Skip to main content

Rationale for Matrix Multiplication in Linear Algebra Textbooks

  • Chapter
  • First Online:
Book cover Challenges and Strategies in Teaching Linear Algebra

Part of the book series: ICME-13 Monographs ((ICME13Mo))

Abstract

Although matrix multiplication is simple enough to perform, there is reason to believe that it presents conceptual challenges for undergraduate students. For example, it differs from forms of multiplication students with which Linear Algebra students have experience because it is not commutative and does not involve scaling one quantity by another. Rather, matrix multiplication is a multiplication in the sense of abstract algebra: it is associative and distributes over matrix addition. Exposure to abstract algebra’s general treatment of multiplication, however, usually occurs after students have taken Linear Algebra. This elicits the following question: How is matrix multiplication being presented in introductory linear algebra courses? In response, we analyzed the rationale provided for matrix multiplication in 24 introductory Linear Algebra textbooks. We found the ways in which matrix multiplication was explained and justified to be quite varied. In particular, two commonly employed rationalizations are somewhat contradictory, with one approach (isomorphization) suggesting that matrix multiplication can be understood from an early stage, while another (postponement) suggesting that it can only be understood upon consideration of more advanced concepts. We also coordinate these findings with the literature on student thinking in Linear Algebra.

This is a preview of subscription content, log in via an institution to check access.

Access this chapter

Institutional subscriptions

Notes

  1. 1.

    Our descriptions given here are not necessarily identical to those given in each textbook but are instead offered as summaries of these methods that are mathematically equivalent.

  2. 2.

    Methods for multiplying using block/partitioned matrices, if formally addressed in a textbook, typically appeared along with this form of the matrix-matrix product.

References

  • Bierhoff, H. (1996). Laying the Foundations of Numeracy. A Comparison of Primary School Textbooks in Britain, Germany and Switzerland. Teaching Mathematics and its Applications, 15(4), 141–60.

    Google Scholar 

  • Carlson, D. (1993). Teaching Linear Algebra: Must the Fog Always Roll In? College Mathematics Journal, 24(1), 29–40.

    Google Scholar 

  • Carlson, D., Johnson, C. R., Lay, D. C., & Porter, A. D. (1993). The Linear Algebra Curriculum Study Group recommendations for the first course in Linear Algebra. The College Mathematics Journal, 24(1), 41–46.

    Google Scholar 

  • Capaldi, M. (2012, February). A study of abstract algebra textbooks. In Proceedings of the 15th Annual Conference on Research in Undergraduate Mathematics Education (pp. 364–368).

    Google Scholar 

  • Creswell, J. W. (2007). Qualitative inquiry and research design: Choosing among five Approaches (2nd Edition). California: Sage Publications.

    Google Scholar 

  • Creswell, J. W. (2008). Educational research: Planning, conducting, and evaluating quantitative and qualitative research (3rd Edition). Upper Saddle River, NJ: Pearson.

    Google Scholar 

  • Dorier, J. L. (Ed.). (2000). On the teaching of Linear Algebra (Vol. 23). Springer Science & Business Media.

    Google Scholar 

  • Harel, G. (1987). Variations in Linear Algebra content presentations. For the learning of mathematics, 7(3), 29–32.

    Google Scholar 

  • Harel, G. (1997). The Linear Algebra curriculum study group recommendations: Moving beyond concept definition. MAA NOTES, 107–126.

    Google Scholar 

  • Larson, C., & Zandieh, M. (2013). Three interpretations of the matrix equation Ax = b. For the Learning of Mathematics, 33(2), 11–17.

    Google Scholar 

  • Lockwood, E., Reed, Z., & Caughman, J. S. (2016). An Analysis of Statements of the Multiplication Principle in Combinatorics, Discrete, and Finite Mathematics Textbooks. International Journal of Research in Undergraduate Mathematics Education, 1–36.

    Google Scholar 

  • Reys, B. J., Reys, R. E., & Chavez, O. (2004). Why Mathematics Textbooks Matter. Educational Leadership, 61(5), 61–66.

    Google Scholar 

  • Robitaille, D. F., & Travers, K. J. (1992). International studies of achievement in mathematics.

    Google Scholar 

  • Thompson, P. W. (2008). Conceptual analysis of mathematical ideas: Some spadework at the foundations of mathematics education. In Proceedings of the annual meeting of the International Group for the Psychology of Mathematics Education (Vol. 1, pp. 45-64). PME Morelia, Mexico.

    Google Scholar 

  • Thompson, D. R., Senk, S. L., & Johnson, G. J. (2012). Opportunities to learn reasoning and proof in high school mathematics textbooks. Journal for Research in Mathematics Education, 43(3), 253–295.

