Spoken document representations for probabilistic retrieval

This paper presents some developments in query expansion and document representation of our spoken document retrieval system and shows how various retrieval techniques affect performance for different sets of transcriptions derived from a common speech source. Modifications of the document representation are used, which combine several techniques for query expansion, knowledge-based on one hand and statistics-based on the other. Taken together, these techniques can improve Average Precision by over 19% relative to a system similar to that which we presented at TREC-7. These new experiments have also confirmed that the degradation of Average Precision due to a word error rate (WER) of 25% is quite small (3.7% relative) and can be reduced to almost zero (0.2% relative). The overall improvement of the retrieval system can also be observed for seven different sets of transcriptions from different recognition engines with a WER ranging from 24.8% to 61.5%. We hope to repeat these experiments when larger document collections become available, in order to evaluate the scalability of these techniques.

Extracting and exploiting word relationships for information retrieval

Thèse numérisée par la Division de la gestion de documents et des archives de l'Université de Montréal

Al Este del Retiro

La zona de Madrid al Este del Retiro ha estado indefectiblemente condicionada en su tardío desarrollo urbano por su posición a espaldas del Real Sitio. La construcción hacia 1640 de las tapias que rodeaban los reales jardines transformó la red de caminos que partían hacia oriente, aisló los terrenos ubicados más al Este de la ciudad, con la que ya sólo se podrían comunicar por las carreteras de Aragón y Valencia, y condenó las expectativas de desarrollo urbano reduciendo los precios de las propiedades, lo cual determinó durante décadas los usos y la arquitectura de la zona. El Anteproyecto de Ensanche de Carlos María de Castro constituye el germen a partir del cual, durante un lento proceso de casi cien años, fue configurándose la ciudad que hoy conocemos. La identificación en el Archivo de Villa del primer plano general del Ensanche trazado por Castro, del cual anteriores trabajos advirtieron de su existencia aunque se desconocía su localización, es la principal aportación de esta investigación. Por un lado, este primer plano general del Ensanche manuscrito es, por sí mismo, un documento de indudable importancia en la historia del urbanismo madrileño. En segundo lugar, el análisis de su contenido arroja nueva luz sobre la propuesta original de Castro, parcialmente censurada por la Dirección General de Obras Públicas antes de la aprobación del plan en 1860. Especialmente en lo referente a la zona de Madrid al Este del Retiro, proyectada como barrio obrero del Ensanche, este documento ha aportado un enfoque desconocido hasta ahora sobre el paisaje urbano concebido por Castro para la más ambiciosa propuesta planteada en mucho tiempo al problema de la vivienda obrera. Finalmente, el análisis de la factura del plano revela la superposición de varias capas de dibujo, evidenciando que durante un tiempo fue un documento vivo, utilizado como plano de trabajo por el equipo de Castro durante aproximadamente diez años, hasta la destitución del ingeniero en 1868. Posteriores análisis del plano sobre otros ámbitos de la ciudad arrojarán sin duda nuevos datos sobre el proceso proyectual del conjunto del Ensanche. Pero la dinámica de lo real, sintetizable en múltiples factores de índole social, económica y legislativa, transformó durante las primeras décadas de andadura del Ensanche la ciudad proyectada por Castro al Este del Retiro. El dibujo de la ciudad, entendido como herramienta de análisis y empleado con éxito en trabajos de investigación realizados por otros autores en la misma línea, ha permitido deducir la reconstitución gráfica del estado de la ciudad en diferentes momentos singulares del desarrollo urbanístico de la zona, así como de la propuesta original de barrio obrero de Castro. No hay que olvidar que, a pesar del escaso interés que suscitaba entre los inversores inmobiliarios el ámbito geográfico de estudio de esta tesis, fue objeto, durante casi un siglo, de numerosas propuestas de ordenación y urbanización que, aunque no llegaron a materializarse, fueron configurando una suerte de desarrollo virtual de la ciudad paralelo al devenir de la realidad. De esta forma, el dibujo se constituye en esta tesis como fuente de información, herramienta de pensamiento y resultado de la investigación en sí mismo, ilustrando y contribuyendo al mejor conocimiento de la forma urbana. ABSTRACT The area of Madrid to the East of the Retiro has been inevitably conditioned in its late urban development by its position behind the Royal Site. The construction of the walls surrounding the royal gardens around 1640 transformed the network of roads departing eastward, isolated land located to the East of the city, with which already only could communicate by roads of Aragon and Valencia, condemned the expectations of urban development by reducing the prices of the properties, and determined for decades uses and architecture of the area. The Carlos María de Castro preliminary design of City Expansion is the germ from which, during a slow process of almost one hundred years, the city which we know today was setting up. The discovery in the City Archive of the City Expansion first drawing traced by Castro, which previous investigations warned of its existence although its location was unknown, is the main contribution of this research. Firstly, this hand drawn general plan of the city expansion is by itself a document of undoubted importance in the history of Madrid urbanism. Secondly, the analysis of its content sheds new light on Castro´s original proposal, partially censored by the Dirección General de Obras Públicas before the approval of the plan in 1860. Especially concerning the area of Madrid to the East of the Retiro, projected as a workingclass district of the City Expansion, this document has provided an unknown up to now approach on the urban landscape designed by Castro for the more ambitious proposal put forward in a long time to the problem of worker housing. Finally, analysis of hand drawn plan reveals the superposition of several layers of drawing, demonstrating that for a time it was a living document, used as a work plan by the Castro team for approximately ten years, until the dismissal of the engineer in 1868. Subsequent analysis of the drawing on other areas of the city will have no doubt new data on the design process of the whole City Expansion. But the dynamics of reality, synthesizable on multiple factors in social, economic and legislative, transformed during the first decades of existence of the City Expansion designed by Castro to the East of the Retiro. Drawing of the city, understood as a tool of analysis and used successfully in research works done by other authors on the same line, has allowed to deduct graphic reconstitution of the city status in different and singular moments in the urban development of the area, as well as the original Castro´s proposal of working-class district. It should not be forgotten that, despite the lack of interest which raised among investors the geographic scope of this thesis study, it was the object, for nearly a century, of numerous proposals for urbanization which, although they didn´t materialize, were setting up a sort of virtual development of the city parallel to the becoming of the reality. In this way, drawing is used in the thesis as a source of information, tool of thought and outcome of the research itself, illustrating and contributing to a better understanding of urban form.

