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Spatial Intelligence and Learning Center
NSF Science of Learning Center
National Science Foundation

Analogy and similarity in spatial domains

Analogy is an important strategy for reasoning and problem solving. It is also a powerful learning process. The process of comparison involves a structure-mapping, in which the two representations are aligned and further inferences are projected from one to the other (Gentner, 1983). Thus, one way that analogy facilitates learning is via projection of knowledge from a well-understood situation to another that is less familiar or more abstract. Another important form of analogical learning occurs when two situations are compared and their common relational structure is highlighted. There is abundant evidence that such highlighting renders the common structure more available for subsequent processing, including transfer to new contexts (Gentner, Loewenstein & Thompson, 2003; Gick & Holyoak, 1983). Comparison processing has been found to facilitate spatial learning (Kotovsky & Gentner, 1986; Loewenstein & Gentner, 2001; Vosmik & Presson, 2004), learning of noun (Gentner & Namy, 1999) and verb categories (Childers, 2005); mathematical insight (Zur, 2005) and scientific reasoning (Chen & Klahr, 1999; Kurtz et al, 2001). Benefits of comparison are apparent throughout development, from infancy (Baillargeon, 1991; Casasola, in preparation; Oakes & Ribar, in press) through adulthood (Catrambone & Holyoak, 1989; Gentner et al., 2003; Gick & Holyoak, 1983; Kurtz et al., 2001).

In SILC we will use analogy and comparison processing both as a source of insight into how children learn spatial knowledge and as a tool for facilitating children's spatial learning. For example, our work on maps in Strand 2 is informed by findings from analogical development that, early in learning, children's focus is on individual objects. Structure-mapping theory also suggests ways to promote the encoding of spatial relations. For example, we have found that children who carry out a comparison between two spatial models are then better able to map from one of those models to a new model, relative to a control group (Loewenstein & Gentner, 2001). This benefit was found even when the two initial models were highly similar to one another. This is important because young children often have difficulty with distant analogies. The finding that comparing highly similar (easily aligned) scenes can be informative offers a way to promote spatial learning even in very young children.

We will extend these methods to investigate the role of comparison in learning the relation between a map and the territory it represents. For example, can comparing two highly similar maps or scenes facilitate understanding the relationship between the map and the scene? We will also explore the use of progressive alignment--in which children begin with highly similar (easily alignable) comparisons and are gradually moved to dissimilar "far" comparisons--in teaching children the relation between a map and a spatial scene. We will also explore interactions between spatial analogies and symbolic representations. We have found that naming a spatial relation can improve children's ability to use that relation in an analogical mapping task (Gentner & Rattermann, 1981; Loewenstein & Gentner, in press). In addition to language interactions, we will also investigate how other kinds of external representations such as maps and spatial diagrams influence analogical processing. Finally, in all these arenas we will investigate the stability over delay and transfer distance, a crucial issue for effective education.

