BRUILLARD Eric, BARON Georges-Louis (2000). - Computer-based concept mapping : a Review of a cognitive tool for students. - In : BENZIE David, PASSEY Don. Proceedings of conference on educational uses of information and communication technologies : IFIP, 16th World computer congress 2000, Beijing, China, 21-25 august 2000. - Pékin : PHEI. - pp. 331-338 : bibliogr. Computer-Based Concept Mapping a Cognitive Tool for Students : A review Eric Bruillard, Georges-Louis Baron Institut National de Recherche Pédagogique (INRP) 91 rue Gabriel Péri, 92120 Montrouge, France email: bruillar@citi2.fr ; baron_gl@citi2.fr Abstract This text is devoted to a literature review of concept maps and concept mapping. An overall idea emerges : on the one hand, concept maps are useful tools for designers, to structure their products, but, on the other hand, ready-made concept maps might not be so useful for learning. For the learner, the process of creating and/or modifying concept maps seems to be much better. Evidence is collected from different studies about advanced organisers and about hypertext design and use for learning. According to these results, computer-based concept mapping tools provide very interesting possibilities. Keywords concept map, cognitive tool, computer-based concept mapping, representation, hypertext 1. Introduction Concept mapping has been a subject of investigation for some time now, giving rise to a new interest when computer based tools have rendered easy the creation and the modification of concept maps. In education, it is a tool for research, a communication tool and an efficient means of teaching and learning, notably as a process of establishing relationship between concepts. The following text presents a synthesis of a review of the scientific literature we did in the context of an European project (REPRESENTATION, MM 1045) devoted to studying the issues related to computer based concept mapping as learning tools. First, we shall briefly present the notion of concept map, and research results about their uses. Then we shall study links with hypermedia and, finally, conclude with an analysis of computer-base concept mapping tools. 2. An overview of concept maps In this section, we will explain the notion of concept map or concept mapping and give some examples of their usage. 2.1. Definition According to Jonassen, Beissner, & Yacci (1993), concept maps are "representations of concepts and their interrelationship that are intended to represent the knowledge structures that humans store in their minds." Usually, concept maps are defined as semantic representations of declarative memory presented graphically (Jacobi, 1991). The restriction to the declarative knowledge that is implied by using the term concept makes certain authors (e.g. Stoyanov, 1997) prefer the term cognitive mapping. Contrary to semantic networks, concept maps allow the links between the nodes to be labelled in very different ways. A simpler view of cognitive cartography has also been proposed under the term of mind maps (Buzan, 1995) where only concepts and their proximity are represented, without any particular meaning imposed on the relationships. From a more concrete viewpoint, concepts maps are formed by nodes and links. The nodes are represented as lexical labels, and the links are represented as lines. These lines are often oriented and named. Concept maps are important when one adopts a constructivist view of learning. The theory behind it is that each individual develops mental schema or “mind maps” which serve to inform future thinking or action. These schemas are fundamental to the way we understand all experience. As babies we begin to build up schema, which enable us to distinguish a human face from its background. More abstract conceptualisation involves the same process of constructing a meaning and pattern from a jumble of sensory information. These schemas then enable us to function with confidence in a complex environment. Effective learning depends on the creation of new schema, or on existing schema being revised, extended or reconstructed. 2.2. Uses of concept maps In 1976, Novak pointed out the importance of elaborating materials enhancing meaningful learning by centring on concepts organisation. The seminal work that led to the definition of concept maps focused on representing knowledge and knowledge evolution in BRUILLARD Eric, BARON Georges-Louis (2000). - Computer-based concept mapping : a Review of a cognitive tool for students. - In : BENZIE David, PASSEY Don. Proceedings of conference on educational uses of information and communication technologies : IFIP, 16th World computer congress 2000, Beijing, China, 21-25 august 2000. - Pékin : PHEI. - pp. 331-338 : bibliogr. children's science learning (Novak, 1990). Novak & Gowin (1984) insisted on how fundamental it was to 2.3. Concept maps as teaching tools focus on ‘knowledge elaboration ’in spite of ‘knowledge discovering’. In their opinion, indeed, knowledge is As regards the teacher's activity, concept maps also have constructed through the observation of events or objects some interesting properties. Constructing concept maps with reference to the concepts that are already known. allows the lesson designer to identify the key concepts and the relationship between them ; this process can even Concept maps are interesting according different points be extended to building the whole structure of a given of view. curriculum. The preparation phase may use concept maps as a content analysis tool. 2.2.1. Accessing