$\def \nat {{\natural}} \def \F {{\mathbb F}} \def \I {{\mathbb I}} \def \C {{\mathbb C}} \def \R {{\mathbb R}} \def \reals {{\mathbb R}} \def \Z {{\mathbb Z}} \def \N {{\mathbb N}} \def \Q {{\mathbb Q}} \def \TT {{\mathbb T}} \def \T {{\mathbb T}} \def \CP {{\mathbb C}{\mathbb P}} \def \RP {{\mathbb R}{\mathbb P}} \def \ra {{\rightarrow}} \def \lra {{\longrightarrow}} \def \haf {{\frac{1}{2}}} \def \12 {{\frac{1}{2}}} \def \bD {\bar{\Delta}} \def \bG {\bar{\Gamma}} \def \p {\partial} \def \codim {\operatorname{codim}} \def \length {\operatorname{length}} \def \area {\operatorname{area}} \def \ev {\operatorname{\mathit{ev}}} \def \Area {\operatorname{Area}} \def \rk {\operatorname{rk}} \def \cl {\operatorname{cl}} \def \im {\operatorname{im}} \def \tr {\operatorname{tr}} \def \pr {\operatorname{pr}} \def \SB {\operatorname{SB}} \def \SH {\operatorname{SH}} \def \Sp {\operatorname{Sp}} \def \TSp {\widetilde{\operatorname{Sp}}} \def \TSpn {\widetilde{\operatorname{Sp}}{}^*} \def \U {\operatorname{U}} \def \GL {\operatorname{GL}} \def \LD {\underline{\operatorname{D}}} \def \HF {\operatorname{HF}} \def \HC {\operatorname{HC}} \def \CC {\operatorname{CC}} \def \CCM {\operatorname{CM}} \def \HQ {\operatorname{HQ}} \def \GW {\operatorname{GW}} \def \Gr {\operatorname{Gr}} \def \H {\operatorname{H}} \def \Tor {\operatorname{Tor}} \def \Tors {\operatorname{Tors}} \def \HFL {\operatorname{HF}^{\mathit{loc}}_*} \def \HML {\operatorname{HM}^{\mathit{loc}}_*} \def \HFLN {\operatorname{HF}^{\mathit{loc}}_{n}} \def \HMLM {\operatorname{HM}^{\mathit{loc}}_{m}} \def \HM {\operatorname{HM}} \def \CZ {\operatorname{CZ}} \def \CF {\operatorname{CF}} \def \CL {\operatorname{CL}} \def \SB {\operatorname{SB}} \def \Ham {\operatorname{Ham}} \def \Fix {\operatorname{Fix}} \def \vol {\operatorname{vol}} \def \PD {\operatorname{PD}} \def \pr {\preceq} \def \bPP {\bar{\mathcal{P}}} \def \barf {\bar{f}} \def \bx {\bar{x}} \def \by {\bar{y}} \def \bz {\bar{z}} \def \bg {\bar{\gamma}} \def \va {\vec{a}} \def \vb {\vec{b}} \def \bPhi {\bar{\Phi}} \def \MUCZ {\operatorname{\mu_{\scriptscriptstyle{CZ}}}} \def \MURS {\operatorname{\mu_{\scriptscriptstyle{RS}}}} \def \hMUCZ {\operatorname{\hat{\mu}_{\scriptscriptstyle{CZ}}}} \def \MUM {\operatorname{\mu_{\scriptscriptstyle{M}}}} \def \mum {\operatorname{\mu_{\scriptscriptstyle{M}}}} \def \s {\operatorname{c}} \def \hs {\hat{\operatorname{c}}} \def \sls {\operatorname{c}^{\scriptscriptstyle{LS}}} \def \odd {\scriptscriptstyle{odd}} \def \hn {\scriptscriptstyle{H}} \newcommand\congto{\ {\buildrel \cong \over \to}\ } \newcommand\wt{\widetilde} \newcommand\wh{\widehat} \def \ssminus {\smallsetminus} \def \chom {\operatorname{c_{hom}}} \def \CHZ {\operatorname{c_{\scriptscriptstyle{HZ}}}} \def \CGR {\operatorname{c_{\scriptscriptstyle{Gr}}}} \def \cf {\operatorname{c}} \def \Hof {\operatorname{\scriptscriptstyle{H}}} \def \CHHZ {{\mathcal H}_{\operatorname{\scriptscriptstyle{HZ}}}} \def \CBPS {\operatorname{c_{\scriptscriptstyle{BPS}}}} \newcommand{\TCH}{\tilde{\mathcal H}}$
Research ContributionArnold Mathematical Journal