La Ordenación del Territorio en las Ciudades Globales Europeas: El caso de Madrid

En la Comunidad de Madrid el modelo de ocupación del territorio en las dos últimas décadas ha obedecido a factores de oferta del mercado y no a las necesidades de la población, ello provoca un consumo de suelo y de recursos que conducen a una sobrexplotación insostenible. Las metrópolis globales están experimentando rápidas e intensas transformaciones, basadas en los paradigmas emergentes de la globalización, la gobernanza, la metropolizacion y la dispersión de las actividades en el territorio y a través de ellos se abordan los planes de Londres, París y las tentativas de Madrid. La globalización provoca la pérdida de soberanía de las administraciones publicas y la competitividad entre las ciudades globales en Europa, Londres, Paris y Madrid, son centros de poder, de concentración y crecimiento donde se produce la dualización del espacio y donde la desigualdad participa de la restructuración urbana, concentración de pobreza frente a espacios de la nueva clase emergente en donde dominan los sectores de servicios y las tecnologías de la información. Frente al desarrollo urbano neoliberal de regulación a través del mercado y basada en criterios de eficiencia de la Nueva Gestión Pública, se vislumbra la posibilidad de que la sociedad se administre a si misma por medio de acciones voluntarias y responsables que promuevan los intereses colectivos mediante el reconocimiento de su propia identidad, introduciendo el concepto de gobernanza. Frente, a la explotación del territorio por parte de la sociedad extractiva que genera corrupcion, se propone un modelo de cooperación público-privada basado en la confianza mutua, un marco regulador estable, la transparencia y la información a cuyo flujo más homogéneo contribuirán sin duda las TICs. En todo este proceso, las regiones metropolitanas en Europa se erigen como motores del crecimiento, donde los límites administrativos son superados, en un territorio cada vez más extendido y donde los gobiernos locales tienen que organizarse mediante un proceso de cooperación en la provisión de servicios que ayuden a evitar los desequilibrios territoriales. El fenómeno de la dispersión urbana en desarrollos de baja densidad, los centros comerciales periféricos, la expulsión hacia la periferia de las actividades de menor valor añadido y la concentración de funciones directivas en el centro, conducen a una fragmentación del territorio en islas dependientes del automóvil y a procesos de exclusión social por la huida de las rentas altas y la expulsión de las rentas bajas de los centros urbanos. Se crean fragmentos monofuncionales y discontinuos, apoyados en las autovías, lugares carentes de identidad y generadores de despilfarro de recursos y una falta de sostenibilidad ambiental, económica y social. El estudio de la cultura de la planificación en Europa ayuda a comprender los diferentes enfoques en la ordenación del territorio y el proceso de convergencia entre las diferentes regiones. Los documentos de la UE se basan en la necesidad de la competitividad para el crecimiento europeo y la cohesión social y en relación al territorio en los desarrollos policéntricos, la resolución del dualismo campo-ciudad, el acceso equilibrado a las infraestructuras, la gestión prudente de la naturaleza, el patrimonio y el fomento de la identidad. Se proponen dos niveles de estudio uno actual, los últimos planes de Londres y Paris y el otro la evolución de las tentativas de planes en la Región madrileña siempre en relación a los paradigmas emergentes señalados y su reflejo en los documentos. El Plan de Londres es estratégico, con una visión a largo plazo, donde se confiere un gran interés al proceso, al papel del alcalde como líder y su adaptación a las circunstancias cambiantes, sujeto a las incertidumbres de una ciudad global. El desarrollo del mismo se concibe a través de la colaboración y cooperación entre las administraciones y actores. La estructura del documento es flexible, establece orientaciones y guías indicativas, para la redacción de los planes locales, no siendo las mismas vinculantes y con escasa representación grafica. El Plan de París es más un plan físico, similar al de otros centros europeos, trabaja sobre los sectores y sobre los territorios, con información extensa, con características de “Plan Latino” por la fuerza de la expresión gráfica, pero al mismo tiempo contiene una visión estratégica. Es vinculante en sus determinaciones y normativas, se plantea fomentar, pero también prohibir. Ambos planes tratan la competitividad internacional de sus centros urbanos, la igualdad social, la inclusión de todos los grupos sociales y la vivienda como una cuestión de dignidad humana. Londres plantea la gobernanza como cooperación entre sector público-privado y la necesaria cooperación con las regiones limítrofes, en París las relaciones están más institucionalizadas resaltando la colaboración vertical entre administraciones. Ambos plantean la densificación de nodos servidos por transporte público, modos blandos y el uso los TODs y la preservación de la infraestructura verde jerarquizada, la potenciación de la red azul y la mejora del paisaje de las periferias. En