representations First of all, they help accessing representations. Learning involves creating new representations and modifying existing ones. From the researcher viewpoint, an important question is how to account for the students' representations at a given state in learning. Concept maps seem to offer a tool for doing this. They are indeed a very useful way to gain access to the representations of learners, and to assess whether their learning is influenced by prior knowledge. For that purpose, concept maps are an intermediary solution between drawings and language production, since they do not force the representation to be as linear as language production would do. 2.2.2. Communicating Secondly, concept maps are communicational tools. Graphics represent information in a way that sometimes may be more appropriate to communicating both contents and an idea about the complexity of contents. Concept maps are not construed by linearity and are convenient to represent what can be complex and intricate. Furthermore, they allow collaborative construction of knowledge. 2.2.3. Cooperating Finally, concept mapping is also useful for cooperative activities. In this context, it is often viewed as a preliminary stage that allows bringing more knowledge. Concept maps can also be used as a means of identifying experts engaged in complex activities. This has been investigated by Quintin & Depover (1998). In this study, software to teach about a specialised domain of mechanics (Zincast) was to be developed. The authors collected the concept maps of several experts in order to analyse them as the basis for designing the content of the software. Moreover, with little modification, the maps were then used as a navigation tool within the hypermedia software in order to facilitate information searching from the knowledge base of the teaching assistant. The view of expert concepts presented through a concept map has many advantages since it makes it possible to propose a structure for a given domain. We will later examine this assertion, but before, we elaborate about the interest of concept maps as teaching tools. Concept maps may help teaching as a technique of presentation of the structure of the to-be-learned domain before or during the learning phase (thus playing the role of advance organiser) as well as being used after the learning episode (as an integrative tool). Jacobi (1991) noted that in both cases, some limitation may occur in their efficiency that are related to their semiotic quality. This use of a concept map necessitates using one map as the reference. Such a presentation typically uses maps constituted by experts. In this case, the underlying conception of teaching is that learners must acquire this representation, and that the closer a learner’s map is to the expert’s one, the better the result. Often it has been demonstrated that learners who had the closest map compared to the expert’s one, achieved better grades in evaluation. However Jonassen et al (1997) contested this view, provided that the goal of teaching is not always to replicate the expert representation in the learner's mind. Moreover, since experts present important interindividual differences, the problem of choosing a reference remains insoluble on objective grounds. Another method consists in comparing one learner’s map to those of his/her peers. This enables the teacher to observe how the pupil’s representation of the domain changes compared to previous states of knowledge or compared to the other pupils. In this case, concept maps and concept mapping are used as assessment tools in teaching practice, aiming for instance at monitoring the learning process. Concept maps are often presented as having another advantage as a communication tool to use in teaching, in that these combine both conceptual and graphical aspects. Indeed, as Paivio's work demonstrated (Paivio, 1991), memory for a given material is better when this material is encoded from different formats. Hence the dual coding theory predicts that if pupils are offered the same conceptual material in a concept map format, versus a more normal, non-graphic format, the concept mapping approach would lead to better memorisation of the material. This is actually observed by many education researchers, particularly in science teaching. However it must be noted that researchers have hardly ever tried to distinguish the benefits of the presentation mode from that of constructing the map, although it would be an issue of considerable theoretical and practical interest. BRUILLARD Eric, BARON Georges-Louis (2000). - Computer-based concept mapping : a Review of a cognitive tool for students. - In : BENZIE David, PASSEY Don. Proceedings of conference on educational uses of information and communication technologies : IFIP, 16th World computer congress 2000, Beijing, China, 21-25 august 2000. - Pékin : PHEI. - pp. 331-338 : bibliogr. 