# $11^{\text {th }}$ Annual Harvard-MIT Mathematics Tournament Saturday 23 February 2008 Team Round: B Division Tropical Mathematics [95] For real numbers $x$ and $y$, let us consider the two operations $\oplus$ and $\odot$ defined by $$ x \oplus y=\min (x, y) \quad \text { and } \quad x \odot y=x+y . $$ We also include $\infty$ in our set, and it satisfies $x \oplus \infty=x$ and $x \odot \infty=\infty$ for all $x$. When unspecified, $\odot$ precedes $\oplus$ in the order of operations. 1. [10] (Distributive law) Prove that $(x \oplus y) \odot z=x \odot z \oplus y \odot z$ for all $x, y, z \in \mathbb{R} \cup\{\infty\}$. Solution: This is equivalent to proving that $$ \min (x, y)+z=\min (x+z, y+z) . $$ Consider two cases. If $x \leq y$, then $L H S=x+z$ and $R H S=x+z$. If $x>y$, then $L H S=y+z$ and $R H S=y+z$. It follows that $L H S=R H S$. 2. [10] (Freshman's Dream) Let $z^{n}$ denote $z \odot z \odot z \odot \cdots \odot z$ with $z$ appearing $n$ times. Prove that $(x \oplus y)^{n}=x^{n} \oplus y^{n}$ for all $x, y \in \mathbb{R} \cup\{\infty\}$ and positive integer $n$. Solution: Without loss of generality, suppose that $x \leq y$, then $L H S=\min (x, y)^{n}=x^{n}=$ $n x$, and RHS $=\min \left(x^{n}, y^{n}\right)=\min (n x, n y)=n x$. 3. [35] By a tropical polynomial we mean a function of the form $$ p(x)=a_{n} \odot x^{n} \oplus a_{n-1} \odot x^{n-1} \oplus \cdots \oplus a_{1} \odot x \oplus a_{0} $$ where exponentiation is as defined in the previous problem. Let $p$ be a tropical polynomial. Prove that $$ p\left(\frac{x+y}{2}\right) \geq \frac{p(x)+p(y)}{2} $$ for all $x, y \in \mathbb{R} \cup\{\infty\}$. (This means that all tropical polynomials are concave.) Solution: First, note that for any $x_{1}, \ldots, x_{n}, y_{1}, \ldots, y_{n}$, we have $$ \min \left\{x_{1}+y_{1}, x_{2}+y_{2}, \ldots, x_{n}+y_{n}\right\} \geq \min \left\{x_{1}, x_{2}, \ldots, x_{n}\right\}+\min \left\{y_{1}, y_{2}, \ldots, y_{n}\right\} . $$ Indeed, suppose that $x_{m}+y_{m}=\min _{i}\left\{x_{i}+y_{i}\right\}$, then $x_{m} \geq \min _{i} x_{i}$ and $y_{m} \geq \min _{i} y_{i}$, and so $\min _{i}\left\{x_{i}+y_{i}\right\}=x_{m}+y_{m} \geq \min _{i} x_{i}+\min _{i} y_{i}$. Now, let us write a tropical polynomial in a more familiar notation. We have $$ p(x)=\min _{0 \leq k \leq n}\left\{a_{k}+k x\right\} . $$ So $$ \begin{aligned} p\left(\frac{x+y}{2}\right) & =\min _{0 \leq k \leq n}\left\{a_{k}+k\left(\frac{x+y}{2}\right)\right\} \\ & =\frac{1}{2} \min _{0 \leq k \leq n}\left\{\left(a_{k}+k x\right)+\left(a_{k}+k y\right)\right\} \\ & \geq \frac{1}{2}\left(\min _{0 \leq k \leq n}\left\{a_{k}+k x\right\}+\min _{0 \leq k \leq n}\left\{a_{k}+k y\right\}\right) \\ & =\frac{1}{2}(p(x)+p(y)) . \end{aligned} $$ 4. [40] (Fundamental Theorem of Algebra) Let $p$ be a tropical polynomial: $$ p(x)=a_{n} \odot x^{n} \oplus a_{n-1} \odot x^{n-1} \oplus \cdots \oplus a_{1} \odot x \oplus a_{0}, \quad a_{n} \neq \infty $$ Prove that we can find $r_{1}, r_{2}, \ldots, r_{n} \in \mathbb{R} \cup\{\infty\}$ so that $$ p(x)=a_{n} \odot\left(x \oplus r_{1}\right) \odot\left(x \oplus r_{2}\right) \odot \cdots \odot\left(x \oplus r_{n}\right) $$ for all $x$. Solution: Again, we have $$ p(x)=\min _{0 \leq k \leq n}\left\{a_{k}+k x\right\} . $$ So the graph of $y=p(x)$ can be drawn as follows: first, draw all the lines $y=a_{k}+k x$, $k=0,1, \ldots, n$, then trace out the lowest broken line, which then is the graph of $y=p(x)$. So $p(x)$ is piecewise linear and continuous, and has slopes from the set $\{0,1,2, \ldots, n\}$. We know from the previous problem that $p(x)$ is concave, and so its slope must be decreasing (this can also be observed simply from the drawing of the graph of $y=p(x)$ ). Then, let $r_{k}$ denote the $x$-coordinate of the leftmost kink such that the slope of the graph is less than $k$ to the right of this kink. Then, $r_{n} \leq r_{n-1} \leq \cdots \leq r_{1}$, and for $r_{k-1} \leq x \leq r_{k}$, the graph of $p$ is linear with slope $k$. Note that is if possible that $r_{k-1}=r_{k}$, if no segment of $p$ has slope $k$. Also, since $a_{n} \neq \infty$, the leftmost piece of $p(x)$ must have slope $n$, and thus $r_{n}$ exists, and thus all $r_{i}$ exist. Now, compare $p(x)$ with $$ \begin{aligned} q(x) & =a_{n} \odot\left(x \oplus r_{1}\right) \odot\left(x \oplus r_{2}\right) \odot \cdots \odot\left(x \oplus r_{n}\right) \\ & =a_{n}+\min \left(x, r_{1}\right)+\min \left(x, r_{2}\right)+\cdots+\min \left(x, r_{n}\right) . \end{aligned} $$ For $r_{k-1} \leq x \leq r_{k}$, the slope of $q(x)$ is $k$, and for $x \leq r_{n}$ the slope of $q$ is $n$ and for $x \geq r_{1}$ the slope of $q$ is 0 . So $q$ is piecewise linear, and of course it is continuous. It follows that the graph of $q$ coincides with that of $p$ up to a translation. By taking any $x