las “tentativas” de planes territoriales de Madrid se constata que estuvieron sujetas a los ciclos económicos. El primer Documento las DOT del año 1984, no planteaba crecimiento, ni económico ni demográfico, a medio plazo y por ello no proponía una modificación del modelo radio concéntrico. Se trataba de un Plan rígido volcado en la recuperación del medio rural, de la ciudad, el dimensionamiento de los crecimientos en función de las dotaciones e infraestructuras existentes. Aboga por la intervención de la administración pública y la promoción del pequeño comercio. Destaca el desequilibrio social en función de la renta, la marginación de determinados grupos sociales, el desequilibrio residencia/empleo y la excesiva densidad. Incide en la necesidad de viviendas para los más desfavorecidos mediante el alquiler, la promoción suelo público y la promoción del ferrocarril para dar accesibilidad al espacio central. Aboga por el equipamiento de proximidad y de pequeño tamaño, el tratamiento paisajístico de los límites urbanos de los núcleos y el control de las actividades ilegales señalando orientaciones para el planeamiento urbano. Las Estrategias (1989) contienen una visión: la modificación del modelo territorial, mediante la intervención pública a través de proyectos. Plantea la reestructuración económica del territorio, la reconversión del aparato productivo, la deslocalización de actividades de escaso valor añadido y una mayor ubicuidad de la actividad económica. Incide en la difusión de la centralidad hacia el territorio del sur, equilibrándolo con el norte, tratando de recomponer empleo y residencia, integrando al desarrollo económico las periferias entre sí y con el centro. Las actuaciones de transporte consolidarían las actuaciones, modificando el modelo radio concéntrico facilitando la movilidad mediante la red de cercanías y la intermodalidad. El plan se basaba en el liderazgo del Consejero, no integrando sectores como el medio ambiente, ni estableciendo un documento de seguimiento de las actuaciones que evaluara los efectos de las políticas y su aportación al equilibrio territorial, a través de los proyectos realizados. El Documento Preparatorio de las Bases (1995), es más de un compendio o plan de planes, recoge análisis y propuestas de los documentos anteriores y de planes sectoriales de otros departamentos. Presenta una doble estructura: un plan físico integrador clásico, que abarca los sectores y territorios, y recoge las Estrategias previas añadiendo puntos fuertes, como el malestar urbano y la rehabilitación el centro. Plantea la consecución del equilibrio ambiental mediante el crecimiento de las ciudades existentes, la vertebración territorial basada en la movilidad y en la potenciación de nuevas centralidades, la mejora de la habitabilidad y rehabilitación integral del Centro Urbano de Madrid, y la modernización del tejido productivo existente. No existe una idea-fuerza que aglutine todo el documento, parte del reconocimiento de un modelo existente concentrado y congestivo, un centro urbano dual y dos periferias al este y sur con un declive urbano y obsolescencia productiva y al oeste y norte con una dispersión que amenaza al equilibrio medioambiental. Señala como aspectos relevantes, la creciente polarización y segregación social, la deslocalización industrial, la aparición de las actividades de servicios a las empresas instaladas en las áreas metropolitanas, y la dispersión de las actividades económicas en el territorio por la banalización del uso del automóvil. Se plantea el reto de hacer ciudad de la extensión suburbana y su conexión con el sistema metropolitano, mediante una red de ciudades integrada y complementaria, en búsqueda de un mayor equilibrio y solidaridad territorial. Las Bases del PRET (1997) tenían como propósito iniciar el proceso de concertación en que debe basarse la elaboración del Plan. Parte de la ciudad mediterránea compacta, y diversa, y de la necesidad de que las actividades económicas, los servicios y la residencia estén en proximidad, resolviéndolo mediante una potente red de transporte público que permitiese una accesibilidad integrada al territorio. El flujo de residencia hacia la periferia, con un modelo ajeno de vivienda unifamiliar y la concentración del empleo en el centro producen desequilibrio territorial. Madrid manifiesta siempre apostó por la densificación del espacio central urbanizado, produciendo su congestión, frente al desarrollo de nuevos suelos que permitieran su expansión territorial. Precisa que es necesario preservar los valores de centralidad de Madrid, como generador de riqueza, canalizando toda aquella demanda de centralidad, hacia espacios más periféricos. El problema de la vivienda no lo ve solo como social, sino como económico, debido a la pérdida de empleos que supone su paralización. Observa ya los crecimientos residenciales en el borde de la region por el menor valor del suelo. Plantea como la política de oferta ha dado lugar a un modelo de crecimiento fragmentado, desequilibrado, desestructurado, con fuertes déficits dotacionales y de equipamiento, que inciden en la segregación espacial de las rentas, agravando el proceso de falta de identidad morfológica y de desarraigo de