Received: 16 March 2016 / Revised: 9 December 2016 / Accepted: 23 December 2016

Random Chain Complexes
ginzburg@ucsc.edu,
Department of Mathematics,
UC Santa Cruz,
Santa Cruz CA 95064 USA
The work is partially supported
by NSF grant DMS-1308501
and dmitrii.pasechnik@cs.ox.ac.uk
Department of Computer Science
University of Oxford,
Wolfson Building,
Parks Road Oxford OX1 3QD UK
The work is partially supported
by the EU Horizon 2020
research and innovation programme,
grant agreement OpenDreamKit No. 676541
###### Abstract
We study random, finite-dimensional, ungraded chain complexes over a finite field and show that for a uniformly distributed differential a complex has the smallest possible homology with the highest probability: either zero or one- dimensional homology depending on the parity of the dimension of the complex. We prove that as the order of the field goes to infinity the probability distribution concentrates in the smallest possible dimension of the homology. On the other hand, the limit probability distribution, as the dimension of the complex goes to infinity, is a super-exponentially decreasing, but strictly positive, function of the dimension of the homology.
###### Keywords
Random chain complexes, Homology, Floer theory
###### Mathematics Subject Classification
05E99, 55U15, 53D99, 60D99

## 1. Introduction We study random, finite-dimensional, ungraded chain complexes over a finite field and we are interested in the probability that such a complex has homology of a given dimension. We show that for a uniformly distributed differential the complex has the smallest possible homology with the highest probability.

To be more specific, consider an $n$-dimensional vector space $V$ over a finite field $\F=\F_q$ of order $q$ and let $D$ be a differential on $V$, i.e., a linear operator $D\colon V\to V$ with $D^2=0$. We are interested in the probability $p_r(q,n)$ with which a chain complex $(V,D)$ has homology $\ker D/\im D$ of a given dimension $r$ for fixed $n$ and $q$. The differential $D$ is uniformly distributed and $p_r(q,n)$ is simply the ratio $c_r(q,n)/c(q,n)$, where $c_r(q,n)$ is the number of complexes with $r$-dimensional homology and $c(q,n)$ is the number of all complexes. The numbers $c_r(q,n)$ are explicitly calculated by [Kovacs1987]; see also Theorem 2.2.

We mainly focus on large complexes, i.e., on the limits as $q$ or $n$ go to infinity. Clearly, $r$ and $n$ must have the same parity and we separately analyze the asymptotic behavior of the sequence $p_0(q,n), p_2(q,n),\ldots$, where $n$ is even, and the sequence $p_1(q,n), p_3(q,n),\ldots$ for $n$ odd.

As $q\to\infty$ with $n$ fixed, the probability concentrates in the lowest possible dimension, i.e., $p_0(q,n)\to 1$ or $p_1(q,n)\to 1$ depending on the parity of $n$, while $p_r(q,n)\to 0$ for $r>1$. This is consistent with the observation that over $\C$ and even $\R$ (see Lemma 3.1) a generic complex has $0$- or $1$-dimensional homology, i.e., that such complexes form the highest dimensional stratum in the variety of all $n$-dimensional complexes. Indeed, one can expect the probability distributions for large $q$ to approximate the generic situation in zero characteristic. We do not know, however, if the density functions converge in any sense as $q\to\infty$ to some probability density on the variety of $n$-dimensional complexes over, e.g., $\R$.

