scholarly journals ‘Deep Learning’ in Studies of Religion and Worldviews in Norwegian Schools? The Implications of the National Curriculum Renewal in 2020

Religions ◽  
2020 ◽  
Vol 11 (11) ◽  
pp. 579
Author(s):  
Oddrun M H Bråten ◽  
Geir Skeie
Keyword(s):  
Deep Learning ◽  
Research Question ◽  
National Curriculum ◽  
Upper Secondary Education ◽  
Continuity And Change ◽  
International Trends ◽  
Recent Developments ◽  
Core Elements ◽  
Curriculum Renewal ◽  
Teaching About Religion

From 2020, the National Curriculum in Norway has been totally renewed for primary, secondary, and upper secondary education. This includes the introduction of such new concepts as ‘deep learning’ and ‘core elements’ in school education. In this article, we unpack the significance of the reform for studies in religion and worldviews in Norwegian schools. We explore continuities and changes by looking at general educational trends and debates and how they become significant, specifically for the study of religion and worldviews in schools. While the changes may stem from international trends, they have been formed in a Norwegian discourse that also draws on traditions from previous curricula. Three interdisciplinary topics have been introduced: ‘health and life skills’, ‘democracy and citizenship’, and ‘sustainable development’. Emphasis is placed on competence-oriented relevance and less on the traditional classroom learning of ‘facts’. Our research question is: Which continuities and which changes are found when comparing studies of religion and worldviews in the previous and the new curricula? Our hypothesis is that continuities stem from national traditions while incentives to change are connected to rapid social change that is also reflected in supranational developments in education. Our methodology is a contextual presentation and discussion of studies of religion and worldviews, where the context we are considering includes both national and international discourses. Our objective is to inform a broader audience about recent developments in the Norwegian school, as well as to bring together important elements in this reform in a focused discussion on the framework for studies of religion and worldviews in Norwegian schools today. We identify both continuity and change, along a subject-specific—general-educational policy axis and along a national-international axis. The continued relevance of teaching about religion and worldviews in schools is strengthened in the reform, because of the potential for significant contributions to general aims of education now reflected in ‘core elements’, including for continued development of a functioning democracy.

Virtual Screening Meets Deep Learning

2018 ◽  
Vol 15 (1) ◽  
pp. 6-28 ◽  
Author(s):  
Javier Pérez-Sianes ◽  
Horacio Pérez-Sánchez ◽  
Fernando Díaz
Keyword(s):  
Artificial Intelligence ◽  
Machine Learning ◽  
Deep Learning ◽  
Virtual Screening ◽  
Great Increase ◽  
New Drugs ◽  
Learning Approach ◽  
Screening Strategies ◽  
Computer Aided ◽  
Recent Developments

Background: Automated compound testing is currently the de facto standard method for drug screening, but it has not brought the great increase in the number of new drugs that was expected. Computer- aided compounds search, known as Virtual Screening, has shown the benefits to this field as a complement or even alternative to the robotic drug discovery. There are different methods and approaches to address this problem and most of them are often included in one of the main screening strategies. Machine learning, however, has established itself as a virtual screening methodology in its own right and it may grow in popularity with the new trends on artificial intelligence. Objective: This paper will attempt to provide a comprehensive and structured review that collects the most important proposals made so far in this area of research. Particular attention is given to some recent developments carried out in the machine learning field: the deep learning approach, which is pointed out as a future key player in the virtual screening landscape.

scholarly journals Advancing Stress Detection Methodology with Deep Learning Techniques Targeting UX Evaluation in AAL Scenarios: Applying Embeddings for Categorical Variables

Electronics ◽  
2021 ◽  
Vol 10 (13) ◽  
pp. 1550
Author(s):  
Alexandros Liapis ◽  
Evanthia Faliagka ◽  
Christos P. Antonopoulos ◽  
Georgios Keramidas ◽  
Nikolaos Voros
Keyword(s):  
Machine Learning ◽  
Deep Learning ◽  
User Experience ◽  
Electrodermal Activity ◽  
Binary Classification ◽  
Research Question ◽  
Classification Problem ◽  
Categorical Variables ◽  
Stress Detection ◽  
Software Failures