los valores urbanos. El plan señalaba que la presión sobre el territorio creaba su densificación por las limitaciones de espacio, Incidía en limitar el peso de la intervención pública, no planteando propuestas de cooperación público-privado. La mayor incoherencia estriba en que los objetivos eran innovadores y coinciden en su mayoría con las propuestas estudiadas de Londres o Paris, pero se intentan implementar a través de un cambio hacia un modelo reticulado homogéneo, expansivo sobre el territorio, que supone un consumo de suelo y de infraestructuras para solucionar un problema inexistente, la gestión de la densidad. Durante las dos últimas décadas en ausencia de un plan regional, la postura neoliberal fue la de un exclusivo control de legalidad del planeamiento, los municipios entraron en un proceso de competencia para aprovechar las iniciales ventajas económicas de los crecimientos detectados, que proporcionaban una base económica “sólida” a unos municipios con escasos recursos en sus presupuestos municipales. La legislación se modifica a requerimiento de grupos interesados, no existiendo un marco estable. Se pierde la figura del plan no solo a nivel regional, si no en los sectores y el planeamiento municipal donde los municipios tiende a basarse en modificaciones puntuales con la subsiguiente pérdida del modelo urbanístico. La protección ambiental se estructura mediante un extenso nivel de figuras, con diversidad de competencias que impide su efectiva protección y control. Este proceso produce un despilfarro en la ocupación del suelo, apoyada en las infraestructuras viarias, y un crecimiento disperso y de baja densidad, cada vez más periférico, produciéndose una segmentación social por dualización del espacio en función de niveles de renta. Al amparo del boom inmobiliario, se produce una falta de política social de vivienda pública, más basada en la dinamización del mercado con producción de viviendas para rentas medias que en políticas de alquiler para determinados grupos concentrándose estas en los barrios desfavorecidos y en la periferia sur. Se produce un incremento de la vivienda unifamiliar, muchas veces amparada en políticas públicas, la misma se localiza en el oeste principalmente, en espacios de valor como el entorno del Guadarrama o con viviendas más baratas por la popularización de la tipología en la frontera de la Región. El territorio se especializa a modo de islas monofuncionales, las actividades financieras y de servicios avanzados a las empresas se localizan en el norte y oeste próximo, se pierde actividad industrial que se dispersa más al sur, muchas veces fuera de la región. Se incrementan los grandes centros comerciales colgados de las autovías y sin población en su entorno. Todo este proceso ha provocado una pérdida de utilización del transporte público y un aumento significativo del uso del vehículo privado. En la dos últimas décadas se ha producido en la región de Madrid desequilibrio territorial y segmentación social, falta de implicación de la sociedad en el territorio, dispersión del crecimiento y un incremento de los costes ambientales, sociales y económicos, situación, que solo, a través del uso racional del territorio se puede reconducir, apoyado en una planificación integrada sensible y participativa. ABSTRACT In Madrid the model of land occupation in the past two decades has been driven by market supply factors rather than the needs of the population. This results in a consumption of land and resources that leads to unsustainable overexploitation. Addressing this issue must be done through sensitive and participatory integrated planning. Global cities are experiencing rapid and intense change based on the emerging paradigms of globalization, governance, metropolization and the dispersion of activities in the territory. Through this context, a closer look will be taken at the London and Paris plans as well as the tentative plans of Madrid. Globalization causes the loss of state sovereignty and the competitiveness among global cities in Europe; London, Paris and Madrid. These are centres of power, concentration and growth where the duality of space is produced, and where inequality plays a part in urban restructuration. There are concentrated areas of poverty versus areas with a new emerging class where the services sector and information technologies are dominant. The introduction of ICTs contributes to a more homogeneous flow of information leading, us to the concept of governance. Against neoliberal urban development based on free market regulations and efficiency criteria as established by the “New Public Management”, emerge new ways where society administers itself through voluntary and responsible actions to promote collective interests by recognizing their own identity. A new model of public-private partnerships surfaces that is based on mutual trust, transparency, information and a stable regulatory framework in light of territorial exploitation by the “extractive society” that generates corruption. Throughout this process, European metropolitan regions become motors of growth where administrative boundaries are overcome in an ever expanding territory where government is organized through cooperative processes