José Ignacio Mayorga’s research while affiliated with National University of Distance Education and other places

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Publications (17)


Enhancing Higher Education Experience: The eMadrid initiative at UNED University
  • Conference Paper

October 2014

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30 Reads

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1 Citation

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In this paper we focus on the achievements of eMadrid initiative in some fields of technology-enhanced learning, mainly involving the improvement of the mechanisms for open educational content retrieval from Internet, considering Internet resources as potential learning objects. Also we facilitate the integration of remote laboratories and external tools in virtual campuses architectures supporting enriched capabilities and describe a way to cluster and identify learner weaknesses using a learning analytics approach in combination with the item response theory.


Table 3): 
An Architecture for Retrieving and Organizing Web Resources for Didactic Purposes
  • Article
  • Full-text available

April 2012

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109 Reads

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5 Citations

Journal of Research and Practice in Information Technology

This paper proposes a retrieval architecture based on clustering techniques, to search the web for resources that are potentially useful for educational purposes. The architecture makes use of Formal Concept Analysis to search the web as a sort of learning object repository and returns a clustering of results based on pedagogical criteria that can help to provide a rich environment for content authoring, enhancing the possibilities of traditional search based on metadata. The retrieval system is designed to be seamlessly embedded in virtual learning environments or authoring tools, and combines information retrieval technologies with pedagogical objectives to help in the organization and sorting of search results in a meaningful way for educational content authors as well as grounding an approach for semantic-aware learning content retrieval.

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Figure 1: Semantic annotation of educational content 
Enhancing authoring, modelling and collaboration in e-learning environments: UNED research outline in the context of E-Madrid excellence network

May 2010

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120 Reads

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2 Citations

In the last years, authoring based on e-learning standards has been consolidated as a core factor of industry and development of interoperable and effective virtual learning environments. However, there is a need for further research on abstraction to provide a more instructional view in the context of authoring tools in a variety of ways, in order to avoid being driven by Learning Technology (LT) specifications, facilitate instructional knowledge aggregation, and to provide an appropriate level of clarity and semantics in the design of collaborative activities. We propose a combination of techniques to provide this instructional abstraction in the context of the new European educational model, combining instructional layers and collaborative scripts in authoring tools, and semantic web techniques for extending e-learning material in order to harness the wealth of existing web content and semantically labeled repositories.


Figura 1. Example of a concept lattice drawn using a Hasse diagram  
Figura 3.  
Retrieval and Clustering of Web Resources Based on Pedagogical Objectives

January 2010

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75 Reads

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3 Citations

This paper proposes using clustering techniques, such as Formal Concept Analysis to search the web for resources which are potentially useful for educational purposes and returning a clustering of results based on pedagogical criteria. Using the web as a sort of learning object repository can help providing a rich environment for content authoring and enhancing the possibilities of traditional search based on metadata. Combining IR technologies and pedagogical objectives may help organizing and sorting search results in a meaningful way for educational content authors as well as grounding an approach for semantic-aware learning content retrieval.


Virtual Collaborative Learning Communities: from Metadata to Semantics

May 2007

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50 Reads

Inteligencia Artificial Revista Iberoamericana de Inteligencia Artificial

This paper presents a system, which allows collaborative learning communities to share and to work around a common body of knowledge through a Learning Object Repository (LOR, for short. The LOR stores any results and by-products generated throughout the learning process by using a number of different tools.) There is a virtual learning community, which provides a workspace where users can collaborate to carry out group activities. An interaction infrastructure supports these activities by offering a set of services such as shared workspaces, chat rooms or discussion forums. Students elaborate by-products, which are then stored as learning objects. These, in turn, articulate collaboration by means of successive changes along instructional activities. LOs are stored along with automatically extracted or elicited meta-information coming either from the context or from the tools that have been used to handle these LO's. Metadata are then added, by means of an abstraction process, to an ontology, which facilitates reasoning about each element within the system, particularly, about the available contextual information. Furthermore, the ontology provides complex semantic searching.


