跳至主要内容

Dominant Meaning Method for Intelligent Topic-Based Information Agent towards More Flexible MOOCs

Read full paper at:
http://www.scirp.org/journal/PaperInformation.aspx?PaperID=51690#.VHVP7WfHRK0

Author(s)
The use of agent technology in a dynamic environment is rapidly growing as one of the powerful technologies and the need to provide the benefits of the Intelligent Information Agent technique to massive open online courses, is very important from various aspects including the rapid growing of MOOCs environments, and the focusing more on static information than on updated information. One of the main problems in such environment is updating the information to the needs of the student who interacts at each moment. Using such technology can ensure more flexible information, lower waste time and hence higher earnings in learning. This paper presents Intelligent Topic-Based Information Agent to offer an updated knowledge including various types of resource for students. Using dominant meaning method, the agent searches the Internet, controls the metadata coming from the Internet, filters and shows them into a categorized content lists. There are two experiments conducted on the Intelligent Topic-Based Information Agent: one measures the improvement in the retrieval effectiveness and the other measures the impact of the agent on the learning. The experiment results indicate that our methodology to expand the query yields a considerable improvement in the retrieval effectiveness in all categories of Google Web Search API. On the other hand, there is a positive impact on the performance of learning session.
Cite this paper
Razek, M. (2014) Dominant Meaning Method for Intelligent Topic-Based Information Agent towards More Flexible MOOCs. Journal of Intelligent Learning Systems and Applications, 6, 186-196. doi: 10.4236/jilsa.2014.64015
 

[1] Chin, D.B., Dohmen, I.M. and Schwartz, D.L. (2013) Young Children Can Learn Scientific Reasoning with Teachable Agents. IEEE Transactions on Learning Technologies, 6, 248-257.
http://dx.doi.org/10.1109/TLT.2013.24
[2] Business Dictionary (2014) Definition of Agent Technology.
http://www.businessdictionary.com/definition/agents-technology.html
[3] Chen, B. and Cheng, H.H. (2013) A Review of the Applications of Agent Technology in Traffic and Transportation Systems. IEEE Transactions on Learning Technologies, 11, 485-497.
[4] Massis, B.E. (2013) What’s New in Libraries MOOCs and the Library. New Library World, 114, 267-270.
http://dx.doi.org/10.1108/03074801311326894
[5] Joshi, K., Verma, A., Kandpal, A, Garg, S., Chauhan, R. and Goudar, R. (2013) Ontology Based Fuzzy Classification of Web Documents for Semantic Information Retrieval. IEEE-2013 Sixth International Conference on Contemporary Computing (IC3), 8-10 August 2013, 1-5.
http://dx.doi.org/10.1109/IC3.2013.6612160
[6] Gregoire, P.L., Desjardins, C., Laumonier, J. and Chaib-draa, B. (2007) Urban Traffic Control Based on Learning Agents. IEEE Intelligent Transportation Systems Conference, Washington DC, 30 September-3 October 2007, 916-921.
[7] Vecchiola, C., Grosso, A., Passadore, A. and Boccalatte, A. (2009) Agent Service: A Framework for Distributed Multi-Agent System Development. International Journal of Computers and Applications, 31, 202-2968.
[8] Kop, R., Fournier, H. and Mak, S.F.J. (2011) A Pedagogy of Abundance or a Pedagogy to Support Human Beings? Participant Support on Massive Open Online Courses. The International Review of Research in Open and Distance Learning, 12.
[9] Lin, H. and Wang, L. (2008) Query Expansion for Document Retrieval by Mining Additional Query Terms. Information and Management Sciences, 19, 17-30.
[10] Ciaramita, M., Hofmann, T. and Johnson, M. (2003) Hierarchical Semantic Classification: Word Sense Disambiguation with World Knowledge.
http://cs.brown.edu/~th/papers/CiaHofJonIJCAI2003.pdf
[11] Akrivas, G., Wallace, M., Andreou, G., Stamou, G. and Kollias, S. (2002) Context-Sensitive Semantic Query Expansion. 2002 IEEE International Conference on Artificial Intelligence Systems (ICAIS’02), Divnomorskoe, September 2002, 109-114.
[12] Razek, M., Frasson, C. and Kaltenbach, M. (2006) Dominant Meanings towards Individualized Web Search for Learning Environments. In: Magoulas, G.D. and Chen, S.Y., Eds., Advances in Web-Based Education: Personalized Learning Environments, IDEA Group Publishing, 46-69.
[13] Google (2014) Web Search API Custom Ranking. https://developers.google.com/custom-search/docs/ranking
[14] Daniel, J. (2012) Making Sense of MOOCs: Musings in a Maze of Myth, Paradox and Possibility. Journal of Interactive Media in Education, 3, 4-24.
[15] McAuley, A., Stewart, B., Siemens, G. and Cormier, D. (2010) The MOOC Model for Digital Practice. SSHRC Application, Knowledge Synthesis for the Digital Economy.
[16] Voss, B.D. (2013) Massive Open Online Courses (MOOCs): A Primer for University and College Board Members. Association of Governing Boards (AGB) of Universities and Colleges.
http://agb.org/sites/agb.org/files/report_2013_MOOCs.pdf
[17] Kerry, W. (2013) Academic Libraries in the Age of MOOCs. Reference Services Review, 41, 576-587.
[18] Gillet, D. (2013) Personal Learning Environments as Enablers for Connectivist MOOCs. Proceedings of the 12th International Conference on Information Technology Based Higher Education and Training, Antalya, 10-12 October 2013, 1-5.
http://dx.doi.org/10.1109/ITHET.2013.6671026
[19] Greenberg, B., Schwartz, R. and Horn, M. (2013) The Course in of Blended Learning: Personalizing Education for Students. Massive Open Online Course.
https://www.coursera.org/course/blendedlearning
[20] Razek, M. (2013) Towards More Efficient Image Web Search. Intelligent Information Management, 5, 196-203.
http://dx.doi.org/10.4236/iim.2013.56022
[21] Severance, C. (2012) Teaching the World: Daphne Koller and Coursera. IEEE Computer Society, 45, 8-9.
[22] Meng, W., Yu, C. and Liu, K. (2002) Building Efficient and Effective Meta-Search Engines. ACM Computing Surveys, 34, 48-89.
http://dx.doi.org/10.1145/505282.505284                       eww141126lx