When $q$ and $r$ are fixed and $n\to\infty$ through either even or odd integers depending on the parity of $r$, the situation is more subtle. In this case, all limit probabilities $p_r(q)=\lim_{n\to\infty}p_r(q,n)$ are positive. However, the sequences $p_0,p_2,\ldots$ and $p_1,p_3,\ldots$ are super-exponentially decreasing and for a large $q$ all terms in these sequences but the first one are very close to zero while the first is then, of course, close to 1. When $q=2$ and $r$ is even, we have $p_0\approx 0.6$, $p_2\approx 0.4$, $p_4\approx 0.0075$ and other terms are very small. We explicitly calculate the ratios $p_r(q)/p_0(q)$ and $p_r(q)/p_1(q)$ and $p_0$ and $p_1$ in Theorem 2.1.

The proofs of these facts are elementary and quite simple. However, we have not been able to find in the literature any probability calculations in this basic case where random chain complexes are stripped of all additional structures including a grading. (The combinatorial part of our proof, Theorem 2.2, is contained in [[Kovacs1987], Lemma 5].) In contrast, random complexes of geometrical origin and underlying random geometrical and topological objects have been studied extensively and from various perspectives. Among such random objects are, for instance, random simplicial complexes of various types [see ([Aronshtam et al.2013],[Bobrowski and Kahle2014],[Costa and Farber2014],[Costa and Farber2015],[Kahle2011],[Meshulam2013],[Meshulam and Wallach2009],[Pippenger and Schleich2006],[Yogeshwaran et al.2014]) and references therein] and random Morse functions [see, e.g., ([Arnold2006],[Arnold2007],[Collier et al.2017],[Nicolaescu2012])].

These works utilize several models of randomness all of which appear to be quite different from the one, admittedly rather naive, used here. This makes a direct comparison difficult. One way to interpret our result is that, for a large complex, sufficiently non-trivial homology is indicative of some structure, a constraint limiting randomness. Note that such a structure can be as simple as a $\Z$-grading confined to a fixed range of degrees. A dimensional constraint of this type is usually inherent in geometrical complexes, and it would be interesting to analyze its effect (if any) on the probability distribution in our purely algebraic setting. Another consequence of the result is that the assertion that a complex has large homology carries more information than the assertion that it has small homology.

The main motivation for our setting comes from Hamiltonian Floer theory for closed symplectic manifolds; see, e.g., [Salamon1999] and references therein. A Hamiltonian diffeomorphism is the time-one map of the isotopy generated by a time-dependent Hamiltonian. To such a diffeomorphism one can associate a certain complex, called the Floer complex, generated by its fixed points or, equivalently, the one-periodic orbits of the isotopy. Hence the dimension of the Floer homology gives a lower bound for the number of one-periodic orbits. The homology is independent of the Hamiltonian diffeomorphism. In addition, one can fix the free homotopy class of the orbits. (This construction is similar to Morse theory and, in fact, Floer theory is a version of Morse theory for the action functional.)

In many instances, e.g., often generically or for all symplectic manifolds with vanishing first Chern class such as tori, the dimension of the Floer complex grows with the order of iteration of the diffeomorphism; see [Ginzburg and G[U+00A8]urel2015]. In other words, the complex gets larger and larger as time in this discrete dynamical system grows. Moreover, the differential in the complex is usually impossible to describe explicitly, and hence it makes sense to compare the behavior of the complex and its homology with the generic or random situation. The Floer homology for contractible periodic orbits is isomorphic to the homology of the underlying manifold. Therefore, by our result, even though the Floer complex appears to be very "noisy" for large iterations and random on a bounded action scale, it has large homology groups and is actually very far from random. For non-contractible orbits, the dimension of the Floer complex is also known to grow in many settings; see [Ginzburg and G[U+00A8]urel2015],[G[U+00A8]urel2013]. However, in this case the Floer homology is zero and the complex may well be close to random. Note also that in some instances the Floer complex is $\Z$-graded, but the grading is not supported within any specific interval of degrees. Moreover, in contrast with geometrical random complexes, the grading range of the Floer homology usually grows with the order of iteration ([Salamon and Zehnder1992]), and while it is not clear how to correctly account for an unbounded grading in a random model, such a grading is unlikely to affect the probability distribution.

One aspect of Floer theory which is completely ignored in our model is the action filtration. This filtration is extremely important and, in particular, it allows one to treat Floer theory in the context of persistent homology and topological data analysis; see [Carlsson2009],[Ghrist2008]. This connection has recently been explored in [Polterovich and Shelukhin2014],[Usher and Zhang2015]. However, it is not entirely clear how to meaningfully incorporate the action filtration into our model.

