A Framework for Personalized Content Recommendations to Support Informal Learning in Massively Diverse Information WIKIS

Personalization has proved to achieve better learning outcomes by adapting to specific learners’ needs, interests, and/or preferences. Traditionally, most personalized learning software systems focused on formal learning. However, learning personalization is not only desirable for formal learning, it is also required for informal learning, which is self-directed, does not follow a specified curriculum, and does not lead to formal qualifications. Wikis among other informal learning platforms are found to attract an increasing attention for informal learning, especially Wikipedia. The nature of wikis enables learners to freely navigate the learning environment and independently construct knowledge without being forced to follow a predefined learning path in accordance with the constructivist learning theory. Nevertheless, navigation on information wikis suffer from several limitations. To support informal learning on Wikipedia and similar environments, it is important to provide easy and fast access to relevant content. Recommendation systems (RSs) have long been used to effectively provide useful recommendations in different technology enhanced learning (TEL) contexts. However, the massive diversity of unstructured content as well as user base on such information oriented websites poses major challenges when designing recommendation models for similar environments. In addition to these challenges, evaluation of TEL recommender systems for informal learning is rather a challenging activity due to the inherent difficulty in measuring the impact of recommendations on informal learning with the absence of formal assessment and commonly used learning analytics. In this research, a personalized content recommendation framework (PCRF) for information wikis as well as an evaluation framework that can be used to evaluate the impact of personalized content recommendations on informal learning from wikis are proposed. The presented recommendation framework models learners’ interests by continuously extrapolating topical navigation graphs from learners’ free navigation and applying graph structural analysis algorithms to extract interesting topics for individual users. Then, it integrates learners’ interest models with fuzzy thesauri for personalized content recommendations. Our evaluation approach encompasses two main activities. First, the impact of personalized recommendations on informal learning is evaluated by assessing conceptual knowledge in users’ feedback. Second, web analytics data is analyzed to get an insight into users’ progress and focus throughout the test session. Our evaluation revealed that PCRF generates highly relevant recommendations that are adaptive to changes in user’s interest using the HARD model with rank-based mean average precision (MAP@k) scores ranging between 100% and 86.4%. In addition, evaluation of informal learning revealed that users who used Wikipedia with personalized support could achieve higher scores on conceptual knowledge assessment with average score of 14.9 compared to 10.0 for the students who used the encyclopedia without any recommendations. The analysis of web analytics data show that users who used Wikipedia with personalized recommendations visited larger number of relevant pages compared to the control group, 644 vs 226 respectively. In addition, they were also able to make use of a larger number of concepts and were able to make comparisons and state relations between concepts

Social support system in learning network for lifelong learners:a conceptual framework

Nadeem, D., Stoyanov, S., & Koper, R. (2009). Social support system in learning network for lifelong learners: A Conceptual framework [Special issue]. International Journal of Continuing Engineering Education and Life-Long Learning, 19(4/5/6), 337-351.Learning Networks are favorable model for supporting self-directed learning for lifelong learners. Learners can themselves decide about their learning plans to learn at their own pace irrespective of place and time. However, such learners remain hidden from others in the Learning Network., which makes their learning detrimental and less effective. Bringing learners together would benefit them in sharing each others expertise and learn effectively by collaboration. We propose to tackle the problem of finding people in learning networks by developing a Social Support System (SoSuSy) prototype. This position paper presents a conceptual framework for designing SoSuSy in a Learning Network. Such a system connects the learner with other learners who are dealing with similar problem by using their combined skills and to increase their social interaction. We propose by using people’s profile on social network and the public text content they create (blogs and book-marking) supported by web 2.0 applications, to enhance the search for finding suitable people who match in their interests, competence and tasks. We present an informal learning scenario to justify the need for such a system in online distributed Learning Network.The work on this publication has been sponsored by the TENCompetence Integrated Project that is funded by the European Commission's 6th Framework Programme, priority IST/Technology Enhanced Learning. Contract 027087 [http://www.tencompetence.org

Innovation in Mobile Learning: A European Perspective

In the evolving landscape of mobile learning, European researchers have conducted significant mobile learning projects, representing a distinct perspective on mobile learning research and development. Our paper aims to explore how these projects have arisen, showing the driving forces of European innovation in mobile learning. We propose context as a central construct in mobile learning and examine theories of learning for the mobile world, based on physical, technological, conceptual, social and temporal mobility. We also examine the impacts of mobile learning research on educational practices and the implications for policy. Throughout, we identify lessons learnt from European experiences to date

Uncovering everyday learning and teaching within the quilting community of Aotearoa New Zealand : a thesis presented in fulfilment of the requirements for the degree of Doctor of Philosophy in Arts at Massey University, Palmerston North, New Zealand

