Abstract
Jonathan Borwein was a founder and early champion of the field of experimental mathematics. His high-profile accomplishments and extensive writing on the role of computational discovery have served to establish experimental mathematics as a field in its own right. In the wake of his passing, the question “What would Jon do?” has served as a frequent catalyst in the investigations of the present author. The present work draws the inspiration for its name from Borwein’s first posthumous book chapter, and it is intended as a spiritual progeny to all of Borwein’s expositions on experimental mathematics. Borwein was well known as an ardent supporter of the use of visualization. This work samples the myriad of ways in which artistic methods are instrumental to experimental mathematics, along with the ways that experimental mathematics gives birth to unexpected art. The examples are problems encountered by the present author and solved with techniques motivated by the strategies and interests of Borwein. These motivations are highlighted. Particular emphasis is placed on tools, strategies, and the broader arc that research follows: from low-dimensional, specific, and visible, to high-dimensional and general. Topics include dynamical systems, geometry, optimization, error bounds, random walks, special functions, and number theory.
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References
Aragón Artacho FJ, Borwein JM (2013) Global convergence of a non-convex Douglas–Rachford iteration. J Glob Optim 57(3):753–769
Aragón Artacho FJ, Campoy R (2019) Computing the resolvent of the sum of maximally monotone operators with the averaged alternating modified reflections algorithm. J Optim Theory Appl 181(3):709–726
Aragón Artacho FJ, Bailey DH, Borwein JM, Borwein PB (2013) Walking on real numbers. Math Intell 35(1):42–60
Aragón Artacho FJ, Bailey DH, Borwein JM, Borwein PB, with the assistance of Fountain J, Skerritt MP (2014) Walking on real numbers: a multiple media mathematics project. https://walks.carma.newcastle.edu.au/
Aragón Artacho FJ, Campoy R, Tam MK (2019) The Douglas–Rachford algorithm for convex and nonconvex feasibility problems. Math Meth Oper Res 91(2):201–240. (arXiv preprint arXiv:190409148)
Bailey DH (2016) Jonathan Borwein dies at 65. Jonathan Borwein Memorial Website. https://jonborwein.org/2016/08/jonathan-borwein-dies-at-65/
Bailey DH, Beebe NH (2020) Publications and talks by (and about) Jonathan M. Borwein. https://www.jonborwein.org/jmbpapers/
Bailey D, Borwein P, Plouffe S (1997) On the rapid computation of various polylogarithmic constants. Math Comput 66(218):903–913
Bailey DH, Borwein NS, Brent RP, Burachik RS, Osborn JH, Sims B, Zhu QJ (2020) Jonathan Borwein: mathematician extraordinaire. In: Bailey DH, Borwein N, Brent RP, Burachik RS, Osborn JA, Sims B, Zhu Q (eds) From analysis to visualization: a celebration of the life and legacy of Jonathan M. Borwein, Callaghan, Australia, September 2017, Springer proceedings in mathematics and statistics. Springer, Cham, pp ix–xx
Bauschke HH, Dao MN, Lindstrom SB (2017) Regularizing with Bregman–Moreau envelopes. SIAM J Optim 28(4):3208–3228. (arXiv preprint arXiv:170506019)
Bauschke HH, Dao MN, Lindstrom SB (2019) The Douglas–Rachford algorithm for a hyperplane and a doubleton. J Glob Optim 74(1):79–93
Bauschke HH, Lindstrom S (2020) Proximal averages for minimization of entropy functionals is pending publication in Pure and Applied Functional Analysis. (arXiv preprint arXiv:1807.08878)
Behling R, Bello-Cruz JY, Santos LR (2018a) On the linear convergence of the circumcentered-reflection method. Oper Res Lett 46(2):159–162
Behling R, Cruz JYB, Santos LR (2018b) Circumcentering the Douglas–Rachford method. Numer Algorithms 78:759–776
