857 resultados para Markov Decision Process


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Decision support systems (DSS) support business or organizational decision-making activities, which require the access to information that is internally stored in databases or data warehouses, and externally in the Web accessed by Information Retrieval (IR) or Question Answering (QA) systems. Graphical interfaces to query these sources of information ease to constrain dynamically query formulation based on user selections, but they present a lack of flexibility in query formulation, since the expressivity power is reduced to the user interface design. Natural language interfaces (NLI) are expected as the optimal solution. However, especially for non-expert users, a real natural communication is the most difficult to realize effectively. In this paper, we propose an NLI that improves the interaction between the user and the DSS by means of referencing previous questions or their answers (i.e. anaphora such as the pronoun reference in “What traits are affected by them?”), or by eliding parts of the question (i.e. ellipsis such as “And to glume colour?” after the question “Tell me the QTLs related to awn colour in wheat”). Moreover, in order to overcome one of the main problems of NLIs about the difficulty to adapt an NLI to a new domain, our proposal is based on ontologies that are obtained semi-automatically from a framework that allows the integration of internal and external, structured and unstructured information. Therefore, our proposal can interface with databases, data warehouses, QA and IR systems. Because of the high NL ambiguity of the resolution process, our proposal is presented as an authoring tool that helps the user to query efficiently in natural language. Finally, our proposal is tested on a DSS case scenario about Biotechnology and Agriculture, whose knowledge base is the CEREALAB database as internal structured data, and the Web (e.g. PubMed) as external unstructured information.

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The construction industry is characterised by fragmentation and suffers from lack of collaboration, often adopting adversarial working practices to achieve deliverables. For the UK Government and construction industry, BIM is a game changer aiming to rectify this fragmentation and promote collaboration. However it has become clear that there is an essential need to have better controls and definitions of both data deliverables and data classification. Traditional methods and techniques for collating and inputting data have shown to be time consuming and provide little to improve or add value to the overall task of improving deliverables. Hence arose the need in the industry to develop a Digital Plan of Work (DPoW) toolkit that would aid the decision making process, providing the required control over the project workflows and data deliverables, and enabling better collaboration through transparency of need and delivery. The specification for the existing Digital Plan of Work (DPoW) was to be, an industry standard method of describing geometric, requirements and data deliveries at key stages of the project cycle, with the addition of a structured and standardised information classification system. However surveys and interviews conducted within this research indicate that the current DPoW resembles a digitised version of the pre-existing plans of work and does not push towards the data enriched decision-making abilities that advancements in technology now offer. A Digital Framework is not simply the digitisation of current or historic standard methods and procedures, it is a new intelligent driven digital system that uses new tools, processes, procedures and work flows to eradicate waste and increase efficiency. In addition to reporting on conducted surveys above, this research paper will present a theoretical investigation into usage of Intelligent Decision Support Systems within a digital plan of work framework. Furthermore this paper will present findings on the suitability to utilise advancements in intelligent decision-making system frameworks and Artificial Intelligence for a UK BIM Framework. This should form the foundations of decision-making for projects implemented at BIM level 2. The gap identified in this paper is that the current digital toolkit does not incorporate the intelligent characteristics available in other industries through advancements in technology and collation of vast amounts of data that a digital plan of work framework could have access to and begin to develop, learn and adapt for decision-making through the live interaction of project stakeholders.

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The developmental histories of 32 players in the Australian Football League (AFL), independently classified as either expert or less skilled in their perceptual and decision- making skills, were collected through a structured interview process and their year-on-year involvement in structured and deliberate play activities retrospectively determined. Despite being drawn from the same elite level of competition, the expert decision-makers differed from the less skilled in having accrued, during their developing years, more hours of experience in structured activities of all types, in structured activities in invasion-type sports, in invasion-type deliberate play, and in invasion activities from sports other than Australian football. Accumulated hours invested in invasion-type activities differentiated between the groups, suggesting that it is the amount of invasion-type activity that is experienced and not necessarily intent (skill development or fun) or specificity that facilitates the development of perceptual and decision-making expertise in this team sport.