This thesis explores the social and cultural phenomenon of everyday learning and teaching within the communal activity of quiltmaking. Home-sewn quilts are rarely associated with the needleworkers’ high level of knowledge and skill; yet, the quilters’ act of knowing is practical, inherently social, and intentional. This research study examines the collaborative processes of “quilting together” to understand cultural patterns of participation; and investigates the participants’ meaning-making experiences to facilitate an analysis of collective knowledge practices. Using an ethnographic methodology, this research investigated the lived experiences of quilters within the situated context of two quilting groups, located in Aotearoa New Zealand. Observations were made of participants’ engagement in quilting activities as they interacted with each other, material artefacts and quilting tools. These observations took place during regular quilting sessions and special events. Interviews were conducted with founding members to gain an understanding of cultural-historical processes, as well as a purposively selected sample of ten participants who shared their personal quilting experiences. Observation notes, conversation commentaries and interview transcripts were analysed in relation to the research question and two guiding questions. Key findings are related to a variety of contextual issues surrounding the process of informal learning and teaching as it materialised through the quilters’ engagement in idiosyncratic community practices: the practices of which are generative of quilting knowledge and vice-versa. Firstly, through social integration quilters developed a sense of belonging and responsibility. Secondly, cultural patterns of social interaction consisted of multi-directional learning with quilters having complementary roles. Thirdly, due to the tacit nature of quilting knowledge, embodied experiences and material mediations were essential for thinking and communicating with others. Fourthly, a constellation of knowledge practices co-existed in the quilting community. Finally, the quilters’ informal learning was organised and supported within the community. The study contributes to a body of locally-based and international research concerned with informal learning and teaching theory, situated in a quilting community-based setting. The emerging conceptual framework, “Apprenticeship Model of Craft Community Learning”, develops and extends participation-based approaches to learning. In addition, the quilters’ collaborative designing process of inquiry advances understanding of knowledge creation within craft maker cultures

A framework for the design of Informal Learning Spaces (ILS) to facilitate informal learning in Jordan Universities

Variations in education to facilitate individual study and collaborative work have increased the need for Informal Learning Spaces (ILS) in universities, this research aims to develop a framework for the design of Informal Learning Spaces to facilitate Informal Learning within Jordanian universities based on recent developments in UK universities. In the Arabic world, a greater emphasis is on formal learning spaces, such as classrooms and lecture theatres, and there are fewer opportunities for Informal Learning, and possibly less acknowledgment of the role of Informal Learning. In the UK context ILS are increasingly being introduced into university campuses. However, there were still unanswered questions related to many aspects of ILS. The literature review identified that the subjects of ILS and IL had not been widely researched, with only recent studies. In particular, it is unclear what the role is for the design of ILS in facilitating informal learning and whether it is relevant for all groups, or particularly important for certain groups of students. The research has not previously been undertaken by researchers in Jordan. Therefore, this research makes a significant contribution to the understanding of the importance and use of informal learning space, particularly in Jordan.The research explored best practice in design and use of Informal Learning Spaces in UK universities. The research also identified the current nature of non-designed informal learning spaces in Jordan universities, and how these spaces are currently used for informal learning. Using empirical observations and interviews and a grounding in literature, an ILS design framework was developed to guide the design of Informal Learning Spaces. The ILS framework has several elements which have been identified issues which support spaces that are harmonious with learning theories (focussing on Constructivist theory) and the needs of current students. Using the thematic analysis and grounded theory as the theoretical framework to achieve the research aim. The research revealed that there is a need in Jordanian universities for a framework to enable architects to design ILS in a clear and effective way. Jordanian architects supported the development of the new framework for designing ILS.The research indicates that ownership and comfort are preferred for students when they choose and stay in a location for study, and if universities create spaces identifiable with comfort, flexibility, sensory stimulation and technology, then students will be more productive in these locations. The significance of this study is that it informs our theoretical understanding of learning theories, and more broadly the findings of this research are also useful for campus planners and campus facility managers worldwide to plan and provide conducive Informal Learning Spaces on campus. Informal learning spaces play an important role for students, who have preferred places to study, where they regularly work along with friends and find inspiration to work in the company of others

Introduction to location-based mobile learning

[About the book] The report follows on from a 2-day workshop funded by the STELLAR Network of Excellence as part of their 2009 Alpine Rendez-Vous workshop series and is edited by Elizabeth Brown with a foreword from Mike Sharples. Contributors have provided examples of innovative and exciting research projects and practical applications for mobile learning in a location-sensitive setting, including the sharing of good practice and the key findings that have resulted from this work. There is also a debate about whether location-based and contextual learning results in shallower learning strategies and a section detailing the future challenges for location-based learning

The genesis and development of mobile learning in Europe

In the past two decades, European researchers have conducted many significant mobile learning projects. The chapter explores how these projects have arisen and what each one has contributed, so as to show the driving forces and outcomes of European innovation in mobile learning. The authors identify context as a central construct in European researchers’ conceptualizations of mobile learning and examine theories of learning for the mobile world, based on physical, technological, conceptual, social and temporal mobility. The authors also examine the impacts of mobile learning research on educational practices and the implications for policy. Finally, they suggest future challenges for researchers, developers and policy makers in shaping the future of mobile learning

Augmenting the field experience: a student-led comparison of techniques and technologies

In this study we report on our experiences of creating and running a student fieldtrip exercise which allowed students to compare a range of approaches to the design of technologies for augmenting landscape scenes. The main study site is around Keswick in the English Lake District, Cumbria, UK, an attractive upland environment popular with tourists and walkers. The aim of the exercise for the students was to assess the effectiveness of various forms of geographic information in augmenting real landscape scenes, as mediated through a range of techniques and technologies. These techniques were: computer-generated acetate overlays showing annotated wireframe views from certain key points; a custom-designed application running on a PDA; a mediascape running on the mScape software on a GPS-enabled mobile phone; Google Earth on a tablet PC; and a head-mounted in-field Virtual Reality system. Each group of students had all five techniques available to them, and were tasked with comparing them in the context of creating a visitor guide to the area centred on the field centre. Here we summarise their findings and reflect upon some of the broader research questions emerging from the project