评论

此博客中的热门博文

Does Immigration Promote the Investment of the Monopolistic Firm?

In the present paper, we examine the effect of increasing uncertainty of immigrants’ growth on the optimal timing of investment of a firm that has a monopolistic power over the labor market. It is revealed that when the uncertainty of immigrants’ growth is more than a threshold level, increasing uncertainty of immigrants’ growth accelerates the optimal timing of firms’ investment and enhances the economic growth, even if the uncertainty of immigrants’ growth is formulated by the geometric Brownian motion, which is in sharp contrast to the standard result that an increase in the uncertainty postpones the optimal timing. With an increase in the immigrants over the past ten years, workforces in the host countries have been growing significantly to the extent that the immigrants represent 70% of the increase in the workforce in Europe, and 47% in the United States as OECD indicates. In the present paper, we attempted to investigate the effect of increased uncertainty caused by the growi...

Education Policy Implementation: A Mechanism for Enhancing Primary Education Development in Zanzibar

Education is one of the fundamental rights of individuals; therefore, the government of a country needs to develop and strengthen educational policy and quality as well as to ensure that everyone has equal access to basic education. The improvement of access and quality of education in the world is becoming as an essential factor in development, whereas the basic education (primary school), is acknowledged as a foundation of the higher educational development for every country. To fulfill this goal, governments introduce several policies and procedures; however, it requires some reforms and participation from the politician, policymakers, and other stakeholders to re-examine educational policy so that it can lead to multiplication and betterment of the reforms. Educational reforms actually focus on accountability. A positive educational development and reform is very challenging and needs more effort and strategy on how to use and utilize the resources effectively as such it can achie...