to provide services that protect against regional imbalances. Urban sprawl or low-density development as seen in peripheral shopping centres, the off-shoring of low added-value activities to the periphery, and the concentration of business and top management functions in the centre, leads to a fragmentation of the territory in automobile dependent islands and a process of social exclusion brought on by the disappearance of high incomes. Another effect is the elimination of low income populations from urban centres. In consequence, discontinuous expansions and mono-functional places that lack identity materialize supported by a highway network and high resource consumption. Studying the culture of urban planning in Europe provides better insight into different approaches to spatial planning and the process of convergence between different regions. EU documents are based on the need of competitiveness for European growth and social cohesion. In relation to polycentric development territory they are based on a necessity to solve the dualism between field and city, balanced access to infrastructures, prudent management of nature and solidifying heritage and identity Two levels of study unfold, the first being the current plans of London and Île-de-France and the second being the evolution of tentative plans for the Madrid region as related to emerging paradigms and how this is reflected in documents. The London Plan is strategic with a long-term vision that focuses on operation, the role of the mayor as a pivotal leader, and the adaptability to changing circumstances brought on by the uncertainties of a global city. Its development is conceived through collaboration and cooperation between governments and stakeholders. The document structure is flexible, providing guidance and indicative guidelines on how to draft local plans so they are not binding, and it contains scarce graphic representation. The Plan of Paris takes on a more physical form and is similar to plans of other European centres. It emphasizes sectors and territories, using extensive information, and is more characteristic of a “Latin Plan” as seen in its detailed graphic expression. However, it also contains a strategic vision. Binding in its determinations and policy, it proposes advancement but also prohibition. Both plans address the international competitiveness of urban centres, social equality, inclusion of all social groups and housing as issues of human dignity. London raises governance and cooperation between public and private sector and the need for cooperation with neighbouring regions. In Paris, the relations are more institutionalized highlighting vertical collaboration between administrations. Both propose nodes of densification served by public transportation, soft modes and the use of TOD, the preservation of a hierarchical green infrastructure, and enhancing the landscape in urban peripheries. The tentative territorial plans for the Madrid region provide evidence that they were subject to economic cycles. The first document of master guidelines (1984) does not address either economic or demographic growth in the mid term and therefore does not propose the modification of the radio-concentric model. It is a rigid plan focused on rural and urban recovery and the dimensioning of growth that depends on endowments and infrastructures. It advocates government intervention and promotes small business. The plan emphasizes social imbalance in terms of income, marginalization of certain social groups, the imbalance of residence/employment and excessive density. It stresses the need for social rent housing for the underprivileged, promotes public land, and the supports rail accessibility to the central area. It backs facilities of proximity and small size, enhancing the landscaping of city borders, controlling illegal activities and draws out guidelines for urban planning. The strategies (1989) contain a vision: Changing the territorial model through public intervention by means of projects. They bring to light economic restructuring of territory, the reconversion of the productive apparatus, relocation of low value-added activities, and greater ubiquity of economic activity. They also propose the diffusion of centrality towards southern territories, balancing it with the north in an attempt to reset employment and residence that integrates peripheral economic development both in the periphery and the centre. Transport would consolidate the project, changing the radius-concentric model and facilitating mobility through a commuter and inter-modality network. The plan derives itself from the leadership of the minister and does not integrate sectors such as environment. It also does not incorporate the existence of a written document that monitors performance to evaluate the effects of policies and their contribution to the territorial balance. The Preparatory Document of the Bases, (1995) is more a compendium, or plan of plans, that compiles analysis and proposals from previous documents and sectorial plans from other departments. It has a dual structure: An integrating physical plan covering the sectors and territories that includes the previous strategies while adding some