2.4. Concept maps as learning tools 3. Links with hypermedia learning From a theoretical point of view, concept mapping can be a rather effective way of learning because it requires explication and reflection (making explicit what is normally implicit) and may help the pupil to develop auto-monitoring techniques and so to enhance their critical thinking (Hammond, 1994). For Mc Aleese (1994), the process at the core of concept mapping is the auto-monitoring technique, for personal or group knowledge presentation or RE-presentation. Ideas are ‘created on the fly’ and the learner has tools to use and operates through a series of stages (figure 1) A classical, but rather simplistic, view of hypertext describes it as a network of nodes and links. The contents of the nodes can be labelled by a concept name and such a structure is very similar to concept maps (Bruillard & de La Passardière, 1998). Using concept maps in the context of hypertexts therefore seems natural. In an educational framework, they can be used to help designers in designing hypermedia or, as navigational tools, for helping learners to find an appropriate path through a lot of documents (the contents of which they do not necessarily know very precisely). • Several questions may be posed : • are concept maps good tools for hypertext design ? • Are they appropriate navigational aids ? • What can be considered as the best strategy for the learner to acquire knowledge in using hypertext documents ? 3.1. Concept maps and hypermedia design Fig. 1!: The Stages of Auto-monitoring (McAleese, 1994) The benefit come from the learner being more aware of the needed regulation of her learning processes in relation to the abilities to acquire. Using concept maps permits one to represent one’s current state of knowledge. Thus Huai (1997) states that concept maps could act as a cognitive looking glass for one’s own conceptual model. Also in the process of constructing concept maps, the learner could notice not only her knowledge and its gaps, but also her learning strategies. Such an identification of certain aspects of her cognitive styles could warn the learner about deficient procedures, and allow her to change them or to compensate for them by other means. In this vein, Huai (1997) showed that using concept maps helped pupils who had extreme cognitive styles to compensate for the learning strategies they engaged in spontaneously. Many authors underline the importance of conceptformation tracking as a tool for monitoring pupils' conceptual growth over time (Anderson-Inman et al., 1998). So, as a learning strategy, concept mapping is most effective if it is conducted on an ongoing basis over the course of instruction. Research about uses of hypermedia for learning lead to similar results. With the evolution from 'drill and practice' tutorial software to hypertexts for learning, the point of view has shifted from a logic of transmission of knowledge to the learner to a logic of construction of knowledge by the learner. But the structure of knowledge to be transmitted or to be acquired, remains a major issue. This structure will serve to provide the learner with navigational clues, in order to facilitate navigation through the materials and, possibly, the construction of new knowledge. In organising a corpus to be learned, it is possible either to begin with a set of materials that are poorly structured or even have no prior structure at all, or with a strongly structured set of materials. In the first case, it seems useful to organise the corpus by using concept maps. For Paquelin (1996), concept maps can give at the same time a global and partial, synthetic and descriptive view of a domain of knowledge. His « Terre-à-sol » project aimed at facilitating the learning of concepts linked to ground fertility and of the relations between the different methods of preserving it. In this context it appeared that concept maps can be used, as formulation and communication tools between experts coming from different areas, with different points of view that are not easy to assemble. As a tool to assist in designing educational hypermedia, concept maps are especially useful when authors cannot rely on existing well-structured documents. Another approach thus begins with a set of well-structured electronic documents, and sets out to generate a hypertext in an automatic or semi-automatic manner. For example, Wentland-Forte (1996) suggests transforming an electronic document in an educational hypertext in two steps : marking up the initial document and then generating navigational maps. The benefit for the author BRUILLARD Eric, BARON Georges-Louis (2000). - Computer-based concept mapping : a Review of a cognitive tool for students. - In : BENZIE David, PASSEY Don. Proceedings of conference on educational uses of information and communication technologies : IFIP, 16th World computer congress 2000, Beijing, China, 21-25 august 2000. - Pékin : PHEI. - pp. 331-338 : bibliogr. is to rely on already written texts about what she wants One of the reasons justifying that is that for learners, to teach, the hypertext generated taking into account concept maps are rather unusual objects ; this lack of semantic links and, for the learner, to use visualisation knowledge about them can explain some of the tools which are able to facilitate the understanding of difficulties they face in using them as navigational aids. concepts. Furthermore, reading with hypertext requires new and Concept mapping is used in other cases, for example in specific skills that are not yet developed by users. Other connection with adaptive advice to teach reading experiments are not conclusive about the value of comprehension (Carlson and Larralde, 1995), integrated concept maps (Calvi, 1997). in the design of an intelligent hypertext demonstration To sum up all the preceding remarks, the interest of system (Scott and Ardron, 1994), or in systems like concept maps as navigational aids depends on the task TextVision (deVries and Kommers, 1993), mixing (information retrieval, learning…) and the level of prior hypermedia and concept mapping. knowledge of the domain. Tricot et al. (1999) suggest