Adaptation “in the Wild”: Ontology-Based Personalization of Open-Corpus Learning Material

Abstract. Teacher and students can use WWW as a limitless source of learning material for nearly any subject. Yet, such abundance of content comes with the problem of finding the right piece at the right time. Conventional adaptive educational systems cannot support personalized access to open-corpus learning material as they rely on manually constructed content models. This paper presents an approach to this problem that does not require intervention from a human expert. The approach has been implemented in an adaptive system that recommends students supplementary reading material and adaptively annotates it. The results of the evaluation experiment have demonstrated several significant effects of using the system on students ’ learning

Adaptation “in the Wild”: Ontology-Based Personalization of Open-Corpus Learning Material

Teacher and students can use WWW as a limitless source of learning material for nearly any subject. Yet, such abundance of content comes with the problem of finding the right piece at the right time. Conventional adaptive educational systems cannot support personalized access to open-corpus learning material as they rely on manually constructed content models. This paper presents an approach to this problem that does not require intervention from a human expert. The approach has been implemented in an adaptive system that recommends students supplementary reading material and adaptively annotates it. The results of the evaluation experiment have demonstrated several significant effects of using the system on students’ learning.\u

The Virtual Learning Environment as a transformational technology for academic libraries

This paper discusses the explosion in the use of electronic resources by students and the development of e-books. The existing high usage of e-resources will be intensified as virtual learning environments (VLEs) become the primary means of interaction between students and universities. The development of a bespoke subject collection of e-books for nursing students is explored in some detail, as is the demand for non-traditional resources for the VLE. The paper closes by discussing the opportunities for integrating resources into and exploiting VLEs

Second language learning in the context of MOOCs

Massive Open Online Courses are becoming popular educational vehicles through which universities reach out to non-traditional audiences. Many enrolees hail from other countries and cultures, and struggle to cope with the English language in which these courses are invariably offered. Moreover, most such learners have a strong desire and motivation to extend their knowledge of academic English, particularly in the specific area addressed by the course. Online courses provide a compelling opportunity for domain-specific language learning. They supply a large corpus of interesting linguistic material relevant to a particular area, including supplementary images (slides), audio and video. We contend that this corpus can be automatically analysed, enriched, and transformed into a resource that learners can browse and query in order to extend their ability to understand the language used, and help them express themselves more fluently and eloquently in that domain. To illustrate this idea, an existing online corpus-based language learning tool (FLAX) is applied to a Coursera MOOC entitled Virology 1: How Viruses Work, offered by Columbia University

Exploring the Changing Teaching Practices and Needs of Business Faculty at Santa Clara University

This report will present the findings and recommendations of a study designed to explore Santa Clara University (SCU) business faculty’s current and emerging undergraduate teaching practices. The study was led locally by researchers in the SCU Library, with parallel studies conducted at fourteen other institutions of higher education in the United States during the 2018-19 academic year. These studies were coordinated at the national level by Ithaka S&R, a not-for-profit research and consulting service that helps academic and cultural communities serve the public good and navigate economic, technological, and demographic change. Ithaka will publish a capstone report of major themes across all fourteen institutions in Winter 2020 and will include recommendations that libraries, universities, and business schools can use to support the changing teaching practices of their business faculty

Positioning librarians as essential to the new virtual learning environments

This paper discusses the explosion in the use of electronic resources by students and the development of e-books. The existing high usage will intensify as virtual learning environments (VLEs) become the primary means of interaction between students and universities. A brief outline of university library procurement in the UK is given, followed by an analysis of a recent ground-breaking tender for e-books for higher education libraries in the UK. The continuing development of a bespoke subject collection of e-books for nursing students is explored in some detail, as is the demand for non-traditional resources for the VLE. The paper closes by discussing the information architecture necessary to streamline and unify access to resources in the hybrid library, and to lay the foundation for an architecture appropriate to the electronic library

Using Technology To Provide An Online Economics Textbook

College textbook costs have risen in the last decade. The development and use of encyclopedic introductory textbooks creates higher monetary cost for students. One method to lower costs is a custom, professor-written online textbook. Issues related to reading an online textbook are explored and future research discussed

Adaptive hypermedia for education and training

Adaptive hypermedia (AH) is an alternative to the traditional, one-size-fits-all approach in the development of hypermedia systems. AH systems build a model of the goals, preferences, and knowledge of each individual user; this model is used throughout the interaction with the user to adapt to the needs of that particular user (Brusilovsky, 1996b). For example, a student in an adaptive educational hypermedia system will be given a presentation that is adapted specifically to his or her knowledge of the subject (De Bra & Calvi, 1998; Hothi, Hall, & Sly, 2000) as well as a suggested set of the most relevant links to proceed further (Brusilovsky, Eklund, & Schwarz, 1998; Kavcic, 2004). An adaptive electronic encyclopedia will personalize the content of an article to augment the user's existing knowledge and interests (Bontcheva & Wilks, 2005; Milosavljevic, 1997). A museum guide will adapt the presentation about every visited object to the user's individual path through the museum (Oberlander et al., 1998; Stock et al., 2007). Adaptive hypermedia belongs to the class of user-adaptive systems (Schneider-Hufschmidt, Kühme, & Malinowski, 1993). A distinctive feature of an adaptive system is an explicit user model that represents user knowledge, goals, and interests, as well as other features that enable the system to adapt to different users with their own specific set of goals. An adaptive system collects data for the user model from various sources that can include implicitly observing user interaction and explicitly requesting direct input from the user. The user model is applied to provide an adaptation effect, that is, tailor interaction to different users in the same context. In different kinds of adaptive systems, adaptation effects could vary greatly. In AH systems, it is limited to three major adaptation technologies: adaptive content selection, adaptive navigation support, and adaptive presentation. The first of these three technologies comes from the fields of adaptive information retrieval (IR) and intelligent tutoring systems (ITS). When the user searches for information, the system adaptively selects and prioritizes the most relevant items (Brajnik, Guida, & Tasso, 1987; Brusilovsky, 1992b)

Finnish primary teachers' interaction with curriculum materials - digitalisation as an augmenting element

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