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Empirical modeling of the score distributions associated with retrieved documents is an essential task for many retrieval
applications. In this work, we propose modeling the relevant documents’ scores by a mixture of Gaussians and the non-relevant
scores by a Gamma distribution. Applying Variational Bayes we automatically trade-off the goodness-of-fit with the complexity
of the model. We test our model on traditional retrieval functions and actual search engines submitted to TREC. We demonstrate
the utility of our model in inferring precision-recall curves. In all experiments our model outperforms the dominant exponential-Gaussian
model. 相似文献
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Jie Mei Aminul Islam Abidalrahman Moh’d Yajing Wu Evangelos Milios 《Information processing & management》2018,54(6):874-887
Modern OCR engines incorporate some form of error correction, typically based on dictionaries. However, there are still residual errors that decrease performance of natural language processing algorithms applied to OCR text. In this paper, we present a statistical learning model for post-processing OCR errors, either in a fully automatic manner or followed by minimal user interaction to further reduce error rate. Our model employs web-scale corpora and integrates a rich set of linguistic features. Through an interdependent learning pipeline, our model produces and continuously refines the error detection and suggestion of candidate corrections. Evaluated on a historical biology book with complex error patterns, our model outperforms various baseline methods in the automatic mode and shows an even greater advantage when involving minimal user interaction. Quantitative analysis of each computational step further suggests that our proposed model is well-suited for handling volatile and complex OCR error patterns, which are beyond the capabilities of error correction incorporated in OCR engines. 相似文献
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This paper investigates the role of tools in the formation of mathematical practices and the construction of mathematical
meanings in the setting of a telecommunication organization through the actions undertaken by a group of technicians in their
working activity. The theoretical and analytical framework is guided by the first-generation activity theory model and Leont’ev’s
work on the three-tiered explanation of activity. Having conducted a 1-year ethnographic research study, we identified, classified,
and correlated the tools that mediated the technicians’ activity, and we studied the mathematical meanings that emerged. A
systemic network was generated, presenting the categories of tools such as mathematical (communicative, processes, and concepts)
and non-mathematical (physical and written texts). This classification was grounded on data from three central actions of
the technicians’ activity, while the constant interrelation and association of these tools during the working process addressed
the mathematical practices and supported the construction of mathematical meanings that this group developed from the researchers’
perspective. Technicians’ emerging mathematical meanings referred to place value, spatial, and algebraic relations and were
expressed through personal algorithms and metaphorical and metonymic reasoning. Finally, the educational implications of the
findings are discussed. 相似文献
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Chrissavgi Triantafillou Vasiliki Spiliotopoulou Despina Potari 《International Journal of Science and Mathematics Education》2016,14(4):681-699
The present study explores reasoning and argumentation in Greek mathematics and physics texts in specific topics related to the notion of periodicity. In our study, argumentation is taken as the sequence of the modes of reasoning (MsoR) that an author develops in a text when organizing and presenting new knowledge. Inductive content analysis was applied on 71 thematic units taken from 4 mathematics and 4 physics textbooks, and a coding system of categories and subcategories of MsoR was produced. Our analysis discerned 4 main categories of MsoR: empirical, logical-empirical, nomological, and mathematical; we argue that each mode of reasoning (MoR) plays a different role in conceptualizing aspects of periodicity. Analysis of the sequence of MsoR in two thematic units raised pragmatic considerations on the text understanding in relation to the scientific argumentation discourse and highlights ontological differences in the two subjects when ascending from observations to generalizations. Educational implications of the findings are discussed. 相似文献
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Athinodoros I. Moschopoulos Evangelos Albanidis Athanasios Anastasiou Panagiotis Antoniou 《国际体育史杂志》2013,30(2):351-366
The year 1948, as a starting point both of this study and of the organised military sport for Greece, was particularly hectic, since the newly liberated country was embroiled in the Civil War while, simultaneously, it was trying to reconstitute itself. The next two decades were marked by the foundation and the activities of the Higher Coordinating Committee for Sport in the Armed Forces (Anotera Syntonistiki Epitropi Athlitismou Enoplon Dynameon – A.S.E.A.E.D.). This Committee organised and materialised the first steps of the newly established organised sports activities of the Hellenic Armed Forces and evolved as a result, into the Supreme Council for Sport in the Armed Forces (Anotato Symvoulio Athlitismou Enoplon Dynameon) in year 1968. Due to the lack of specific and thorough research on the topic during this era, the purpose of this study was to identify references and the original sources (archives both of the A.S.E.A.E.D. and of the Hellenic National Defense General Staff) and to highlight and reveal the activities of organised Greek military sport, in the organisational field, and the Hellenic Armed Forces' participation in international sports tournaments. 相似文献
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Triantafillou Chrissavgi Psycharis Giorgos Potari Despina Bakogianni Dionysia Spiliotopoulou Vasiliki 《International Journal of Science and Mathematics Education》2021,19(1):21-37
This study explores teacher educators’ (TEs’) activity as they support mathematics and science teacher collaboration in co-designing and jointly implementing tasks. We view TEs’ activity through the lens of Activity Theory and expansive learning and draw evidence from data generated within the mascil project that linked mathematics and science teaching with workplace situations through inquiry-based teaching. We focus on five TEs’ actions and goals, use data from their professional development sessions with teachers and from the TEs’ interactions during their own meetings, and highlight the illuminating case of one teacher educator. We trace evidence indicating paths of actions followed by each Teacher Educator and look for indications of their professional learning. Our analysis reveals generic and content-focused actions. All TEs faced different kinds of contradictions and had difficulties handling them. In terms of professional learning, all TEs adapted their prior teacher education practices and appreciated the critical role of epistemological differences between the two disciplines.
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Panagiotis Pantidos Konstantinos Ravanis Kostas Valakas Evangelos Vitoratos 《Science & Education》2014,23(3):621-642
This study examines how focusing on the notion of ‘poeticality’ (poetical forms) can provide functional insights with respect to the narrativeness of physics teaching. From this perspective, through both a meaning-making and aesthetic approach, this article explores how vehicles such as verse and rhetorical figures—metaphor, irony, litotes, hyperbole, antithesis and paradox—can create written and oral texts for the teaching of physics, using a language with poetic significance. This standpoint exists in parallel with an increasingly acknowledged fact in the field of science education, i.e., that the context and particularly the modes of representation potentially affect students’ comprehension. In this way, science education is allowed to escape the dominance of the cognitive paradigm and to concentrate on the study of students’ conceptualisations in relation to the modalities used to shape meanings. 相似文献