Many design approaches have been tested, and the also that the knowledge of the rhetorical structure of techniques used by authors depend on the existing documents plays an important role. materials, their level of initial structuration and the intended type of control over navigation. Concept maps 3.3. Learners as designers intend to organise knowledge and to show, in a more or less explicit manner, the internal conceptual network. Many research studies have focused on ways of There is a strong consensus that concept maps facilitate overcoming two major problems in hypertext hypertextual organisation of knowledge, but many navigation : disorientation and cognitive overload. studies suggest that they are not as useful for learners as Relying on an experience with Intermedia, Landow could be wished. (1989) affirms that orientation is not a major issue. His view is supported by other experiments (for example Legget et al., 1990). In an educational setting, it is the 3.2. Concept maps as navigational tools assigned task that provides structure and gives a global Considering that concept maps should help learners, meaning to the search (provided that the documents are Zeiliger et al. (1996) decided to offer (college students) well structured), reducing the risks of disorientation. navigational tools associated to this mode of Other authors have a more radical point of view and presentation. They thought that concept maps would consider that overcoming disorientation is the allow learners to construct their own vision of the responsibility of the learner : ‘getting lost does not then domain and facilitate the emergence of links between depend on the fact of having a card, but on building one main concepts. For that purpose, they designed a oneself’ (Mayes et al., 1990). Entrusting the reader with graphical tool for the creation of concept networks about the responsibility to choose pertinent paths for finding an existing hypermedia. Their experiment gave no information and constructing meaning places more probing results and they observed that nothing indicated demands on her and may generate an important cognitive that the visualisation of the links between concepts load. However, in a constructivist approach, it might be improve the effectiveness of educational software. a necessary condition of effective learning (Jonassen and Other experiments gave similar results. For example, Grabinger, 1990). Stanton et al. (1992) suggest that providing a map Therefore, providing a concept map to a learner is not results in poorer performance, less use of the system, always an efficient solution, but such maps seem very lower perceived control, and poorer development of useful for designers to organise their material. A specific ‘cognitive maps’, when compared to a condition with no case must be considered : learners as designers who use map present. They concluded that it is wrong to assume concept maps in their design task. that a map will always aid performance and that care needs to be taken in analysing what tasks the learner will Many authors agree on that fact that engaging a group of need to perform before designing navigational aids. Van learner in producing something is very useful, from an Oostendorp (1998) also found negative effects when educational point of view. It can be done with adults at using a structuring format equivalent to a concept map. university or to overcome learning difficulties, even with illiterates or young pupils (Papert, 1991). According to For Beasley and Waugh (1995) maps can help for Jonassen and Reeves (1996), the people who seem to reference and then facilitate information research in a learn the most from the systematic instructional design domain, but can be an obstacle for learning in a non of instructional materials are the designers themselves. familiar domain in which the learner has to construct his Some of the best thinking results when pupils try to own maps. Chou and Lin (1998) suggest that represent what they know. Hypertext design seems to be navigational maps can have an effect upon the steps of a particular case of a very general pedagogical principle. information research, the efficiency of the research and the development of cognitive maps. But Dias and Sousa (1997), in their investigation of the role of navigational maps as help tools in information retrieval tasks, found that such maps lead to no specific improvement. In a recent study, Liu and Pedersen (1998) have explored whether being hypermedia designers could have an effect on fourth graders’motivation and their learning of design knowledge. The findings showed that engaging pupils in BRUILLARD Eric, BARON Georges-Louis (2000). - Computer-based concept mapping : a Review of a cognitive tool for students. - In : BENZIE David, PASSEY Don. Proceedings of conference on educational uses of information and communication technologies : IFIP, 16th World computer congress 2000, Beijing, China, 21-25 august 2000. - Pékin : PHEI. - pp. 331-338 : bibliogr. hypermedia authoring could enhance their motivation, mapping tools allow the user to point and drag a concept and allowing pupils to be hypermedia designers could or group of concepts to another place on the map and support the development of design knowledge and higher automatically update all the appropriate links (Andersonorder thinking skills. Inman & Zeitz, 1993). 