strengths. One such point is the urban discomfort and the rehabilitation of the centre. It also poses the achievement of environmental balance through the growth of existing cities, the territorial linking based on mobility, strengthening new centres, improving the liveability and comprehensive rehabilitation of downtown Madrid, and the modernization of the existing production network. There is no one powerful idea that binds this document. This is due to the recognition of an existing concentrate and congestive model, a dual urban centre, two eastern and southern suburbs suffering from urban decay, and an obsolescent productive north and west whose dispersion threatens the environmental balance. Relevant aspects the document highlights are increasing polarization and social segregation, industrial relocation, the emergence of service activities to centralized companies in metropolitan areas and the dispersion of economic activities in the territory by the trivialization of car use. It proposes making the city from the suburban sprawl and its connection to the metropolitan system through a network of integrated and complementary cities in search of a better balance and territorial solidarity. The Bases of PRET (1997) aims to start the consultation process that must underpin the development of the plan. It stems from a compact and diverse Mediterranean city along with the need for economic activities, services and residences that are close. To resolve the issue, it presents a powerful network of public transport that allows integrated accessibility to the territory. The flow of residence to the periphery based on a foreign model of detached housing and an employment concentration in the centre produces territorial imbalance. Madrid always opted for the densification of the central space, producing its congestion, against the development of new land that would allow its territorial expansion. The document states that the necessity to preserve the values of the housing problem is not only viewed as social, but also economic due to the loss of jobs resulting from their paralysis. It notes the residential growth in the regional border due to the low price of land and argues that the policy of supply has led to a fragmented model of growth that is unbalanced, unstructured, with strong infrastructure and facility deficits that affect the spatial segregation of income and aggravate the lack of morphological identity, uprooting urban values. The pressure on the territory caused its densification due to space limitation; the proposed grid model causes land consumption and infrastructure to solve a non-problem, density. Focusing on limiting the weight of public intervention, it does not raise proposals for public-private cooperation. The biggest discrepancy is that the targets were innovative and mostly align with the proposals in London and Paris. However, it proposes to be implemented through a shift towards a uniform gridded model that is expansive over territory. During the last two decades, due to the absence of a regional plan, a neoliberal stance held exclusive control of the legality of urban planning. The municipalities entered a competition process to take advantage of initial economic benefits of such growth. This provided a “solid” economic base for some municipalities with limited resources in their municipal budgets. The law was amended without a legal stable framework at the request of stakeholders. The character of the plan is lost not only regionally, but also in the sectors and municipal planning. This tends to be based on specific changes with the loss of an urban model. Environmental protection is organized through an extensive number of protection figures with diverse competencies that prevent its effective protection. This process squanders the use of the land, backed by increasing road infrastructure, dispersed occupations with low-density growth causing a social segmentation due to space duality based on income levels. During the housing boom, there is a reduction in social public housing policy mostly due to a boost in the market of housing production for average incomes than in rental policies for needy social groups that focus on disadvantaged neighbourhoods and southern suburbs. As a result, there is an increase in single-family housing, often protected by public policy. This is located primarily in the west in areas of high environmental value such as Guadarrama. There is also cheaper housing due to the popularization of typology in the border region. There, territory works as a mono-functional islands. Financial activities and advanced services for companies are located to the north and west where industrial activity is lost as it migrates south, often outside the region. The number of large shopping centres hanging off the highway infrastructure with little to no surrounding population increases. This process leads to the loss of dependency on public transport and a significant increase in the use of private vehicles. The absence of regional planning has produced more imbalance, more social segmentation, more dispersed growth and a lot of environmental, social and economic costs that can only be redirected through rational territorial.

