is a dichotomy that passes through both psychological and neuropsychological models on semantic memory: the existence of modals versus amodal representations. Third, there are  developed the main theoretical models in neuropsychology that emerged in an attempt to explain categoryspecific semantic deficits. Finally, more robust contributions and points that still generate some discussion are reviewed.

Evolution of analogical reasoning in children: follow-up from six to eleven years old

The aim of this study is to establish the time and period of development of Analogical Reasoning (AR) and evaluate its independence and performance with respect to the age. We performed a longitudinal cohort study of two age groups and six annual follow-up phases from each one (2000-2005, 2001-2006) in six to eleven years-old children in the city of Huanuco (Peru) with a sample of 167 children (first stage), and N=121 (sixth stage). The Raven’s progressive matrices test, coloured version, was applied individually without time limits. Results indicate that AR development occurs in a constant and late way from seven to eleven years-old children, and also that there is independence between the ability of AR and the children age. We discuss the importance of knowledge in the relationships between analogies topics, adjusted to the age, as a mediating factor in the development of AR.

Methodology for measuring the impact of mobile technology change from 2nd to 3th generation percerved by users of smes in Barranquilla

This article presents the results of a research project undertaken to obtain a Masters inBusiness Administration from the Business School at the Universidad del Norte, whosepurpose was to identify and test a methodology to measure the impact exerted by thechange from 2nd to 3rd generation mobile tech, based on the perception of users belongingto Barranquilla SME, motivated by the influence of technological changes in behavior andthe knowledge creation among society members, and the importance it has taken to thesurvival of organizations the adoption of applications for process automation, web-basedapplications, voice, data and video that allow the development of competitive advantages,based on information and creativity for new and better products or services.

The construction of plurinational territory. Bolivia from 1960 to 2010

As a result of a set of public policies and of the emergence of various social movements as of 1952 and especially in the years 1994 to 2006, Bolivia has known one of the most important processes of territorial restructuring and re organization of all its state structures. This article tackles the specific characteristics of the major transformations of the country in a period of more than 50 years; a period that led to the rise of what is now called the "Plurinational State of Bolivia". This is done by analyzing the most important effects of certain public policies implemented between 1950 and 2010.

From school to work. 'De la escuela al trabajo'.

Proyecto educativo indicado para el nivel de Educación Secundaria. El cuaderno propone conocer los vínculos entre la escuela y el mundo del trabajo para así facilitar la inserción laboral de los alumnos que acaban los estudios. Para ello se estructura en cinco fichas, que proponen a partir de unos objetivos a conseguir, unas actividades. Las fichas están orientadas a desarrollar la autoestima y la confianza en el alumnado. Este proyecto pone al alcance de los estudiantes unas herramientas básicas para enfrontarse al mundo laboral y les da la oportunidad de ponerlas en práctica, aunque sólo sea de manera fictícia.

Associative norms of 58 Spanish words for children from 8 to 13 years old. 'Normas asociativas para 58 palabras castellanas en una muestra de niños entre 8 y 13 años'.

Resumen tomado de la revista

From usable to useful assessment knowledge and evaluation. 'Del conocimiento utilizable al conocimiento útil en evaluación'.

Resumen tomado del autor

Teaching English to children : from practice to principle. 'Enseñando inglés a los niños : de la práctica a la teoría'.

El libro comprende un total de 22 artículos escritos por diversos autores acerca de la enseñanza del inglés en distintos países, intentando partir de la práctica para llegar a sus fundamentos teóricos. Va dirigido a los profesores de lengua inglesa y ofrece una visión general sobre las ideas y la práctica de la enseñanza del inglés a los niños. Incluye un estudio detallado de técnicas, metodología, diseño del currículo y programación a partir de la práctica. En los últimos capítulos hay una amplia introducción de los aspectos teóricos del tema.