## 2. Main Results Let, as in the introduction, $(V,D)$ be an ungraded $n$-dimensional chain complex with differential $D$ over a finite field $\F=\F_q$ of order $q$. In other words, $V=\F^n$ and $D$ is a linear operator on $V$ with $D^2=0$. We denote by $c(q,n)$ the number of such complexes, i.e., the number of differentials $D$. The dimension $r$ of the homology $\ker D/\im D$ has the same parity as $n$ and we let $c_r(q,n)$ be the number of complexes with homology of dimension $r$. (In what follows, we always assume that $r$ and $n$ have the same parity.) Clearly, \begin{eqnarray*} c(q,n)=c_0(q,n)+c_2(q,n)+\cdots+c_{n}(q,n) \end{eqnarray*} when $n$ is even and \begin{eqnarray*} c(q,n)=c_1(q,n)+c_3(q,n)+\cdots+c_{n}(q,n) \end{eqnarray*} when $n$ is odd.

Furthermore, denote by \begin{eqnarray*} p_r(q,n)=\frac{c_r(q,n)}{c(q,n)} \end{eqnarray*} the probability (with respect to the uniform distribution) of a complex to have $r$-dimensional homology. Our main result describes the behavior of $p_r(q,n)$ as the size of the complex, i.e., $q$ or $n$, goes to infinity.

