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Topology of the Bend Loci of Convex Piecewise Linear Functions

Jidong Wang Department of Mathematics, University of Texas-Austin, Austin, Texas, 78712 USA. Email: [email protected]
Abstract

This short article serves as the appendix for [TW22]. We prove that a complete intersection of nn generic polyhedral hypersurfaces in d\mathbb{R}^{d} is (dn1)(d-n-1)-connected for d2,d>nd\geq 2,d>n.

1 Background

Any convex PL function f:df:\mathbb{R}^{d}\to\mathbb{R} can be written in the following form

f(x)=max{x,b1+a1,,x,br+ar}f(x)=\max\{\langle x,b_{1}\rangle+a_{1},\cdots,\langle x,b_{r}\rangle+a_{r}\} (1)

for some b1,,brdb_{1},...,b_{r}\in\mathbb{R}^{d} and a1,,ara_{1},...,a_{r}\in\mathbb{R}.

Definition 1.

A polyhedral hypersurface is the bend locus of any convex PL function. A polyhedral hypersurface is generic if all the coefficients bidb_{i}\in\mathbb{R}^{d} and aia_{i}\in\mathbb{R} come from probability distributions with continuous density. A complete intersection of generic polyhedral hypersurfaces is the intersection of generic polyhedral hypersurfaces that come from independent probability distributions.

In particular, with probability one, a complete intersection of generic polyhedral hypersurfaces is transverse and free of parallel faces. The main purpose of this article is to prove the following topological property about generic complete intersections.

Theorem 1.

Let XX be a complete intersection of nn generic polyhedral hypersurfaces in d\mathbb{R}^{d} where d2,d>nd\geq 2,d>n. Then XX and its one-point compactification are both (dn1)(d-n-1)-connected.

Our proof is based on an argument from an unpublished note by Adiprasito [Adi20]. For the reader’s convenience, we provide complete details.

2 Proof outline

2.1 Induction base

We first prove a special case which will serve as the base of an inductive argument.

Proposition 2.

Let XX be a polyhedral hypersurface in d\mathbb{R}^{d} (d2d\geq 2). Then

  1. 1.

    the one-point compactification of XX is (d2)(d-2)-connected.

  2. 2.

    the union of compact faces os XX is (d2)(d-2)-connected.

Proof.

As CW-complexes, d{pt}\mathbb{R}^{d}\cup\{pt\} is obtained from X{pt}X\cup\{pt\} by attaching dd-cells. Since d{pt}Sd\mathbb{R}^{d}\cup\{pt\}\cong S^{d} is (d1)(d-1)-connected, X{pt}X\cup\{pt\} is (d2)(d-2)-connected. This proves the first statement.

Let X¯\overline{X} be the polyhedral subdivision of d\mathbb{R}^{d} induced by XX. Let X¯cpt\overline{X}^{\text{cpt}} be the union of all compact faces of X¯\overline{X} and XcptX^{\text{cpt}} be the union of all compact faces of XX. We claim that d\mathbb{R}^{d} deformation retracts onto X¯cpt\overline{X}^{\text{cpt}}. First, pick any point xX¯cptx\in\overline{X}^{\text{cpt}} and let BB be a sufficiently large open ball centered at xx that contains X¯cpt\overline{X}^{\text{cpt}}. Since d\mathbb{R}^{d} deformation retracts onto BB, it remains to show that BB deformation retracts onto X¯cpt\overline{X}^{\text{cpt}}. This can be done using an argument in [Hat02] (Proof of Proposition 0.16. See also Figure 1). For each unbounded face FF of X¯\overline{X}, FBF\cap B is a polyhedron truncated by a large sphere. It can be thought of as a glass filled with water, the sphere being the surface of the water. Pick a point OO that is in FF and sufficiently far from the sphere. Then the radial projection from OO deformation retracts the water onto the glass. We repeat this process for FBF^{\prime}\cap B for all the unbounded lower dimensional faces FF^{\prime} of FF, until all the unbounded faces of FF are contracted. The overall effect is that we get a deformation retraction of FBF\cap B on to the compact faces of FF. Apply the above construction to FBF\cap B for all unbounded faces FF. This deformation retracts BB onto X¯cpt\overline{X}^{\text{cpt}}. Hence, d\mathbb{R}^{d} deformation retracts onto X¯cpt\overline{X}^{\text{cpt}}, so X¯cpt\overline{X}^{\text{cpt}} is contractible. Since X¯cpt\overline{X}^{\text{cpt}} is obtained from XcptX^{\text{cpt}} by attaching dd-cells, XcptX^{\text{cpt}} is (d2)(d-2)-connected. ∎