Comunidades Virtuales de Aprendizaje Colaborativo: de los Metadatos a la Semántica

January 2007

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206 Reads

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8 Citations

Inteligencia Artificial Revista Iberoamericana de Inteligencia Artificial

En este artículo, se presenta un sistema que permite que comunidades virtuales de aprendizaje colaborativo compartan y trabajen en torno a un cuerpo de conocimiento común a través de un Repositorio de Objetos de Aprendizaje (LOR, capaz de almacenar material generado en el proceso de aprendizaje usando diferentes herramientas.) Se dispone de una comunidad virtual de aprendizaje que proporciona un lugar de trabajo en el que los usuarios pueden colaborar para llevar a cabo las actividades de grupo, para las que se ofrece una infraestructura de interacción establecida sobre un conjunto de servicios tales como espacios de trabajo compartidos, salas de charla o foros de discusión. Los alumnos elaboran productos (resultados parciales) que se almacenan en forma de objetos de aprendizaje y articulan la colaboración mediante sucesivas modificaciones a lo largo de las actividades instruccionales. Los productos se almacenan en la forma de objetos de aprendizaje (LO), con metainformación extraída automáticamente del contexto y de las herramientas que se utilizan para manipularlos. Los metadatos se incorporan, mediante un proceso de abstracción, a una ontología que permite razonar sobre todos los elementos del sistema, en particular, sobre la información contextual, además de posibilitar búsquedas semánticas complejas.


Accessing a learning object repository through a semantic layer

September 2006

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70 Reads

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3 Citations

This paper describes ongoing work on the issue of exploiting a Learning Object Repository, i.e., a large library of learning resources, which incorporates different and often heterogeneous types of objects, to feed activities to a Virtual Learning Community. These objects include re-usable contents that are described by means of metadata. Our proposal leans on an ontology for interpreting the annotations and suggesting the LO best fitting the community’s necessities for a given activity. The ontology, as a representation mechanism, interprets all the available knowledge and provides adequate ways of exploiting it, which include social navigation and recommendation through enhanced searching capabilities.


An Ontology-driven Portal for a Collaborative Learning Community.

January 2005

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42 Reads

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6 Citations

This paper deals with a portal for a group or community organisation and how to take advantage of having an ontology to support its operation and services. The ontology, as a representation mechanism, interprets all the available knowledge and provides adequate ways of exploiting it, which include enhanced searching capabilities to facilitate social navigation. The ontology takes into account the context and users' working style to assist the learners.


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Building bridges within learning communities through ontologies and "thematic objects"

January 2005

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249 Reads

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58 Citations

Communication through artefacts, in the sense of objects (co-)constructed by learners, is a well known mechanism in synchronous shared workspace environments. In this article, we explore the potential of extending this principle to heterogeneous, anonymous and asynchronous learner communities by drawing on existing work, e.g. in the areas of "social navigation" and recommender systems. A new ingredient is the description and provision of "thematic objects" embedded in a task/activity context. Design principles and available technologies are discussed and an example implementation in a European project is presented from the perspective of technology design and development.


A Metamodel For Defining and Managing Learning Web Communities

January 2005

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175 Reads

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6 Citations

This paper focuses on the formation and control of virtual learning communities at different levels. A social approach is presented. It is based on having a explicit computational model representing the social aspects of the community, which is established by a meta-model and a ruling mechanism. The first one allows a wide range of social structures to be derived from a high-level definition. The latter permits the tuning of the society behaviour. Both aspects are stated in a declarative way, which yields three important advantages: generality, which allows a social structure to be defined easily; flexibility, which facilitates making changes in the society or its behaviour and adaptability, because such a model can cope with a wide range of behaviours. The framework has been implemented in a semantic platform that pays a special attention to the underlying social structure.


Citations (14)


... The use of rubrics with the exercise solved auto-mated the activity correction step, comparing the student's results with the teacher's solution and additional data to interpret the result, with a set of criteria and standards, specifying competences, descriptors and mastery level [56][57][58]. ...