Point of Contact: Dedre Gentner

Relevant Background Publications

  • Baillargeon, R. (1991). Reasoning about the height and location of a hidden object in 4.5- and 6.5-month-old infants. Cognition, 38, 13-42.
  • Casasola, M. (in preparation) Comparison and language in infants' categorization of spatial relations.
  • Catrambone, R., & Holyoak, K. J. (1989). Overcoming contextual limitations on problem solving transfer. Journal of Experimental Psychology: Learning, Memory and Cognition,15, 1147-1156.
  • Chen, Z., & Klahr, D. (1999). All other things being equal: Acquisition and transfer of the Control of Variables Strategy. Child Development, 70, 1098-1120.
  • Childers, J. (2005) Is comparison useful for verb learning? Paper presented at the biennial meeting of the Society for Research in Child Development, Atlanta, GA.
  • Gentner, D. (1983). Structure-mapping: A theoretical framework for analogy. Cognitive Science, 7, 155-170.>
  • Gentner, D., Loewenstein, J., Thompson, L. (2003). Learning and transfer: A general role for analogical encoding. Journal of Educational Psychology, 95, 393-408.
  • Gentner, D., & Namy, L. (1999). Comparison in the development of categories. Cognitive Development, 14, 487-513.
  • Gentner, D., & Rattermann, M. J. (1991). Language and the career of similarity. In S. A. Gelman & J.P. Byrnes (Eds.), Perspectives on language and thought: Interrelations in development, (pp. 225-277). Cambridge: Cambridge University Press.
  • Gick, M. L., & Holyoak, K. J. (1983). Schema induction and analogical transfer. Cognitive Psychology, 15, 1-38.
  • Kotovsky, L., & Gentner, D. (1996). Comparison and categorization in the development of relational similarity. Child Development, 67, 2797-2822.
  • Kurtz, K. J., Miao, C., & Gentner, D. (2001). Learning by analogical bootstrapping. Journal of the Learning Sciences, 10, 417-446.
  • Loewenstein, J., & Gentner, D. (2001). Spatial mapping in preschoolers: Close comparisons facilitate far mappings. Journal of Cognition & Development, 2, 189-219.
  • Loewenstein, J., & Gentner, D. (in press). Relational language and the development of relational mapping. Cognitive Psychology.
  • Oakes, L. M., & Ribar, R. J. (in press). A comparison of infants' categorization in paired and successive presentation familiarization tasks. Infancy.
  • Vosmik, J.R., & Presson, C.C. (2004). Children's response to natural map misalignment during wayfinding. Journal of Cognition & Development, 5, 317-336.
  • Zur, O. (2005) Analogical reasoning as a learning mechanism in the domain of number. Paper presented at the meeting of the Society for Research in Child Development, April.
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SILC NEWS/UPDATES

08/18/2008
The photo gallery has been up-dated with a couple of photos from the AAAI Intelligent Systems Demo.

08/18/2008
Dominique W. Dumay and Christopher J. Schilling have both joined our SILC Staff. Welcome!

08/14/2008
Publications page up-dated from Annual Report.

08/14/2008
More citations added to the Bibliography page.

08/13/2008
There are now 195 members in our Spatial Network!

08/11/2008
Our website was temporarily unavailable Friday evening August 8th. The tech support team at Northwestern University was able to get our internet access reconnected in the span of a few hours. All service should be running smoothly now.

08/11/2008
Please continue to send Jenn Stedillie notifications of links that aren't working that you need to use right away. She is going through links and checking connections through this week. After this week, be sure to let the know of any links that are still not opening correctly.

08/08/2008
SILC People page has been up-dated. Publications page has been up-dated (more publications will be added next week as well).

08/08/2008
Elise Krause (Northwestern University) has joined our SILC Staff. Welcome!

08/08/2008
Information added to Asifa Majid's entry on our Spatial Network members page; also a relevant paper by Majid, A., et al Open .pdf document added to the Bibliography page.

08/08/2008
There is a new Call for Papers here.

08/07/2008
The photo gallery has changed. Mouseover and plain html versions available on same page.

08/01/2008
We've added a photo gallery to our website under our Resources menu! More info about the pictures and more pictures will be added as we receive them.

08/01/2008
Open job positions added to our Jobs Opportunities page.

07/31/2008
Our new website is up and running. There are still links that may need to be fixed because of some restructuring that has happened. This will get cleaned up during the next couple of weeks (as well as a bit of tweaking here and there). Please, let Jenn Stedillie know if there is a link you need to get to right away.

07/14/2008
Pennsylvania Governor Rendell and US Congressman Joe Sestak have both issued press releases regarding the recent $10 million award. Open .pdf of Governor's Press Release   Open .pdf of Congressman's Press Release

07/08/2008
Two of our Co-P.I.s and their research, Dedre Gentner and Susan Goldin-Meadow, are mentioned in a Monitor on Psychology article, "Outside language looking in." [archived web page]

07/08/2008
Two of our Co-P.I.s and their research, Dedre Gentner and Susan Goldin-Meadow, are mentioned in The New York Times article, "When Language Can Hold the Answer." Open .pdf document

07/01/2008
$10 million Awarded to Pennsylvania Schools and Universities. Open .pdf document

07/01/2008
Katrina Ferrara has joined our SILC Staff. Welcome!

06/25/2008
Several Spatial Ability Tests have been added to our Tests & Instruments section of our Resources collection.


Read about past SILC News in our Archive.