Using a Query Expansion Technique to Improve Document Retrieval

Query expansion (QE) is a potentially useful technique to help searchers formulate improved query statements, and ultimately retrieve better search results. The objective of our query expansion technique is to find a suitable additional term. Two query expansion methods are applied in sequence to reformulate the query. Experiments on test collections show that the retrieval effectiveness is considerably higher when the query expansion technique is applied.

Improvement to Chinese information retrieval by incorporating word segmentation and query expansion

The increasing diversity of the Internet has created a vast number of multilingual resources on the Web. A huge number of these documents are written in various languages other than English. Consequently, the demand for searching in non-English languages is growing exponentially. It is desirable that a search engine can search for information over collections of documents in other languages. This research investigates the techniques for developing high-quality Chinese information retrieval systems. A distinctive feature of Chinese text is that a Chinese document is a sequence of Chinese characters with no space or boundary between Chinese words. This feature makes Chinese information retrieval more difficult since a retrieved document which contains the query term as a sequence of Chinese characters may not be really relevant to the query since the query term (as a sequence Chinese characters) may not be a valid Chinese word in that documents. On the other hand, a document that is actually relevant may not be retrieved because it does not contain the query sequence but contains other relevant words. In this research, we propose two approaches to deal with the problems. In the first approach, we propose a hybrid Chinese information retrieval model by incorporating word-based techniques with the traditional character-based techniques. The aim of this approach is to investigate the influence of Chinese segmentation on the performance of Chinese information retrieval. Two ranking methods are proposed to rank retrieved documents based on the relevancy to the query calculated by combining character-based ranking and word-based ranking. Our experimental results show that Chinese segmentation can improve the performance of Chinese information retrieval, but the improvement is not significant if it incorporates only Chinese segmentation with the traditional character-based approach. In the second approach, we propose a novel query expansion method which applies text mining techniques in order to find the most relevant words to extend the query. Unlike most existing query expansion methods, which generally select the highly frequent indexing terms from the retrieved documents to expand the query. In our approach, we utilize text mining techniques to find patterns from the retrieved documents that highly correlate with the query term and then use the relevant words in the patterns to expand the original query. This research project develops and implements a Chinese information retrieval system for evaluating the proposed approaches. There are two stages in the experiments. The first stage is to investigate if high accuracy segmentation can make an improvement to Chinese information retrieval. In the second stage, a text mining based query expansion approach is implemented and a further experiment has been done to compare its performance with the standard Rocchio approach with the proposed text mining based query expansion method. The NTCIR5 Chinese collections are used in the experiments. The experiment results show that by incorporating the text mining based query expansion with the hybrid model, significant improvement has been achieved in both precision and recall assessments.