Reference:

Application of Learning Analytics in a Remote Lab Context: A Systematic Literature Review
Enhancing Higher Education Experience: The eMadrid initiative at UNED University
  • Citing Conference Paper
  • October 2014

... Some others such as Kärger et al., (2006), Almaraz (2008) or Santiago and Raabe (2010) works, employ an architecture based on mediators to integrate LO repositories. Other proposals for the retrieval of educational content are based on methods adapted from the area of information retrieval such as Yen et al. (2010) by proposing similarity metric calculations on LO or Mayorga et al. (2010) by including clustering techniques as Formal Concept Analysis. (FCA) with pedagogical aims to search the web. ...

Retrieval and Clustering of Web Resources Based on Pedagogical Objectives

... To face these requirements, we have developed the PELICAN e-learning platform [20] [21] [22]. Different users can perceive this tool from several complementary perspectives: @BULLET PELICAN as a design tool. ...

A Metamodel For Defining and Managing Learning Web Communities

... In this section a real case study is presented. In it a particular tool, called JBraindead [13], is integrated into an educational Web environment by using the proposed framework. ...

An Architecture for Retrieving and Organizing Web Resources for Didactic Purposes

Journal of Research and Practice in Information Technology

... Besides, using ontologies could help characterizing LOs in terms of semantic entities instead of the traditional syntactic approach. It has been signaled that retrieving LOs from a repository by searching field contents fails to catch the user's intentions, which tends to make its results either inaccurate or inadequate for the user [25]. Furthermore, as metadata standards impose a number of constraints on the possible values, learners and educational authors are supposed to know the right searching terms for a given query beforehand in order to get a good precision and recall. ...

Accessing a learning object repository through a semantic layer
  • Citing Conference Paper
  • September 2006

... Our approach provided declarative mechanisms for the specification of a task structure, an associated semi-structured dialogue model, and a schema of the outcome. This methodology was originally implemented in DEGREE and then improved and re-implemented in subsequent versions of the system Verdejo et al. 2003). In these versions, we defined an intermediate language to create a generic template with three elements (dialogue, task, and outcome) that could be used to build a scenario-instance based on a taxonomy of values and a fully integrated configuration program. ...

Including collaborative learning designs in a Learning Object Repository

... Their main contribution was to provide a means for social agents to communicate with agents outside its original scope through the use of semantic web technologies. Other implementations of Semantic Web technologies in educational portals also exist in the literature (Woukeu et al., 2003; Tane et al., 2004; Moreale & Vargas-Vera, 2004; Verdejo et al., 2004; Kotzinos et al., 2005). ...

Designing a Semantic Portal for Collaborative Learning Communities
  • Citing Chapter
  • June 2004

Lecture Notes in Computer Science

... Think-pair-share [59] Round robin [1,60] Buzz group [61] Paired annotation [1,46,[62][63][64] Critical debates [65] Note-taking pairs [66,67] Send-a-problem [68] Group problem solving [69,70] Affinity grouping [71] Team matrix [72] Word webs [73] Dyadic essays [74][75][76] Peer editing [46,77] ...

Enhancing authoring, modelling and collaboration in e-learning environments: UNED research outline in the context of E-Madrid excellence network

... The Internet is thus used mainly to improve communication between the teaching staff and the students, using methods that have been examined in various ways by a number of scholars (e.g. Beuschel, Bork, Hughes, Mcmahon, Serdiukov, & Stacey, 2000;Brooks, 1997;Mason & Kaye, 1989;Sandell, Stewart, & Stewart, 1997;Verdejo, Rodriguez-Artacho, Mayorga, & Calero, 2000). Our goal was to create a virtual campus in which students could get to know each other, form virtual study groups, and thus be compensated for the lack of an actual campus. ...

Creating Web-based Scenarios to Support Distance Learners
  • Citing Conference Paper
  • January 1999

... Users can create artefacts that will be reused in other tools, in other devices, or even different students in different contexts. The backbone of the technological infrastructure is a Learning Object Repository (LOR) that manages data and artefacts created from heterogeneous resources in a learning community providing a) a persistence mechanism, through web services, for computer tools to store, retrieve, or re-use individual and group results and by-products b) a web interface for the repository, offering group and community navigation tools as well as mechanisms to detect similarities of interests in terms of the produced objects or artefacts [3]. ...

An Ontology-driven Portal for a Collaborative Learning Community.
  • Citing Conference Paper
  • January 2005