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The Most Addictive Theorem in Applied Mathematics

Erika Camacho discusses how her favorite theorem applies to her research on mathematical modeling of eye diseases and the dynamics of fanaticism

Dr. Camacho's work in applied mathematics is used to study diseases of the eye.

This article was published in Scientific American’s former blog network and reflects the views of the author, not necessarily those of Scientific American


On this episode of our podcast My Favorite Theorem, my cohost Kevin Knudson and I had the privilege of talking with Erika Camacho, an applied mathematician at Arizona State University. You can listen to the episode here or at kpknudson.com, where there is also a transcript.

Arizona State University applied mathematician Erika Camacho. Credit: Erika Camacho


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Dr. Camacho was inspired to go into applied mathematics when she did a summer research project modeling HIV as an undergraduate. (You can hear more about that in the interview I did with her for the Lathisms podcast series, which features conversations with Hispanic and Latinx mathematicians.) Since deciding to go into applied math, she has studied a few different topics, including the dynamics of how fanaticism spreads in communities and mathematical modeling of the eye. Currently one of her main research projects is on retinitis pigmentosa, which can cause blindness.

There’s one theorem Dr. Camacho says has been a steady companion in her work: the Hartman-Grobman theorem. This theorem is useful for understanding systems that are nonlinear. In mathematics, nonlinear basically means “hard to analyze;” linear systems respond proportionally to changes in variables, whereas nonlinear systems have more complicated relationships. A key way to understand nonlinear systems is to figure out where and when they can be well-approximated by linear systems. The Hartman-Grobman theorem does just that. As Dr. Camacho describes, this theorem applies to systems that have a certain type of equilibrium, or steady state. The theorem states that under certain conditions, those systems can be well-described by linear systems near the equilibrium point. And there is much rejoicing.

In each episode of the podcast, we ask our guest to pair their theorem with something: food, beverage, art, music, or some other delight in life. For this addictive, layered theorem, Dr. Camacho chose a special dessert. You’ll have to listen to the episode to hear why Tennessee whiskey cake is the perfect accompaniment to the Hartman-Grobman theorem.

You can find more information about the mathematicians and theorems featured in this podcast, along with other delightful mathematical treats, at kpknudson.com and here at Roots of Unity. A transcript is available here. You can subscribe to and review the podcast on iTunes and other podcast delivery systems. We love to hear from our listeners, so please drop us a line at myfavoritetheorem@gmail.com. Kevin Knudson’s handle on Twitter is @niveknosdunk, and mine is @evelynjlamb. The show itself also has a Twitter feed: @myfavethm and a Facebook page. Join us next time to learn another fascinating piece of mathematics.

Previously on My Favorite Theorem:

Episode 0: Your hosts' favorite theorems Episode 1: Amie Wilkinson’s favorite theorem Episode 2: Dave Richeson's favorite theorem Episode 3: Emille Davie Lawrence's favorite theorem Episode 4: Jordan Ellenberg's favorite theorem Episode 5: Dusa McDuff's favorite theorem Episode 6: Eriko Hironaka's favorite theorem Episode 7: Henry Fowler's favorite theorem Episode 8: Justin Curry's favorite theorem Episode 9: Ami Radunskaya's favorite theorem Episode 10: Mohamed Omar's favorite theorem Episode 11: Jeanne Clelland's favorite theorem Episode 12: Candice Price's favorite theorem Episode 13: Patrick Honner's favorite theorem Episode 14: Laura Taalman's favorite theorem Episode 15: Federico Ardila's favorite theorem Episode 16: Jayadev Athreya's favorite theorem Episode 17: Nalini Joshi's favorite theorem Episode 18: John Urschel's favorite theorem Episode 19: Emily Riehl's favorite theorem Episode 20: Francis Su's favorite theorem Episode 21: Jana Rordiguez Hertz's favorite theorem Episode 22: Ken Ribet's favorite theorem Episode 23: Ingrid Daubechies's favorite theorem Episode 24: Vidit Nanda's favorite theorem Episode 25: Holly Krieger's favorite theorem