811 research outputs found

    Inclusion and education in the United Kingdom

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    Paper describes inclusion and education in the United Kingdom

    Inclusion and education in European countries

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    The focus in this report is strategies that address the disadvantages experienced byminority background students in schools within the United Kingdom (UK) and the wider policy context in which these operate. More specifically, the focus is on four groups ofstudents:• Ethnic minority students including refugee and asylum seekers' children;• Gypsy/traveller students;• Students in care (Looked After Children - LAC); and,• Linguistic minorities e.g. Gaelic, Welsh.The devolved nature of government in the UK means that while some broad principlesare common across the four nations that constitute the UK (England, Northern Ireland,Scotland and Wales), the particular emphases adopted and the strategies developed tofoster social inclusion vary from one to another. In addition, there is no integrated policyfor social inclusion but rather separate policy statements for each of the categories ofdisadvantage identified in the study. All four countries within the UK have a combinationof private and state-funded schooling. In much, if not all, of this report the emphasis ison the state-funded sector

    Equitable Technologies for Smarter Urbanism: Enhancing Priority Car Parking at Western Sydney University

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    Relocating university campuses to Central Business Districts (CBDs) changes the way people travel to and from campus. While CBDs are often considered accessible due to the increased availability of public transport and non-motorised transit options (e.g. walking, cycling), urban locations can also lead to social exclusion and transport disadvantage for some. For example, people with disabilities and caring commitments who are dependent on private car transport to facilitate their mobility, can find it more difficult to access urban campuses when accessible parking and transport options are not readily available. In 2018, Western Sydney University opened its second city-based campus in the City of Liverpool, located in Southwest Sydney, New South Wales. With limited on-site car parking in the campuses’ basement, plans were implemented to provide staff and students with disabilities and caring commitments with priority parking. DIVVY Parking Pty Ltd was commissioned to deliver a car parking service using their app

    Database Learning: Toward a Database that Becomes Smarter Every Time

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    In today's databases, previous query answers rarely benefit answering future queries. For the first time, to the best of our knowledge, we change this paradigm in an approximate query processing (AQP) context. We make the following observation: the answer to each query reveals some degree of knowledge about the answer to another query because their answers stem from the same underlying distribution that has produced the entire dataset. Exploiting and refining this knowledge should allow us to answer queries more analytically, rather than by reading enormous amounts of raw data. Also, processing more queries should continuously enhance our knowledge of the underlying distribution, and hence lead to increasingly faster response times for future queries. We call this novel idea---learning from past query answers---Database Learning. We exploit the principle of maximum entropy to produce answers, which are in expectation guaranteed to be more accurate than existing sample-based approximations. Empowered by this idea, we build a query engine on top of Spark SQL, called Verdict. We conduct extensive experiments on real-world query traces from a large customer of a major database vendor. Our results demonstrate that Verdict supports 73.7% of these queries, speeding them up by up to 23.0x for the same accuracy level compared to existing AQP systems.Comment: This manuscript is an extended report of the work published in ACM SIGMOD conference 201
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