Behling R, Bello-Cruz JY, Santos LR (2019) On the circumcentered-reflection method for the convex feasibility problem. (arXiv preprint arXiv:200101773)
Benoist J (2015) The Douglas–Rachford algorithm for the case of the sphere and the line. J Glob Optim 63:363–380
Borwein JM (2016a) Jonathan Borwein: curriculum vitae. https://carma.newcastle.edu.au/resources/jon/CV.pdf
Borwein JM (2016b) The life of modern Homo Habilis Mathematicus: experimental computation and visual theorems. In: Tools and mathematics, mathematics education library, vol 347. Springer, Berlin, pp 23–90
Borwein JM, Bailey DH (2008) Mathematics by experiment: plausible reasoning in the 21st century. A.K. Peters Ltd, Wellesley
Borwein JM, Borwein PB (2010) Experimental and computational mathematics: selected writings. PSI Press, Portland
Borwein JM, Corless RM (1999) Emerging tools for experimental mathematics. Am Math Mon 106(10):889–909
Borwein JM, Devlin K (2008) The computer as crucible: an introduction to experimental mathematics. A.K. Peters Ltd/CRC Press, Wellesley
Borwein JM, Lindstrom SB (2016) Meetings with Lambert W and other special functions in optimization and analysis. Pure Appl Funct Anal 1(3):361–396
Borwein NS, Osborn JH (2020) On the educational legacies of Jonathan M. Borwein. In: Bailey DH, Borwein N, Brent RP, Burachik RS, Osborn JA, Sims B, Zhu Q (eds) From analysis to visualization: a celebration of the life and legacy of Jonathan M. Borwein, Callaghan, Australia, September 2017, Springer proceedings in mathematics and statistics. Springer, Cham, pp 103–131
Borwein JM, Sims B (2011) The Douglas–Rachford algorithm in the absence of convexity. In: Bauschke HH, Burachik RS, Combettes PL, Elser V, Luke DR, Wolkowicz H (eds) Fixed point algorithms for inverse problems in science and engineering, Springer optimization and its applications, vol 49. Springer, New York, pp 93–109
Borwein JM, Straub A (2013) Mahler measures, short walks and log-sine integrals. Theor Comput Sci 479:4–21
Borwein JM, Straub A (2016) Moment function of a 4-step planar random walk. Complex Beauties (2016 calendar). http://www.mathe.tu-freiberg.de/files/information/calendar2016eng.pdf
Borwein JM, Borwein P, Plouffe S (1995) Inverse symbolic calculator. http://wayback.cecm.sfu.ca/projects/ISC/ISCmain.html
Borwein JM, Bailey DH, Girgensohn R (2006) Experimentation in mathematics: computational paths to discovery (combined interactive CD version edition). A.K. Peters Ltd, Natick
Borwein JM, Nuyens D, Straub A, Wan J (2011) Some arithmetic properties of short random walk integrals. Ramanujan J 26(1):109
Borwein JM, Straub A, Wan J, Zudilin W, with appendix by Zagier D (2012) Densities of short uniform random walks. Can J Math 64:961–990. http://arxiv.org/abs/1103.2995
Borwein JM, Straub A, Wan J (2013) Three-step and four-step random walk integrals. Exp Math 22(1):1–14
Borwein JM, Lindstrom SB, Sims B, Skerritt M, Schneider A (2017) Appendix to dynamics of the Douglas–Rachford method for ellipses and p-spheres. http://hdl.handle.net/1959.13/1330341
Borwein JM, Lindstrom SB, Sims B, Skerritt M, Schneider A (2018) Dynamics of the Douglas–Rachford method for ellipses and p-spheres. Set-Valued Var Anal 26(2):385–403
Burachik RS, Dao MN, Lindstrom SB (2019a) The generalized Bregman distance. to appear in SIAM J Optim (arXiv preprint arXiv:190908206)
Burachik RS, Dao MN, Lindstrom SB (2021) Generalized Bregman Envelopes and Proximity Operators (arXiv preprint arXiv:2102.10730)
Dao MN, Tam MK (2019) A Lyapunov-type approach to convergence of the Douglas–Rachford algorithm. J Glob Optim 73(1):83–112
Devlin K (2020) How mathematicians learned to stop worrying and love the computer. In: Bailey DH, Borwein N, Brent RP, Burachik RS, Osborn JA, Sims B, Zhu Q (eds) From analysis to visualization: a celebration of the life and legacy of Jonathan M. Borwein, Callaghan, Australia, September 2017, Springer proceedings in mathematics and statistics. Springer, Cham, pp 133–139