###### Theorem 2.1.
Let $p_r(q,n)$ be as above.
1. (i) For a fixed $n$, we have \begin{equation*} \lim_{q\to\infty} p_r(q,n)=0\textrm{ when } r>1, \end{equation*} and $p_0(q,n)\to 1$ when $n$ is even and $p_1(q,n)\to 1$ when $n$ is odd as $q\to\infty$.
2. (ii) For a fixed $q$ and $r$, the limits \begin{eqnarray*} p_r(q)=\lim_{n\to\infty} p_r(q,n) \end{eqnarray*} exist and $0  \begin{equation}\label{eq:lim} \frac{p_r(q)}{p_0(q)}=\frac{q^{r/2}}{\prod\nolimits_{j=1}^r(q^j-1)} \end{equation} (2.1) and  \begin{equation}\label{eq:S} p_0(q)=\frac{1}{1+S},\quad \textrm{ where }\quad S=\sum_{k=1}^\infty \frac{q^{k}}{\prod\nolimits_{j=1}^{2k}(q^j-1)}. \end{equation} (2.2) When$ r\geq 3$is odd, \begin{eqnarray*} \frac{p_r(q)}{p_1(q)}=\frac{(q-1)q^{(r-1)/2}}{\prod\nolimits_{j=1}^r(q^j-1)} \end{eqnarray*} and \begin{eqnarray*} p_1(q)=\frac{1}{1+S'},\quad \textrm{ where }\quad S'=(q-1)\sum_{k=1}^\infty \frac{q^{k}}{\prod\nolimits_{j=1}^{2k+1}(q^j-1)}. \end{eqnarray*} The proof of this theorem is based on an explicit calculation of$ c_r(q,n)$. To state the result, denote by$ \GL_k(q)$the general linear group of$ k\times k$invertible matrices over$ \F_q$and recall that \begin{eqnarray*} |\GL_k(q)|=q^{k(k-1)/2}\prod_{j=1}^k(q^j-1). \end{eqnarray*} Then we have the following particular case of [[Kovacs1987], Lemma 5]. ###### Theorem 2.2. ([Kovacs1987]) Let as above$ c_r(q,n)$be the number of$ n$-dimensional complexes over$ \F_q$with homology of dimension$ r$. Then  \begin{equation}\label{eq:number} c_r(q,n)=\frac{|\GL_n(q)|}{|\GL_m(q)|\cdot |\GL_r(q)|\cdot q^{2mr+m^2}}\, , \end{equation} (2.3) where$ 2m+r=n$. Even though this result is not new, for the sake of completeness we include its proof, which is very simple and short, in the next section. ###### Remark 2.3. We do not have simple expressions for the probabilities$ p_r(q,n)$and the total number of complexes$ c(q,n)$. However, when$ q=2$, the differentials$ D$are in one-to-one correspondence with involutions of$ \F_2^n$. (An involution necessarily has the form$ I+D$and, as is easy to see, different differentials$ D$give rise to different involutions.) Hence,$ c(2,n)$is equal to the number of involutions. This number is expressed in [Fulman and Vinroot2014] via a generating function and an asymptotic formula for$ c(q,n)$has been recently obtained in [Fulman et al.2016]. It is possible that at least when$ q=2$our probability formulas can be further simplified using the results from those papers. ## 3. Proofs The proof of Theorem 2.2 is based on the observation that the differential in a finite-dimensional complex over any field$ \F$can be brought to its Jordan normal form or, equivalently, a complex over$ \F$can be decomposed into a sum of elementary complexes, i.e., into a sum of two-dimensional complexes with zero homology and one-dimensional complexes. To be more precise, we have the following elementary observation. ###### Lemma 3.1. Let$ V$be a finite-dimensional vector space over an arbitrary field$ \F$and let$ D\colon V\to V$be an operator with$ D^2=0$. Then, in some basis,$ D$can be written as a direct sum of$ 1\times 1$and$ 2\times 2$Jordan blocks with zero eigenvalues. When$ \F$is algebraically closed, this follows immediately from the Jordan normal form theorem. Hence, the emphasis here is on the fact that the field$ \F$is immaterial. For the sake of completeness, we outline a proof of the lemma. ###### Proof. Let us pick an arbitrary basis$ \{e_1,\ldots, e_m\}$of$ \im D$and extend it to a basis of$ \ker D\supset \im D$by adding elements$ \{f_1,\ldots,f_r\}$. Furthermore, pick arbitrary vectors$ e'_i$with$ De'_i=e_i$. Then$ \{e'_1, e_1, \ldots, e'_m, e_m, f_1, \ldots, f_r\}$is the required basis of$ V$. ###### Proof. Proof of Theorem 2.2 Let$ D$be a differential on an$ n$-dimensional vector space$ V$over a finite field$ \F=\F_q$. Assume that the homology of the complex$ (V,D)$is$ r$-dimensional. By Lemma 3.1,$ D$is conjugate to the map$ D_r$which is the direct sum of$ r 1\times 1$zero blocks and$ m 2\times 2$Jordan blocks with zero eigenvalues, where$ 2m+r=n$. Let$ C_r$be the centralizer of$ D_r$in$ \GL_n(q)$. The complexes with$ r$-dimensional homology are in