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tandfonline.com – Style classification and prediction of residential buildings based on machine learning

tandfonline.com har udgivet en rapport under søgningen “Teacher Education Mathematics”: ABSTRACT Formulae display:?Mathematical formulae have been encoded as MathML and are displayed in this HTML version using MathJax in order to improve their display. Uncheck the box to turn MathJax off. This feature requires Javascript. Click on a formula to zoom. ABSTRACT Architectural style positioning is an important part in the process of residential building design and project planning. However, in practice, due to the complexity and ambiguity of styles, style positioning often relies more on the subjective judgement of the designers and lacks scientificity. This paper proposes a method for the classification and prediction of residential building styles. Through structured interviews and questionnaire surveys on front-line designers and project planners, it refines the key morphological elements and the site… Continue Reading

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tandfonline.com – Displaced and dismayed: how ICTs are helping refugees and migrants, and how we can do better

tandfonline.com har udgivet en rapport under søgningen “Teacher Education Mathematics”: ABSTRACT ABSTRACT Employing ICT platforms has the potential to improve efforts to assist displaced people, or to liberate them in being more able to help each other, or both. And while platform development has resulted in a patchwork of initiatives – an electronic version of ‘letting a thousand flowers bloom’ – there are patterns emerging as to which flowers grow and have ‘staying power’ as compared to ones that wilt and die. Using a partial application of grounded theory, we analyze 47 platforms, categorizing the services they provide, the functionalities they use, and the extent to which end users are involved in initial design and ongoing modification. We found that 23% offer one-way communication, 72%, provide two-way communication, 74% involve… Continue Reading

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tandfonline.com – Computer systems fit for the legal profession?

tandfonline.com har udgivet en rapport under søgningen “Teacher Education Mathematics”: ABSTRACT ABSTRACT This essay aims to contribute robust grounds to question the Susskinds’ influential, consequentialist logic when it comes to the legitimacy of automation within the legal profession. It does so by questioning their minimalist understanding of the professions. If it is our commitment to moral equality that is at stake every time lawyers (fail to) hail the specific vulnerability inherent in their professional relationship, the case for wholesale automation is turned on its head. One can no longer assume that, as a rule, wholesale automation is both legitimate and desirable, provided it improves the quality and accessibility of legal services (in an accountable and maximally transparent way). The assumption, instead, is firmly in favour of designing systems that better… Continue Reading

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tandfonline.com – A machine learning approach to investigating the effects of mathematics dispositions on mathematical literacy

tandfonline.com har udgivet en rapport under søgningen “Teacher Education Mathematics”: ABSTRACT ABSTRACT Mathematics competency is fast becoming an essential requirement in ever greater parts of day-to-day work and life. Thus, creating strategies for improving mathematics learning in students is a major goal of education research. However, doing so requires an ability to look at many aspects of mathematics learning, such as demographics and psychological dispositions, in an integrated way as part of the same system. Large-scale assessments such as the Programme for International Student Assessment (PISA) provide an accessible and large volume of coherent data, and this gives researchers the opportunity to employ data-driven approaches to gain an overview of the system. For these reasons, we have used machine learning to explore the relationships between psychological dispositions and mathematical literacy… Continue Reading

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tandfonline.com – How R Helps Airbnb Make the Most of its Data

tandfonline.com har udgivet en rapport under søgningen “Teacher Education Mathematics”: ABSTRACT Formulae display:?Mathematical formulae have been encoded as MathML and are displayed in this HTML version using MathJax in order to improve their display. Uncheck the box to turn MathJax off. This feature requires Javascript. Click on a formula to zoom. ABSTRACT At Airbnb, R has been among the most popular tools for doing data science work in many different contexts, including generating product insights, interpreting experiments, and building predictive models. Airbnb supports R usage by creating internal R tools and by creating a community of R users. We provide some specific advice for practitioners who wish to incorporate R into their day-to-day workflow. Link til kilde

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tandfonline.com – Review on Reliable Pattern Recognition with Machine Learning Techniques

tandfonline.com har udgivet en rapport under søgningen “Teacher Education Mathematics”: ABSTRACT ABSTRACT The primary goal of pattern recognition is supervised or unsupervised classification. Among the various frameworks in which pattern recognition has been traditionally formulated, the statistical approach has been most intensively studied and used in practice. More recently, neural network techniques and methods imported from statistical learning theory have deserved increasing attention. The design of a recognition system requires careful attention to the following issues: definition of pattern classes, sensing environment, pattern representation, feature extraction and selection, cluster analysis, classifier design and learning, selection of training and test samples and performance evaluation. The general problem of recognising complex pattern with arbitrary patterns with arbitrary orientation, location and scale remains unsolved. New and emerging application, such as data mining, web… Continue Reading