Physiological measurements have been widely used by researchers and practitioners in order to address the stress detection challenge. So far, various datasets for stress detection have been recorded and are available to the research community for testing and benchmarking. The majority of the stress-related available datasets have been recorded while users were exposed to intense stressors, such as songs, movie clips, major hardware/software failures, image datasets, and gaming scenarios. However, it remains an open research question if such datasets can be used for creating models that will effectively detect stress in different contexts. This paper investigates the performance of the publicly available physiological dataset named WESAD (wearable stress and affect detection) in the context of user experience (UX) evaluation. More specifically, electrodermal activity (EDA) and skin temperature (ST) signals from WESAD were used in order to train three traditional machine learning classifiers and a simple feed forward deep learning artificial neural network combining continues variables and entity embeddings. Regarding the binary classification problem (stress vs. no stress), high accuracy (up to 97.4%), for both training approaches (deep-learning, machine learning), was achieved. Regarding the stress detection effectiveness of the created models in another context, such as user experience (UX) evaluation, the results were quite impressive. More specifically, the deep-learning model achieved a rather high agreement when a user-annotated dataset was used for validation.

scholarly journals Global media flows: A qualitative review of research methods in audio-visual flow studies

2018 ◽  
Vol 81 (6-8) ◽  
pp. 748-767
Author(s):  
Catalina Iordache ◽  
Leo Van Audenhove ◽  
Jan Loisen
Keyword(s):  
Data Analysis ◽  
Data Collection ◽  
Literature Review ◽  
Research Question ◽  
Secondary Data ◽  
Visual Content ◽  
Global Media ◽  
Film And Television ◽  
Recent Developments ◽  
Media Flows

Recent developments in the online distribution and consumption of audio-visual content have brought relevant changes to the transnational flow of content. Thus, the need for a theoretical and methodological rejuvenation of flows research has been signalled. The aim of the present study is to analyse the different flow studies throughout time, following a series of parameters such as research question, methodology and scale of study. This article is a systematic literature review of 30 flow studies on film and television programmes, published between 1974 and 2014. The methods used by the studies are brought into focus and discussed thoroughly, in light of the method of data collection, the type of data used and the method of data analysis. Main findings show an evolution towards more detailed research, to include more contextual factors, an increased use of secondary data, as well as more focused regional and comparative studies.

Explainable Deep Learning for Efficient and Robust Pattern Recognition: A Survey of Recent Developments

2021 ◽  
pp. 108102
Author(s):  
Xiao Bai ◽  
Xiang Wang ◽  
Xianglong Liu ◽  
Qiang Liu ◽  
Jingkuan Song ◽  
...  
Keyword(s):  
Pattern Recognition ◽  
Deep Learning ◽  
Recent Developments

scholarly journals Recent Developments in Deep Learning for Engineering Applications

2018 ◽  
Vol 2018 ◽  
pp. 1-2 ◽  
Author(s):  
Athanasios Voulodimos ◽  
Nikolaos Doulamis ◽  
George Bebis ◽  
Tania Stathaki
Keyword(s):  
Deep Learning ◽  
Engineering Applications ◽  
Recent Developments

scholarly journals Developments in the production of economics PhDs at four research-intensive universities in South Africa

2017 ◽  
Vol Volume 113 (Number 3/4) ◽  
Author(s):  
Phillip de Jager ◽  
Liezel Frick ◽  
Pieter van der Spuy ◽  
◽  
◽  
...  
Keyword(s):  
South African ◽  
Doctoral Education ◽  
Academic Departments ◽  
Current Status ◽  
Pedagogical Practice ◽  
Data Set ◽  
International Trends ◽  
Time Period ◽  
Recent Developments ◽  
Notable Increase

Abstract There is a national drive to increase PhD production, yet we know little about how this imperative takes shape within different disciplines. We therefore set out to explore recent developments and the current status of the PhD in economics at four South African research-intensive universities. A data set of all economics PhDs produced in these commerce faculties during the period 2008–2014 was analysed to determine whether the departments of economics responded to the call for increased doctoral production, and the role the PhD by publication might have played in the process. How an increase in quantity might influence doctoral education in the respective academic departments was also considered by supplementing the quantitative data with perspectives from heads of department at the four institutions. The notable increase in doctoral production over the time period studied shows that national and international trends have influenced doctoral education in economics departments within South African research-intensive universities. Increased usage of the PhD by publication has implications for policy and pedagogical practice within these departments, especially as there seems to be limited available supervisory capacity. Other changes in departmental practices, such as the entrenchment of a research culture and the promotion of collaborative research amongst students and staff, also contributed to maintain quality in doctoral education.

