Graphic organizers may be a helpful instrument in assisting students to structure their text productions. This paper presents a mining tool that is able to extract relevant terms and relationships from texts and shows how the tool may be used to help students in writing summaries. A particular tool is presented, explaining the technique used to analyze the texts, to extract relevant terms and build graphs from them. These graphs are then used by students as graphic organizers, helping them to reflect about the main ideas of the text before the actual writing task. Two experiments are presented in this paper, in which a total of 29 students were asked to read and summarize a short text with the assistance of the text mining tool. Results demonstrated that the tool helped students reflect about the main ideas of the text and supported the actual writing of the summaries.
| [1] | Marzano, R.J., Pickering, D.J. and Pollock, J.E, Classroom Instruction that Works: Research-Based Strategies for Increasing Student Achievement, Association for Supervision and Curriculum Development, Alexandria, 2001. PubMed |
| [2] | Hyerle, D, Visual Tools for Transforming Information into Knowledge, Corwin Press, Thousand Oaks, 2009. |
| [3] | Hall, T. and Strangman, N, Graphic organizers, National Center on Accessing the General Curriculum, Wakefield, 2002. |
| [4] | Newell, G.E, “Writing to Learn: How Alternative Theories of School Writing Account for Student Performance”, in MacArthur, C., Graham, S. and Fitzgerald, J. (Eds), Handbook of Writing Research, The Guilford Press, New York, 2008, 235-247. |
| [5] | Winograd, P.N, Strategic Difficulties in Summarizing Texts, Technical Report No. 274, Center for the Study of Reading, University of Illinois, Urbana, 1983. |
| [6] | Collins, A. and Haviland, S.E, Children's reading problems, Reading Education Report No. 8, University of Illinois, Urbana, 1979. |
| [7] | Schenker, A, Graph-Theoretic Techniques for Web Content Mining, Unpublished PhD thesis, University of South Florida, Tampa, 2003. |
| [8] | Beissner, K., Jonassen, D.H. and Grabowski, B.L, “Using and Selecting Graphic Techniques to Acquire Structural Knowledge”, Performance Improvement Quarterly, 7(3-4). 20-38. 1994.View Article |
| [9] | Novak, J.D, “The Origins of the Concept Mapping Tool and the Continuing Evolution of the Tool”, Information Visualization Journal, 5(3). 175-184. 2006.View Article |
| [10] | Chang, K.E., Sung, Y.T. and Chen, S.F, “Learning through computer-based concept mapping with scaffolding aid”, Journal of Computer Assisted Learning, 17(1). 21-33. 2001.View Article |
| [11] | Ruddell, M.R, Teaching content reading and writing, John Wiley & Sons, New York, 2001. PubMed |
| [12] | Capretz, K., Ricker, B. and Sasak, A, Improving organizational skills through the use of graphic organizers, Research Project, Saint Xavier University and Skylight Professional Development, Chicago, 2003. |
| [13] | Macedo, A., Reategui, E., Lorenzatti, A. and Behar, P.A, “Using text-mining to support the evaluation of texts produced collaboratively”, in Tatnall, A. and Jones, A. (Eds), Education and Technology for a Better World, Springer, 2009, 368-377.View Article |
| [14] | Azevedo, B.F.T., Reategui, E. and Behar, P.A, “Analysis of the relevance of posts in asynchronous discussions”, Interdisciplinary Journal of Knowledge and Learning Objects, 17(1). 107-121. 2014. |
| [15] | Reategui, E., Epstein, D, Lorenzatti, A. and Klemann, M, “Sobek: a Text mining tool for educational applications”, in International Conference on Data Mining, CSREA Press, 2011, pp. 59-64. |
| [16] | Bean, T.W. and Steenwyk, F.L, “The effect of three forms of summarization instruction on sixth graders’ summary writing and comprehension”, Journal of Reading Behavior, 16(4). 297–306. 1984.View Article |
| [17] | Ellis, R, Task-based language learning and teaching, Oxford University Press, New York, 2003. |
| [18] | Hayes, J.R. and Flower, L.S, “Identifying the organization of the writing process”, in Gregg, L.W. and Steinberg, E.R. (Eds), Cognitive processes in writing, Lawrence Erlbaum Associates, 1980, 3-30. |
| [19] | Shanahan, T, “Relations among Oral Language, Reading, and Writing Development”, in MacArthur, C., Graham, S. and Fitzgerald J. (Eds), Handbook of Writing Research, The Guilford Press, 2008, 171-183. |
| [20] | Rawson, K.A. and Dunlosky, J, “The rereading effect: Metacomprehension accuracy improves across reading trials”, Memory & Cognition, 28(6). 1004-1010. 2000.View Article PubMed |
| [21] | Nesbit, J.C. and Adescope, O.O, “Learning with Concept and Knowledge Maps: A Meta- Analysis”, Review of Educational Research, 76(3). 413-448. 2006.View Article |
| [22] | Gao, X., Murugesan, S. and Lo, B, “Extraction of Keyterms by Simple Text Mining for Business Information Retrieval”, in IEEE International Conference on e-Business Engineering, IEEE Press, 2005, 332-339. |
| [23] | Frantzi, K., Ananiadou, S. and Mima, H, “Automatic recognition of multi-word terms”, International Journal of Digital Libraries, 3(2). 117-132. 2000.View Article |