one-to-one correspondence with$ \GL_n(q)/C_r$. Thus, to prove (2.3) , it suffices to show that  \begin{equation}\label{eq:center} |C_r|=|\GL_m(q)|\cdot |\GL_r(q)|\cdot q^{2mr+m^2} . \end{equation} (3.1) The elements of$ C_r$are$ n\times n$invertible matrices$ X\in \GL_n(q)$commuting with$ D_r$. In what follows, it is convenient to work with the basis$ e_1, \ldots, e_m, f_1, \ldots, f_r, e'_1,\ldots,e'_m$in the notation from the proof of Lemma 3.1. Thus we can think of$ X$as a$ 3\times 3$-block matrix with$ m\times m$block$ X_{11}$, the block$ X_{12}$having size$ m\times r$, and$ X_{13}$being again$ m\times m$, etc. In the same format,$ D_r$is then the matrix with only one non-zero block. This is the top-right corner$ m\times m$-block, which is$ I$. Then, as a straightforward calculation shows, the commutation relation$ XD_r=D_rX$amounts to the conditions that$ X_{11}=X_{33}$, and$ X_{21}=0$,$ X_{31}=0$and$ X_{32}=0$. In particular,$ X$is an upper block-triangular matrix. Hence,$ X$is invertible if and only if$ X_{11}=X_{33}$and$ X_{22}$are invertible. There are no constraints on the remaining blocks$ X_{12}$,$ X_{13}$and$ X_{23}$. Now (3.1) follows. ###### Proof of Theorem 2.1. Throughout the proof, we assume that$ r$and$ n$are even. The case where these parameters are odd can be handled in a similar fashion. As the first step, we express$ p_r(q,n)/p_0(q,n)explicitly. Clearly, \begin{eqnarray*} \frac{p_r(q,n)}{p_0(q,n)}=\frac{c_r(q,n)}{c_0(q,n)}=\frac{|C_0|}{|C_r|}. \end{eqnarray*} Using (2.3) or (3.1) and tidying up the resulting expression, we have \begin{align*} \frac{p_r(q,n)}{p_0(q,n)} &=\frac{q^{n^2/4}\cdot q^{n(n/2-1)/4}\cdot \prod_{j=1}^{n/2}(q^j-1)} {q^{2mr+m^2}\cdot q^{m(m-1)/2}\cdot q^{r(r-1)/2}\cdot\prod\nolimits_{j=1}^{r}(q^j-1) \cdot\prod\nolimits_{j=1}^{m}(q^j-1)} \\ &=\frac{\prod\nolimits_{j=m+1}^{m+r/2}(q^j-1)} {q^{mr/2+r(r/2-1)/4}\cdot \prod\nolimits_{j=1}^{r}(q^j-1) }, \end{align*} where as above n=2m+r$and$ r\geq 2$, which we can then rewrite as  \begin{equation}\label{eq:ratio} \frac{p_r(q,n)}{p_0(q,n)}=\frac{q^{r/2}} {\prod\nolimits_{j=1}^{r}(q^j-1) }\cdot\prod\limits_{j=1}^{r/2}\left(1-\frac{1}{q^{m+j}}\right). \end{equation} (3.2) Now it is clear that \begin{eqnarray*} \frac{p_r(q,n)}{p_0(q,n)}\sim q^{-r^2/2}\quad\textrm{ as }\quad q\to\infty \end{eqnarray*} with$ r\geq 2$and$ n$fixed. In particular, this ratio goes to zero as$ q\to \infty$. The number of the terms in the sum \begin{eqnarray*} \sum_j p_j(q,n)=1 \end{eqnarray*} with$ j$ranging through even integers from$ 0$to$ n$is equal to$ n/2+1$and thus this number is independent of$ q$. Hence,$ p_0(q,n)\to 1$and$ p_r(q,n)\to 0$when$ r\geq 2$as$ q\to\infty$. This proves the first assertion of the theorem. To prove the second part, first note that by (3.2)  \begin{equation}\label{eq:limspsratio} \frac{p_r(q,n)}{p_0(q,n)}\to \frac{q^{r/2}}{\prod\nolimits_{j=1}^r(q^j-1)} \end{equation} (3.3) as$ m\to \infty$or, equivalently,$ n\to \infty$with$ r$and$ q$fixed. Furthermore, in a similar vein, it is not hard to show that \begin{eqnarray*} \sum_{r>0} \frac{p_r(q,n)}{p_0(q,n)}\to S:=\sum_r \frac{q^{r/2}}{\prod\nolimits_{j=1}^r(q^j-1)}\quad\textrm{ as } n\to\infty, \end{eqnarray*} where, on the left, the sum is taken over all even integers from$ 2$to$ n$and, on the right, the sum is over all even integers$ r\geq 2$. Therefore, letting$ n\to\infty$in the identity \begin{eqnarray*} 1+\sum_{r>0} \frac{p_r(q,n)}{p_0(q,n)}=\frac{1}{p_0(q,n)}, \end{eqnarray*} we conclude that the limit$ p_0(q)=\lim_{n\to\infty}p_0(q,n)$exists and$ p_0(q)=1/(1+S)$, which proves (2.2) . Now, by (3.3) , the limits$ p_r(q)=\lim_{n\to\infty}p_r(q,n)$for$ r\geq 2$also exist, and hence (2.1) holds. This completes the proof of the theorem. ###### Remark 3.2. The sequence$ p_r(q,n)$is decreasing as a function of$ r$. This readily follows from (3.2) . ###### Acknowledgements. The authors are grateful to Robert Ghrist, Ba[U+00B8]sak G[U+00A8]urel, Jiang-Hua Lu, Roy Meshulam and Leonid Polterovich for useful discussions and comments. The authors would also like to thank the referee for pointing out [[Kovacs1987], Lemma 5] to them. 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