Devlin K, Wilson N (1995) Six-year index of “computers and mathematics”. Not Am Math Soc 42:248–254
Díaz Millán R, Lindstrom SB, Roshchina V (2020) Comparing averaged relaxed cutters and projection methods: theory and examples. In: Bailey DH, Borwein N, Brent RP, Burachik RS, Osborn JA, Sims B, Zhu Q (eds) From analysis to visualization: a celebration of the life and legacy of Jonathan M. Borwein, Callaghan, Australia, September 2017, Springer proceedings in mathematics and statistics. Springer, Cham, pp 75–98
Dizon N, Hogan J, Lindstrom SB (2020) Centering projection methods for wavelet feasibility problems. (arXiv preprint arXiv:200505687)
Ferguson HR, Bailey DH (1992) A polynomial time, numerically stable integer relation algorithm. RNR technical report, RNR-91-032, 14 July 1992
Giladi O, Rüffer BS (2019) A Lyapunov function construction for a non-convex Douglas–Rachford iteration. J Optim Theory Appl 180(3):729–750
Jungic V (2016) Jon Borwein: a friend and a mentor. JonathanBorwein MemorialWebsite. https://jonborwein.org/2016/08/jon-borwein-a-friend-and-a-mentor/
Kimberling C (2011) The On-Line Encyclopedia of Integer Sequences (entry a188037). https://oeis.org/A188037
Kimberling C (2016) The On-Line Encyclopedia of Integer Sequences (entry a276862). https://oeis.org/A188037
Lindstrom SB (2016) Jon made us big. Jonathan Borwein Memorial Website. http://jonborwein.org/2016/09/jon-made-us-big/
Lindstrom SB (2019) Proximal point algorithms, dynamical systems, and associated operators: modern perspectives from experimental mathematics. PhD thesis, University of Newcastle, Newcastle upon Tyne
Lindstrom SB (2020) Computable centering methods for spiraling algorithms and their duals, with motivations from the theory of Lyapunov functions. (arXiv preprint arXiv:200110784)
Lindstrom SB, Sims B (2018) Survey: sixty years of Douglas–Rachford. J AustMS (to appear). (arXiv preprint arXiv:180907181)
Lindstrom SB, Vrbik P (2019) Phase portraits of hyperbolic geometry. Mathematical Intelligencer 41(3):1–9
Lindstrom SB, Sims B, Skerritt MP (2017) Computing intersections of implicitly specified plane curves. Nonlinear Conv Anal 18(3):347–359
Lindstrom SB, Lourenço B, Pong TK (2020) Error bounds, facial residual functions and applications to the exponential cone. arXiv:2010.16391
Lions PL, Mercier B (1979) Splitting algorithms for the sum of two nonlinear operators. SIAM J Numer Anal 16(6):964–979. https://doi.org/10.1137/0716071
Littlewood JE (1953) A mathematician’s miscellany. Methuen, London
Needham T (1997) Visual complex analysis. Clarendon Press, Oxford
Straub A, Zudilin W (2017) Short walk adventures. In: Jonathan M. Borwein commemorative conference. Springer, Newcastle, pp 423–439
Wegert E (2012) Visual complex functions: an introduction with phase portraits. Springer, Basel
Wegert E, Semmler G (2011) Phase plots of complex functions: a journey in illustration. Not AMS 58(6):768–780
Acknowledgments
The following persons were collaborators on one or more of the present author’s projects that are described in detail above: Heinz H. Bauschke, Jonathan M. Borwein, Regina S. Burachik, Minh N. Dao, Bruno F. Lourenco, Ting Kei Pong, Brailey Sims, Anna Schneider, Matthew P. Skerritt, and Paul Vrbik. The cartoon drawn by Simon Roy of Jon and Veselin Jungic in Fig. 3 appears courtesy of Veselin Jungic. The image Walk on Pi in Fig. 24 appears courtesy of Francisco Aragón Artacho, Peter Borwein, and David H. Bailey. Armin Straub, James Wan, and Wadim Zudilin furnished valuable information about the origins of Fig. 23. The author is grateful to all of the above persons for their contributions, and especially grateful to Jonathan Borwein.