scholarly journals Intellectual property rights in Brazilian floriculture: innovations for the growth and development of the market

2017 ◽  
Vol 23 (3) ◽  
pp. 296 ◽  
Author(s):  
Antonio Helio Junqueira ◽  
Marcia Peetz
Keyword(s):  
Growth And Development ◽  
Ornamental Plants ◽  
Genetic Material ◽  
The United States ◽  
Consumer Market ◽  
International Trends ◽  
Recent Developments ◽  
Cultivated Species ◽  
The Impact ◽  
Sectoral Policy

One of the most important demands imposed by the consumer market on the Brazilian Productive Chain of Flowers and Ornamental Plants is the constant launching of innovations in cultivated species and varieties. Such innovations include the constant introduction of flowers and plants not yet grown and commercialized, both native and adapted exotic species, as well as transformations and changes in size, shape, coloring and conduction patterns and presentation of these goods to the market. Brazil does not have a relevant breeding and cultivation industry. In this sense, it is highly dependent on imports of genetic material developed by countries such as the Netherlands, Germany, Japan, the United States of America, Thailand, among others. Recent developments in the sectoral policy to protect the rights of genetic developers, in the development of internationally adequate legislation and in the control of the use and trade of cultivars, has allowed Brazil greater access to new genetic materials of high quality and in line with contemporary international trends in the consumption. This article aims to discuss the state of the art of protection of cultivars in Brazil, pointing to the advances that the legislation and the inspection have allowed in relation to the introduction of genetic innovations, evaluating the impact of these measures on the growth and development of the market of consumption of flowers and ornamental plants in the country.

Indoor Navigation Aid Systems for the Blind and Visually Impaired Based on Depth Sensors

2021 ◽  
pp. 187-223
Author(s):  
Fernando Merchan ◽  
Martin Poveda ◽  
Danilo E. Cáceres-Hernández ◽  
Javier E. Sanchez-Galan
Keyword(s):  
Deep Learning ◽  
Visually Impaired ◽  
Indoor Navigation ◽  
Assistive Technologies ◽  
Microsoft Kinect ◽  
Depth Sensors ◽  
Blind And Visually Impaired ◽  
Recent Developments ◽  
Depth Vision

This chapter focuses on the contributions made in the development of assistive technologies for the navigation of blind and visually impaired (BVI) individuals. A special interest is placed on vision-based systems that make use of image (RGB) and depth (D) information to assist their indoor navigation. Many commercial RGB-D cameras exist on the market, but for many years the Microsoft Kinect has been used as a tool for research in this field. Therefore, first-hand experience and advances on the use of Kinect for the development of an indoor navigation aid system for BVI individuals is presented. Limitations that can be encountered in building such a system are addressed at length. Finally, an overview of novel avenues of research in indoor navigation for BVI individuals such as integration of computer vision algorithms, deep learning for the classification of objects, and recent developments with stereo depth vision are discussed.

Change or Continuity in Cultures?

2019 ◽  
pp. 194-213
Author(s):  
Robert M. Fishman
Keyword(s):  
Cultural Change ◽  
Large Scale ◽  
Cultural Continuity ◽  
Continuity And Change ◽  
Contemporary Politics ◽  
Recent Developments ◽  
Theoretical Question

This chapter poses the large theoretical question of what generates cultural change or continuity, and provides examples of both patterns in the cases examined in the book. The large-scale program of commemorations of Portugal’s Carnation Revolution is treated in depth, taking it as an example of a mechanism providing for cultural continuity in that post-revolutionary polity. Obviously, revolution itself contributed earlier to cultural change in that case. In the Spanish case efforts to promote cultural change during the Zapatero years, in the 15-M movement, and more recently in contemporary politics are taken up. The analysis searches for mechanisms of cultural change but also offers observations on why it is typically difficult for efforts at cultural change to achieve success as broad as that to be found in revolutionary Portugal. Complex combinations of continuity and change are also taken up. Recent developments in both Spain and Portugal are examined.

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