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Structuralism is a theory of U.S. constitutional adjudication according to which courts should seek to improve the decision-making process of the political branches of government so as to render it more democratic.1 In words of John Hart Ely, courts should exercise their judicial-review powers as a ‘representation-reinforcing’ mechanism.2 Structuralism advocates that courts must eliminate the elements of the political decision-making process that are at odds with the structure set out by the authors of the U.S. Constitution. The advantage of this approach, U.S. scholars posit, lies in the fact that it does not require courts to second-guess the policy decisions adopted by the political branches of government. Instead, they limit themselves to enforcing the constitutional structure within which those decisions must be adopted. Of course, this theory of constitutional adjudication, like all theories, has its shortcomings. For example, detractors of structuralism argue that it is difficult, if not impossible, to draw the dividing line between ‘substantive’ and ‘structural’ matters.3 In particular, they claim that, when identifying the ‘structure’ set out by the authors of the U.S. Constitution, courts necessarily base their determinations not on purely structural principles, but on a set of substantive values, evaluating concepts such as democracy, liberty and equality. 4 Without claiming that structuralism should be embraced by the ECJ as the leading theory of judicial review, the purpose of my contribution is to explore how recent case-law reveals that the ECJ has also striven to develop guiding principles which aim to improve the way in which the political institutions of the EU adopt their decisions. In those cases, the ECJ decided not to second-guess the appropriateness of the policy choices made by the EU legislator. Instead, it preferred to examine whether, in reaching an outcome, the EU political institutions had followed the procedural steps mandated by the authors of the Treaties. Stated simply, I argue that judicial deference in relation to ‘substantive outcomes’ has been counterbalanced by a strict ‘process review’. To that effect, I would like to discuss three recent rulings of the ECJ, delivered after the entry into force of the Treaty of Lisbon, where an EU policy measure was challenged indirectly, i.e. via the preliminary reference procedure, namely Vodafone, Volker und Markus Schecke and Test-Achats.5 Whilst in the former case the ECJ ruled that the questions raised by the referring court disclosed no factor of such a kind as to affect the validity of the challenged act, in the latter cases the challenged provisions of an EU act were declared invalid.

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From the Preface. Pursuant to Article 13(3) of Council Decision 2010/427/EU of 26 July 2010 establishing the organisation and functioning of the European External Action Service, the High Representative is held to provide a review of the organisation and functioning of the EEAS by mid-­‐2013. This review will cover, inter alia, the implementation of Article 6(6), (8) and (11), so as to ensure an adequate geographical and gender balance and a meaningful presence of nationals from all member states in the EEAS. If necessary, the review will be accompanied by appropriate proposals for the revision of the 2010 Council Decision (e.g., suggestions for additional specific measures to correct possible imbalances of staffing). In that case, the Council will, in accordance with Article 27(3) TEU, revise the Decision in light of the review by the beginning of 2014. This short and user-­‐friendly legal commentary on the 2010 Council Decision is the first of its kind and is intended to inform those involved in the review process and to serve as a reference document for practitioners and analysts dealing with the EEAS. This commentary is not an elaborate doctrinal piece, but rather a textual and contextual analysis of each article, that takes account of i) other relevant legal provisions (primary, secondary, international), ii) the process leading to the adoption of the 2010 Council Decision (i.e. travauxpréparatoires), iii) the preamble of the Council Decision, and iv) insofar as it is possible at this stage, early implementation. Wherever relevant, cross-­‐references to other provisions of the EEAS Council Decision have been made so as to tie in the different commentaries and ensure overall consistency.

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This short and user-friendly legal commentary on the 2010 Council Decision establishing the organisation and functioning of the EEAS is the first of its kind. It is intended to inform those involved in the review process and to serve as a reference document for practitioners and analysts dealing with the EEAS. Rather than an elaborate doctrinal piece, this legal commentary is a textual and contextual analysis of each article that takes account of i) other relevant legal provisions (primary, secondary, international); ii) the process leading to the adoption of the 2010 Council Decision; iii) the preamble of the Council Decision and iv) insofar as it is possible at this stage, early implementation. Wherever relevant, cross-references to other provisions of the Council Decision have been made so as to tie in the different commentaries and ensure overall consistency.

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The European Union's powerful legal system has proven to be the vanguard moment in the process of European integration. As early as the 1960s, the European Court of Justice established an effective and powerful supranational legal order, beyond the original wording of the Treaties of Rome through the doctrines of direct effect and supremacy. Whereas scholars have analyzed the evolution of EU case law and its implications, only very recent historical scholarship has examined how the Member States received this process in the context of a number of difficult political and economic crises for the integration process. This paper investigates how the national level dealt with these fundamental transformations in the European legal system. Specifically, it examines one of the Union's most important member states, the Federal Republic of Germany. Faced with a huge number of cases dealing with European law, German judges dealt with the supremacy of European law very cautiously, negotiating between increasingly polarized academic, public and ministerial debates on the question throughout the 1960s. By the mid 1970s, the German Constitutional Court famously limited the power of the ECJ in its Solange decision (1974). This was an expression of a broader discourse in Germany from 1968 onwards about the qualitative nature of democracy and participation in public life and was in some aspects a marker, at which the German elites felt comfortable expressing the value of their national constitutional system on the European stage. This paper examines the political, media and academic build up and response to the Constitutional Court's decision in the 1970s, arguing that the national "reception" is central to understanding the dynamics and evolution of European Union legal history.