4. Computer Based Concept Mapping tools If we agree with the interest for learners to construct their maps, computer based concept mapping software (henceforth called CBCM) may play an important role. What problems are encountered in drawing concept maps and what advantages can be expected from computer based concept mapping tools ? Several problems have been revealed by experiments in classroom. In a study designed to test the effectiveness of a concept mapping tool in aiding pupil learning from a hypertext system, Reader and Hammond (1994) found that use of this tool enhanced the scores on a post-test when compared to standard note taking. They also observed that only one of the eight subjects produced a well structured concept map. ‘Often concepts, some of which had been spatially organised, remained unlinked, concepts that had been linked using organisational links often remained so, with little attempt by subjects to specify them as structural relationships’. This indicates that pupils may need more support in the formation of structural relationships, and encouragement to revise maps. Anderson-Inman et al. (1998) observe that concept mapping is rarely used spontaneously by pupils, because it is difficult and that the process of map modification is messy and cumbersome. So, if we agree with the fact that modifying maps is essential because it allows learning to occur and conceptual understanding to grow, we have to offer learners more support in constructing networks and more encouragement to revise networks. Computer Based Concept Mapping (CBCM) tools can have a determinant role for that purpose, since revisions are much easier than on paper. Anderson-Inman and Zeitz (1993) describe the benefits of concept mapping using computer software over traditional pencil and paper methods of organising information. They found that classroom use of Inspiration (one of the most known CBCM) encourages users to revise or change the maps. They manipulate concepts and revise conceptual relationships. ‘The practical advantages of constructing concept maps electronically are similar to those of using a word processing program to write. There is an ease of construction, an ease of revision, and the ability to customise maps in ways that are not possible when using paper and pencil’(Anderson-Inman et al., 1998). With CBCM, concept representations and their respective links are no longer static ; both can be expanded as knowledge or elaboration of an idea increases. Errors in describing an idea can be easily corrected and adapted. Most computer assisted concept Another key point is that software usually allows the user to change his/her map to different electronic formats (e.g. from outline to graphic). These electronic formats can then be stored, sent, manipulated, used, printed, and deleted just like any computer file. Digital storage is especially important if concept maps will be re- used, completed by the person or others. It can facilitate cooperative tasks. Concept map in digital format can be easily sent as attached files with e-mail messages, or included in a WWW page. Several other authors sum up all these advantages : easy restructuring, highlighting, comments, presentability, export or ease of adaptation and manipulation, dynamic linking, conversion, communication, storage (Plotnick, 1997). But, as Anderson-Inman et al. (1998) advocate, the advantages of computer-based concept mapping for learning may go beyond such practical matters. The fluid environment of the computer seems to invite information manipulation activities that help pupils build a more coherent view of the topic they are studying. It is possible that computer-based concept mapping helps to ‘reorganise mental functioning’ in ways not possible outside the electronic medium (Pea, 1985). Pupils may therefore be more easily involved in the learning process, and maps’are an artefact of a process by which learning occurs. Pupils can benefit from learning visually. The overload associated with revisions can be alleviated. 5. Perspectives Several CBCM products are available. All of them look alike at first sight. But they are not quite identical, having different interfaces, proposing different functions. The products differ in the constraints they set. In constrained approaches, the links will be strongly typified. In unconstrained approaches (like finding ideas on a given subject) the focus will rather be on the relative positions of graphics. In the European project Representation, we use both Inspiration (www.inspiration.com), which appears to be the most adapted to elementary students and Representation, software specifically designed for the project. Preliminary results show that concept maps appear to be a good tool to get access to pupils’ representation (of computer systems) and concept mapping a useful process in learning activities. Acknowledgements We want to thank our partners of the European Representation project for their inputs. A special mention is due to Christophe Dansac and Michele Harrari for their help. BRUILLARD Eric, BARON Georges-Louis (2000). - Computer-based concept mapping : a Review of a cognitive tool for students. - In : BENZIE David, PASSEY Don. Proceedings of conference on educational uses of information and communication technologies : IFIP, 16th World computer congress 2000, Beijing, China, 21-25 august 2000. - Pékin : PHEI. - pp. 331-338 : bibliogr. Rencontres Européennes de Didactiques de la Biologie, Rome. 6. References Anderson-Inman, L., & Zeitz, L. (1993). - Computerbased concept mapping : Active studying for active learners. - The Computing Teacher, 21- (1), pp. 1-5. 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