Refer to caption
Figure 1: Radial projection from a distant point OO.

2.2 Inductive steps

We will prove 1 and the following lemma in conjunction by inducting on both dd and nn.

Lemma 3.

Let XX be a complete intersection of nn generic polyhedral hypersurfaces in d\mathbb{R}^{d} where d2,d>nd\geq 2,d>n. Let PP be a full-dimensional polyhedron defined by generic supporting hyperplanes. Then the pair (XP,XP)(X\cap P,X\cap\partial P) is (dn1)(d-n-1)-connected.

To clean up notations, let PdnP^{n}_{d} be the statement of 1 and CdnC^{n}_{d} be the statement of Lemma 3 with parameters dd and nn. 2 says Pd1P^{1}_{d} is true for all d2d\geq 2. If we can prove

Pd1nCdn and Pdn1Cdn1Pdn,P^{n}_{d-1}\Rightarrow C^{n}_{d}\text{ and }P^{n-1}_{d}\wedge C^{n-1}_{d}\Rightarrow P^{n}_{d}, (2)

then we are done, since with the above implications,

Pdn1Pd1n1Pdn,P^{n-1}_{d}\wedge P^{n-1}_{d-1}\Rightarrow P^{n}_{d}, (3)

which eventually reduces the question to Pd1P^{1}_{d}.

Proof of Pd1nCdnP^{n}_{d-1}\Rightarrow C^{n}_{d}.

Take XX and PP as in the hypothesis of CdnC^{n}_{d}. Let \mathcal{H} be the minimal set of supporting hyperplanes of PP. Consider the function

f:P,xHd(x,H)f:P\mapsto\mathbb{R},x\mapsto\prod_{H\in\mathcal{H}}d(x,H) (4)

where d(x,H)d(x,H) is the distance from xx to HH. The genericity condition for XX and PP guarantees that XX is a Whitney stratified space and that ff is a Morse function on XX. Let x1,,xrx_{1},...,x_{r} be the finitely many critical points of fXf_{X} and t1,,trt_{1},...,t_{r} be the corresponding distinct critical values. Set

XI=f1(I)XX_{I}=f^{-1}(I)\cap X (5)

for II an interval or a single point in 0\mathbb{R}_{\geq 0}. We keep track of the topology change of X[0,t]X_{[0,t]} as tt crosses the critical values. There are two cases (see Figure 2).

  • Case 1: xkx_{k} is a vertex of XX. Let TxkXT_{x_{k}}X be the tangent fan of XX at xkx_{k} and HH be the tangent hyperplane Txkf1(tk)T_{x_{k}}f^{-1}(t_{k}). Translate HH slightly towards Txkf1([0,tk))T_{x_{k}}f^{-1}([0,t_{k})) and call the new hyperplane HH^{\prime}. Let AA be the intersection of HH^{\prime} with TxkXT_{x_{k}}X. Note that AA is an intersection of nn generic polyhedral hypersurfaces in d1\mathbb{R}^{d-1}.