Image Sources
A small version of Fig. 1 appeared in Borwein et al. (2018) and a large version in its online appendix (Borwein et al. 2017). Figure 2 is original to this work, but is implicitly contained in Fig. 18, which appeared in Borwein et al. (2017). The photo of Jonathan Borwein in Fig. 3 was used in the presentation for Borwein and Lindstrom (2016); the cartoon was drawn by Simon Roy and included in Jungic (2016)’s remembrance of Borwein on the Jon Borwein memorial webpage managed by David Bailey. The cartoon appears courtesy of Veselin Jungic.
Figure 4 is original to this work. Figure 5 (left) and (center) are from Lindstrom and Vrbik (2019), while the image at right is original to this work. Figure 6 (left) is from Lindstrom and Vrbik (2019) while the right image is original to this work. The images in Figs. 7 and 8 are from Lindstrom and Vrbik (2019)). The images in Figs. 9, 10, and 11 are original to this work and are closely related mathematically to images in Lindstrom and Vrbik (2019). The images in Fig. 12 are from Lindstrom (2019).
Figure 13 (right) is original to this work; a slightly different version of the left image appeared in Lindstrom (2019) and originally in Díaz Millán et al. (2020). Figure 14 is original to this work. Figure 15 is original to this work, though different images of this Lyapunov function have appeared in the various related references. Figure 16 is original to this work. Figure 17 is from Borwein et al. (2018). Figure 18 is from Borwein et al. (2017), and cropped versions of these images appeared in Borwein et al. (2018). Figure 19 is from Borwein et al. (2017) and Lindstrom (2019), and is also the official artwork of the Australian Mathematical Society special interest group Mathematics of Computation and Optimization (MoCaO). Figure 20 is from Borwein et al. (2018), and a larger version is in Borwein et al. (2017). Figure 21 is original to this work and is similar to images in Lindstrom et al. (2017). Figure 22 is original to this work and based on a similar image in Lindstrom (2020).
Figure 23 first appeared in Borwein and Straub (2016) and has also been featured in Borwein and Lindstrom (2016). Related and cropped variants have appeared in other places, as described in the text above. Figure 24 is originally from Aragón Artacho et al. (2013) and has been featured in many articles in the popular press. It is also featured online in Walking on Real Numbers: A Multiple Media Mathematics Project (Aragón Artacho et al. 2014).
Figure 25 is original to this work. Figure 26 is from Bauschke and Lindstrom (2020). Figure 27 is from Burachik et al. (2019a). Figure 28 is from Burachik et al. (2021). Figure 29 is from Lindstrom et al. (2020). Figures 30 and 31 are original to this work, because that analysis was omitted from Lindstrom et al. (2020) in lieu of the shortest path to the solution.
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Lindstrom, S.B. (2020). The Art of Modern Homo Habilis Mathematicus, or: What Would Jon Borwein Do?. In: Sriraman, B. (eds) Handbook of the Mathematics of the Arts and Sciences. Springer, Cham. https://doi.org/10.1007/978-3-319-70658-0_133-1
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DOI: https://doi.org/10.1007/978-3-319-70658-0_133-1
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