    Google Scholar 

  • Weinberg, A., & Wiesner, E. (2011). Understanding mathematics textbooks through reader- oriented theory. Educational Studies in Mathematics, 76(1), 49–63.

    Google Scholar 

Bibliography of Textbooks

  • Andrilli, S., & Hecker, D. (2010). Elementary Linear Algebra (4th ed.). Massachusetts: Academic Press.

    Google Scholar 

  • Anthony, M., & Harvey, M. (2012). Linear Algebra: concepts and methods. Cambridge University Press.

    Google Scholar 

  • Anton, H. & Rorres, C. (2014). Elementary Linear Algebra: Applications version (11th ed.). Hoboken, NJ: Wiley.

    Google Scholar 

  • Beezer, R. A. (2015). A first course in Linear Algebra (version 3.50). Retrieved from http://linear.ups.edu/download/fcla-3.50-tablet.pdf.

  • Bretscher, O. (2012). Linear Algebra with applications (5th ed.). New Jersey: Pearson.

    Google Scholar 

  • Cheney, W. & Kinkaid, D. (2012). Linear Algebra: Theory and applications (2nd ed.). Massachusetts: Jones & Bartlett Learning.

    Google Scholar 

  • DeFranza, J. & Gagliardi, D. (2015). Introduction to Linear Algebra with applications. Illinois: Waveland Press.

    Google Scholar 

  • Edwards, C. H., & Penney, D. E. (1988). Elementary Linear Algebra: Custom Edition for Arizona State University. Pearson College Div.

    Google Scholar 

  • Hefferon, J. (2008). Linear Algebra. Available online.

    Google Scholar 

  • Holt, J. (2012). Linear Algebra with applications. New York: W.H. Freeman.

    Google Scholar 

  • Kolman, B., & Hill, D. (2007). Introductory Linear Algebra (9th ed.). New Jersey: Pearson.

    Google Scholar 

  • Larson, R. (2016). Elementary Linear Algebra (8th ed.). Massachusetts: Houghton Mifflin.

    Google Scholar 

  • Lay, D. C., Lay, S., & McDonald, J. (2015). Linear Algebra and its applications (5th ed.). Pearson.

    Google Scholar 

  • Leon, S. (2014). Linear Algebra with applications (9th ed.). New Jersey: Pearson.

    Google Scholar 

  • Nicholson, K. (2013). Linear Algebra with applications (7th ed.). New York: McGraw Hill.

    Google Scholar 

  • Poole, D. (2014). Linear Algebra: A modern introduction (4th ed.). Massachusetts: Houghton Mifflin.

    Google Scholar 

  • Ricardo, H. (2009). A modern introduction to Linear Algebra. CRC Press.

    Google Scholar 

  • Robinson, D. J. S. (1991). A course in Linear Algebra with applications (pp. I–XIII). Singapore: World Scientific.

    Google Scholar 

  • Shifrin, T. & Adams, M. (2010). Linear Algebra: A geometric approach (2nd ed.). New York: W.H. Freeman.

    Google Scholar 

  • Solomon, B. (2014). Linear Algebra, geometry and transformation. CRC Press.

    Google Scholar 

  • Spence, L., Insel, A. & Friedberg, S. (2007). Elementary Linear Algebra: A matrix approach (2nd ed.). New Jersey: Pearson.

    Google Scholar 

  • Strang, G. (2009). Introduction to Linear Algebra (4th ed.). Massachusetts: Wellesley Cambridge Press.

    Google Scholar 

  • Venit, S., Bishop, W., & Brown, J. (2013). Elementary Linear Algebra (2nd ed.). Ontario: Nelson Education.

    Google Scholar 

  • Williams, G. (2012). Linear Algebra with applications (8th ed.). Massachusetts: Jones & Bartlett Learning.

    Google Scholar 

Download references

Author information

Authors and Affiliations

Authors

Corresponding author

Correspondence to John Paul Cook .

Editor information

Editors and Affiliations

Rights and permissions

Reprints and permissions

Copyright information

© 2018 Springer International Publishing AG

About this chapter

Check for updates. Verify currency and authenticity via CrossMark

Cite this chapter

Cook, J.P., Zazkis, D., Estrup, A. (2018). Rationale for Matrix Multiplication in Linear Algebra Textbooks. In: Stewart, S., Andrews-Larson, C., Berman, A., Zandieh, M. (eds) Challenges and Strategies in Teaching Linear Algebra. ICME-13 Monographs. Springer, Cham. https://doi.org/10.1007/978-3-319-66811-6_5

Download citation

  • DOI: https://doi.org/10.1007/978-3-319-66811-6_5

  • Published:

  • Publisher Name: Springer, Cham

  • Print ISBN: 978-3-319-66810-9

  • Online ISBN: 978-3-319-66811-6

  • eBook Packages: EducationEducation (R0)

Publish with us

Policies and ethics