    Let ϵ>0\epsilon>0 be sufficiently small. By definition, the space X[0,tk]X_{[0,t_{k}]} is obtained from X[0,tkϵ)X_{[0,t_{k}-\epsilon)} by attaching X(tkϵ,tk]X_{(t_{k}-\epsilon,t_{k}]} along f1(tkϵ)Xf^{-1}(t_{k}-\epsilon)\cap X, which may have (finitely) many connected components. Suppose X(tkϵ,tk]X_{(t_{k}-\epsilon,t_{k}]} and f1(tkϵ)Xf^{-1}(t_{k}-\epsilon)\cap X decompose into disjoint unions of their connected components as follows

    X[tkϵ,tk]=iYi,f1(tkϵ)X=iZi,X_{[t_{k}-\epsilon,t_{k}]}=\bigsqcup_{i}^{\ell}Y_{i},\quad f^{-1}(t_{k}-\epsilon)\cap X=\bigsqcup_{i}^{\ell}Z_{i}, (6)

    such that YiY_{i} is glued along ZiZ_{i} for each ii. Suppose xkx_{k} is in Y1Y_{1}. Then (Y1,Z1)(Y_{1},Z_{1}) is homotopy equivalent to (CA,A)(CA,A), and (Yi,Zi)(Y_{i},Z_{i}) is homotopy equivalent to (dn1×[0,ϵ],dn1)(\mathbb{R}^{d-n-1}\times[0,\epsilon],\mathbb{R}^{d-n-1}). By the induction hypothesis, AA is (dn2)(d-n-2)-connected. By the homotopy long exact sequence for the pair (CA,A)(CA,A), (CA,A)(CA,A) is (dn1)(d-n-1)-connected. Hence, the gluing data (X[tkϵ,tk],f1(tkϵ))(X_{[t_{k}-\epsilon,t_{k}]},f^{-1}(t_{k}-\epsilon)) is (dn1)(d-n-1)-connected. By definition, (X[0,tkϵ],f1(tkϵ))(X_{[0,t_{k}-\epsilon]},f^{-1}(t_{k}-\epsilon)) is path-connected. By homotopy excision ([Hat02], Theorem 4.23), (X[0,tk],X[0,tkϵ])(X_{[0,t_{k}]},X_{[0,t_{k}-\epsilon]}) is (dn1)(d-n-1)-connected.

  • Case 2: xkx_{k} is in the relative interior of a kk-dimensional face σ\sigma of XX. In this case, the gluing data splits into normal Morse data and tangential Morse data. Similar to Case 1, the gluing data may have more than one connected components, and the only component that contributes to the topology change is the one where xkx_{k} is. The treatment for multiple components is exactly the same as in the precious case. Therefore, it doesn’t hurt to assume that the gluing data has only one connected component.

    The tangential Morse data is (σ,σ)(\sigma,\partial\sigma). Let NN be the orthogonal complement of TxkσT_{x_{k}}\sigma. The normal Morse data is

    (NTxif1([0,ti])TxiX,NHTxif1([0,ti])TxiX)(N\cap T_{x_{i}}f^{-1}([0,t_{i}])\cap T_{x_{i}}X,N\cap H^{\prime}\cap T_{x_{i}}f^{-1}([0,t_{i}])\cap T_{x_{i}}X) (7)

    where HH^{\prime} is as in the previous case. Note that NTxif1([0,ti])TxiXN\cap T_{x_{i}}f^{-1}([0,t_{i}])\cap T_{x_{i}}X is the cone over NHTxif1([0,ti])TxiXN\cap H^{\prime}\cap T_{x_{i}}f^{-1}([0,t_{i}])\cap T_{x_{i}}X. The latter is a complete intersection of nn generic polyhedral hypersurfaces in dk1\mathbb{R}^{d-k-1}. By the induction hypothesis and the homotopy long exact sequence for a pair, the normal Morse data is (dkn1)(d-k-n-1)-connected. Since the tangential Morse data (σ,σ)(\sigma,\partial\sigma) is (k1)(k-1)-connected, the total gluing data

    (σ,σ)×(NTxif1([0,ti])TxiX,NHTxif1([0,ti])TxiX)(\sigma,\partial\sigma)\times(N\cap T_{x_{i}}f^{-1}([0,t_{i}])\cap T_{x_{i}}X,N\cap H^{\prime}\cap T_{x_{i}}f^{-1}([0,t_{i}])\cap T_{x_{i}}X) (8)

    is (dn1)(d-n-1)-connected. Now repeat the argument in the previous case, we conclude that (X[0,tk],X[0,tkϵ])(X_{[0,t_{k}]},X_{[0,t_{k}-\epsilon]}) is (dn1)(d-n-1)-connected.