Query expansion using term relationships in language models for information retrieval

Language Modeling (LM) has been successfully applied to Information Retrieval (IR). However, most of the existing LM approaches only rely on term occurrences in documents, queries and document collections. In traditional unigram based models, terms (or words) are usually considered to be independent. In some recent studies, dependence models have been proposed to incorporate term relationships into LM, so that links can be created between words in the same sentence, and term relationships (e.g. synonymy) can be used to expand the document model. In this study, we further extend this family of dependence models in the following two ways: (1) Term relationships are used to expand query model instead of document model, so that query expansion process can be naturally implemented; (2) We exploit more sophisticated inferential relationships extracted with Information Flow (IF). Information flow relationships are not simply pairwise term relationships as those used in previous studies, but are between a set of terms and another term. They allow for context-dependent query expansion. Our experiments conducted on TREC collections show that we can obtain large and significant improvements with our approach. This study shows that LM is an appropriate framework to implement effective query expansion.

Tensor query expansion : a cognitively motivated relevance model

In information retrieval, a user's query is often not a complete representation of their real information need. The user's information need is a cognitive construction, however the use of cognitive models to perform query expansion have had little study. In this paper, we present a cognitively motivated query expansion technique that uses semantic features for use in ad hoc retrieval. This model is evaluated against a state-of-the-art query expansion technique. The results show our approach provides significant improvements in retrieval effectiveness for the TREC data sets tested.

Prediction of thermal expansion properties of carbon nanotubes using molecular dynamics simulations

The axial coefficients of thermal expansion (CTE) of various carbon nanotubes (CNTs), i.e., single-wall carbon nanotubes (SWCNTs), and some multi-wall carbon nanotubes (MWCNTs), were predicted using molecular dynamics (MDs) simulations. The effects of two parameters, i.e., temperature and the CNT diameter, on CTE were investigated extensively. For all SWCNTs and MWCNTs, the obtained results clearly revealed that within a wide low temperature range, their axial CTEs are negative. As the diameter of CNTs decreases, this temperature range for negative axial CTEs becomes narrow, and positive axial CTEs appear in high temperature range. It was found that the axial CTEs vary nonlinearly with the temperature, however, they decrease linearly as the CNT diameter increases. Moreover, within a wide temperature range, a set of empirical formulations was proposed for evaluating the axial CTEs of armchair and zigzag SWCNTs using the above two parameters. Finally, it was found that the absolute value of the negative axial CTE of any MWCNT is much smaller than those of its constituent SWCNTs, and the average value of the CTEs of its constituent SWCNTs. The present fundamental study is very important for understanding the thermal behaviors of CNTs in such as nanocomposite temperature sensors, or nanoelectronics devices using CNTs.

Initial convergence of the perturbation series expansion for vibrational nonlinear optical properties

Initial convergence of the perturbation series expansion for vibrational nonlinear optical (NLO) properties was analyzed. The zero-point vibrational average (ZPVA) was obtained through first-order in mechanical plus electrical anharmonicity. Results indicated that higher-order terms in electrical and mechanical anharmonicity can make substantial contributions to the pure vibrational polarizibility of typical NLO molecules

"Ever-growing Amman", Jordan: Urban expansion, social polarisation and contemporary urban planning issues

Amman the primate capital city of the Hashemite Kingdom of Jordan currently has a population in excess of 2 million, but in 1924 it consisted of little more than a collection of dwellings and some 2000-3000 inhabitants. The present paper sets out to document and explain the phenomenal expansion of "ever-growing Amman". The physical geography of the urban region and the early growth of the city are considered at the outset and this leads directly to consideration of the highly polarised social structuring that characterises contemporary Amman. In doing this, original data derived from the recent Greater Amman Municipality's Geographical Information System are presented. In this respect, the essential modernity of the city is exemplified. The employment and industrial bases of the city and a range of pressing contemporary issues are then considered, including transport and congestion, the provision of urban water under conditions of water stress and privatisation, and urban and regional development planning for the city. The paper concludes by emphasizing the growing regional and international geopolitical salience of the city of Amman at the start of the 21st century. (C) 2008 Elsevier Ltd. All rights reserved.