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This paper anticipates the 2012 revision of the European Insolvency Regulation, which is the sole Union legislation on the subject of cross border insolvency proceedings. The paper first describes the historical background of the Regulation. The salient point of the historical discussion is that the Regulation is the product of forty years of negotiation and arises from a historical context that is no longer applicable to current economic realities, i.e. it provides for liquidation, not reorganization, it doesn’t deal with cross border groups of companies, and it lacks an effective mechanism for transparency and creditor participation. The paper then reviews the unique hybrid jurisdictional system of concurrent universal and territorial proceedings that the Regulation imposes. It looks at this scheme from a practical viewpoint, i.e. what issues arise with concurrent proceedings in two states, involving the same assets, the same creditors, and the same company. The paper then focuses on a significant issue raised by the European Court of Justice in the Eurofoods case, i.e. the need to comply with fundamental due process principles that, while not articulated in the Regulation, lie at the core of Union law. Specifically, the paper considers the ramifications of the Court’s holding that “a Member State may refuse to recognize insolvency proceedings opened in another Member State where the decision to open the proceedings was taken in flagrant breach of the fundamental right to be heard.” In response to the Court’s direction, this paper proposes a package of due process rights, consisting principally of an accessible, efficient and useful insolvency database, the infrastructure of which already exists, but the content and use of which has not yet been developed. As part of a cohesive three part due process package, the paper also proposes the formation of cross border creditors' committees and the establishment of a European Insolvency Administrator. Finally, on the institutional level, this paper proposes that the revision of the Regulation and the development of the insolvency database not only need to be coordinated, but need to be conceptualized, managed and undertaken, not as the separate efforts of diverse institutions, but as a single, unified endeavor.

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Two very different cases decided by the European Court of Human Rights illustrate how the non-availability of sufficient reasons, for pre-trial judicial decisions in one case, and for a decision in a civil and administrative matter in the other, can lead to due process violations in terms of Articles 5 or 6 of the Convention of Human Rights and Fundamental Freedoms.

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In modern democratic systems, usually no single collective actor is able to decisively influence political decision-making. Instead, actors with similar preferences form coalitions in order to gain more influence in the policy process. In the Swiss political system in particular, institutional veto points and the consensual culture of policy-making provide strong incentives for actors to form large coalitions. Coalitions are thus especially important in political decision-making in Switzerland, and are accordingly a central focus of this book. According to one of our core claims - to understand the actual functioning of Swiss consensus democracy - one needs to extend the analysis beyond formal institutions to also include informal procedures and practices. Coalitions of actors play a crucial role in this respect. They are a cornerstone of decision-making structures, and they inform us about patterns of conflict, collaboration and power among actors. Looking at coalitions is all the more interesting in the Swiss political system, since the coalition structure is supposed to vary across policy processes. Given the absence of a fixed government coalition, actors need to form new coalitions in each policy process.

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Consensus democracies like Switzerland are generally known to have a low innovation capacity (Lijphart 1999). This is due to the high number of veto points such as perfect bicameralism or the popular referendum. These institutions provide actors opposing a policy with several opportunities to block potential policy change (Immergut 1990; Tsebelis 2002). In order to avoid a failure of a process because opposing actors activate veto points, decision-making processes in Switzerland tend to integrate a large number of actors with different - and often diverging - preferences (Kriesi and Trechsel 2008). Including a variety of actors in a decision-making process and taking into account their preferences implies important trade-offs. Integrating a large number of actors and accommodating their preferences takes time and carries the risk of resulting in lowest common denominator solutions. On the contrary, major innovative reforms usually fail or come only as a result of strong external pressures from either the international environment, economic turmoil or the public (Kriesi 1980: 635f.; Kriesi and Trechsel 2008; Sciarini 1994). Standard decision-making processes are therefore characterized as reactive, slow and capable of only marginal adjustments (Kriesi 1980; Kriesi and Trechsel 2008; Linder 2009; Sciarini 2006). This, in turn, may be at odds with the rapid developments of international politics, the flexibility of the private sector, or the speed of technological development.

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Thesis (Master's)--University of Washington, 2016-06

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Thesis (Ph.D.)--University of Washington, 2016-06

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Many populations have a negative impact on their habitat or upon other species in the environment if their numbers become too large. For this reason they are often subjected to some form of control. One common control regime is the reduction regime: when the population reaches a certain threshold it is controlled (for example culled) until it falls below a lower predefined level. The natural model for such a controlled population is a birth-death process with two phases, the phase determining which of two distinct sets of birth and death rates governs the process. We present formulae for the probability of extinction and the expected time to extinction, and discuss several applications. (c) 2006 Elsevier Inc. All rights reserved.

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This paper has three primary aims: to establish an effective means for modelling mainland-island metapopulations inhabiting a dynamic landscape: to investigate the effect of immigration and dynamic changes in habitat on metapopulation patch occupancy dynamics; and to illustrate the implications of our results for decision-making and population management. We first extend the mainland-island metapopulation model of Alonso and McKane [Bull. Math. Biol. 64:913-958,2002] to incorporate a dynamic landscape. It is shown, for both the static and the dynamic landscape models, that a suitably scaled version of the process converges to a unique deterministic model as the size of the system becomes large. We also establish that. under quite general conditions, the density of occupied patches, and the densities of suitable and occupied patches, for the respective models, have approximate normal distributions. Our results not only provide us with estimates for the means and variances that are valid at all stages in the evolution of the population, but also provide a tool for fitting the models to real metapopulations. We discuss the effect of immigration and habitat dynamics on metapopulations, showing that mainland-like patches heavily influence metapopulation persistence, and we argue for adopting measures to increase connectivity between this large patch and the other island-like patches. We illustrate our results with specific reference to examples of populations of butterfly and the grasshopper Bryodema tuberculata.