Observe that X[0,tk+1ϵ]X_{[0,t_{k+1}-\epsilon]} deformation retracts onto X[0,tk]X_{[0,t_{k}]}, so to sum up, we have,

(X[0,tk+1ϵ],X[0,tkϵ]) is (dn1)-connected(X_{[0,t_{k+1}-\epsilon]},X_{[0,t_{k}-\epsilon]})\text{ is $(d-n-1)$-connected} (9)

and

(X[0,t1ϵ],X0) is (dn1)-connected(X_{[0,t_{1}-\epsilon]},X_{0})\text{ is $(d-n-1)$-connected} (10)

By applying homotopy long exact sequence to the triple (X[0,tk+1ϵ],X[0,tkϵ],X0)(X_{[0,t_{k+1}-\epsilon]},X_{[0,t_{k}-\epsilon]},X_{0}), the above two connectedness properties imply that (X[0,tk+1ϵ],X0)(X_{[0,t_{k+1}-\epsilon]},X_{0}) is (dn1)(d-n-1)-connected. In other words, (X[0,t),X0)(X_{[0,t)},X_{0}) is (dn1)(d-n-1)-connected for all t>0t>0, which completes the proof. ∎

Refer to caption
Figure 2: Illustration of the Morse-theoretical argument. x1x_{1} is a critical point in the interior of a 1-cell. x2x_{2} is a vertex critical point. The orange parts are the gluing data when the level set crosses each critical point.
Proof of Pdn1Cdn1PdnP^{n-1}_{d}\wedge C^{n-1}_{d}\Rightarrow P^{n}_{d}.

Let XX be a complete intersection of n1n-1 generic polyhedral hypersurfaces and XnX_{n} be another generic hypersurface. Let X=XXnX^{\prime}=X\cap X_{n}. Pick any connected component of d\Xn\mathbb{R}^{d}\backslash X_{n} and take its closure, which is a polyhedron PP with generic supporting hyperplanes. Applying Lemma 3 to XX and PP, we know that XX is obtained from XPX\cap\partial P be gluing cells of dimension no less than dn+1d-n+1. Therefore, XX is obtained from XX^{\prime} by gluing cells of dimension no less than dn+1d-n+1. Since by the induction hypothesis XX is (dn)(d-n)-connected, XX^{\prime} is (dn1)(d-n-1)-connected. ∎

Remark 1.

The proof of the inductive steps is only given for XX. The proof for the corresponding statement for the one-point compactification of XX only differs at the final stage of the Morse-theoretical argument in Lemma 3. Without the one-point compactification, the topology of X[0,t)X_{[0,t)} no longer changes when tt exceeds the largest critical value, so X[0,t)X_{[0,t)} is homotopy equivalent to XPX\cap P for any t>trt>t_{r}. With the one-point compactification, X{pt}X\cup\{pt\} is obtained from X[0,t){pt}X_{[0,t)}\cup\{pt\} by attaching more cells of dimension dn+1d-n+1, respectively, along their boundaries XtX_{t}. Therefore, Lemma 3 also holds for X{pt}X\cup\{pt\}.

References

  • [Hat02] Allen Hatcher “Algebraic topology” Cambridge: Cambridge University Press, 2002, pp. xii+544
  • [Adi20] Karim Adiprasito “A Note on the Topology of Polyhedral Hypersurfaces and Complete IntersectionS”, 2020
  • [TW22] Ngoc Mai Tran and Jidong Wang “Minimal Representations of Tropical Rational Functions” In arXiv preprint arXiv:2205.05647, 2022