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Course 9Book 9B: Comparison, Convergence and Heat on ManifoldsChapter 2
Volume Comparison
Bishop–Gromov, packing arguments, and why hyperbolic space fits trees.
Read with Petersen's Riemannian Geometry, the chapter on Ricci curvature comparison (Bishop–Gromov relative volume comparison and its first applications), and Lee's Introduction to Riemannian Manifolds (2nd edition), chapter 11. Cheeger and Ebin, chapter 1, is the classical reference.
Laplacian comparison (9B.1 Laplacian Comparison) says that, under a lower Ricci bound, geodesic spheres bend at least as much as in the model space. Integrating that statement over the spheres gives the theorem used more than any other in this part of the Path. Bishop–Gromov volume comparison: if , the volume of a ball, divided by the volume of the ball of the same radius in the model space, can only decrease as the radius grows. Lower Ricci bounds cap the growth of volume, and they also guarantee that a ball keeps a definite fraction of the volume of any larger concentric ball. The second fact is what makes packing arguments, Gromov's compactness theorem and Perelman's noncollapsing work.
By the end of this chapter you will be able to:
- write the volume form in geodesic polar coordinates and relate its growth to the Laplacian of distance;
- prove the Bishop–Gromov inequality and its absolute form, Bishop's inequality;
- use relative volume comparison for doubling and packing estimates;
- define the asymptotic volume ratio and compute it for cones, cylinders and paraboloids;
- recognise the same monotone-ratio structure in Perelman's reduced volume.
Why hyperbolic space fits trees
In a tree where every node has children, the number of nodes at depth is : exponential in . In the plane, the number of points you can fit at distance about from a centre, keeping them a unit apart, grows only linearly in , so a large tree cannot be drawn in the plane without crushing its leaves together. In the hyperbolic plane the circumference of a circle is , exponential in (9A.1 Riemannian Metrics and Model Spaces), and there is room. Rik Sarkar showed (2011) that every finite tree embeds in the hyperbolic plane with distortion arbitrarily close to .
This volume growth makes hyperbolic geometry useful for hierarchical data. Dmitri Krioukov and colleagues ("Hyperbolic geometry of complex networks", Physical Review E, 2010) showed that networks whose nodes are placed at random in a hyperbolic disc reproduce features of real networks such as the internet: heavy-tailed degree distributions and strong clustering. Maximilian Nickel and Douwe Kiela ("Poincaré embeddings for learning hierarchical representations", NeurIPS 2017) embedded the WordNet hierarchy of nouns in the Poincaré ball and represented it far more compactly than in Euclidean space. Both are active research areas, not settled practice. The underlying fact is the one this chapter quantifies: curvature controls how fast volume grows.
Polar coordinates and the volume element
Fix and use geodesic polar coordinates , , on the domain , where is the distance to the cut point in direction . The volume form is
with the round measure on and . Since is the Jacobian of the exponential map along the radial geodesic, its logarithmic derivative is the mean curvature of the geodesic sphere (Exercise 2.2):
Set for ; the cut locus has measure zero, so (the polar formula of 3A.5 Product Measures and Change of Variables on a manifold). In the model space of curvature , and (Figure 2.1).
Bishop–Gromov
Let be complete with . Then for every :
- is nonincreasing for each ;
- is nonincreasing (for , on ), and tends to as . In particular (Bishop's inequality), and for ,
Proof. (1) For , by Laplacian comparison (9B.1 Laplacian Comparison), so the ratio is nonincreasing; past it is . (2) Write and ; by (1), is nonincreasing. The lemma in Exercise 2.3 gives that is nonincreasing. As the ratio tends to because . The last two claims follow by comparing the ratio at , at and at .
Equality characterises the model: if for some , then is isometric to a ball in the model space. For this gives Cheng's maximal diameter theorem (1975): if and , then is isometric to the unit sphere (Exercise 2.7).
Doubling, packing and growth
Relative comparison is the useful form. With it says : the volume measure is doubling, with a constant depending only on the dimension. With , the same holds for with a slightly larger constant. Two consequences are used again and again.
- Packing. If and the balls are disjoint and lie in , then (Exercise 2.4). Combined with the Vitali covering lemma (3A.6 Modes of Convergence and Differentiation), this bounds how many small balls are needed to cover a large one. Gromov's precompactness theorem (9B.4 Convergence of Manifolds) rests on exactly this count.
- Growth. If , then : no more than Euclidean. A theorem of Calabi and Yau gives the lower bound for complete noncompact manifolds: for (Exercise 2.5).
The asymptotic volume ratio. If and is complete and noncompact, the ratio is nonincreasing, so it has a limit
which does not depend on (Exercise 2.6). It is only for . A cone of opening angle less than Euclidean has a positive value below ; a cylinder and the paraboloid have (Exercise 2.8). Perelman proved that every -solution, the ancient solutions that model Ricci flow singularities, has asymptotic volume ratio zero (12B.2 The Structure of κ-Solutions). That is one of the facts that make the canonical neighbourhood theorem work.
If space has constant curvature , the volume within distance grows like : faster than if space is negatively curved, slower if positively. So counting galaxies out to a given distance, assuming they are spread uniformly, would measure the curvature of the universe. Edwin Hubble attempted this in the 1930s. The test failed in practice: distant galaxies are seen as they were long ago, and galaxies evolve, merge and change brightness, effects that swamp the curvature signal. Today the curvature of space is measured instead from the angular sizes of features in the cosmic microwave background (9A.6 The Laplacian and the Bochner Formula), which find it close to flat.
A pattern that returns: monotone volume ratios
Bishop–Gromov compares a manifold with a model, through a ratio that is monotone in the scale and equal to exactly for the model. Perelman's reduced volume (12A.5 Reduced Distance and Reduced Volume) has the same structure, in space-time:
| Bishop–Gromov | Perelman's reduced volume | |
|---|---|---|
| quantity | ||
| hypothesis | a Ricci flow, backwards in time | |
| monotonicity | nonincreasing in | nonincreasing in |
| equality | (flat) | the Gaussian soliton on |
| proved from | Laplacian comparison for | Laplacian comparison for the reduced distance |
The second column is explained in 12A.5 Reduced Distance and Reduced Volume; it is listed here so that, when you meet it, it is a familiar theorem in new clothes.
9B.3 Collapsing and Noncollapsing combines a volume lower bound with a curvature bound to bound the injectivity radius from below, the bridge from Perelman's noncollapsing to Hamilton's compactness. 9B.4 Convergence of Manifolds uses packing for Gromov's precompactness theorem. Perelman's definition of -noncollapsing (12A.4 κ-Noncollapsing) is a lower bound on the very ratio that this chapter controls from above.
History
Richard Bishop proved the absolute volume inequality in 1963 (it appears in Bishop and Crittenden's Geometry of Manifolds, 1964); Mikhail Gromov introduced the relative version and its use for compactness around 1980. Shiu-Yuen Cheng proved the maximal diameter theorem in 1975. The linear growth bound is due to Calabi (1975) and Yau (1976).
In polar coordinates with . Laplacian comparison therefore makes nonincreasing, and integrating gives Bishop–Gromov: is nonincreasing, at most , with equality only for the model. Relative comparison gives doubling and packing ( when ), and for it defines the asymptotic volume ratio, only for and for cylinders, paraboloids and -solutions. Perelman's reduced volume is a space-time Bishop–Gromov. 9B.3 Collapsing and Noncollapsing asks what happens when volume is small: collapsing.
Exercises
Let be the flow of , defined away from and the cut locus. Using (8A.6 Flows and the Lie Derivative), show that . Check it in , where .
Solution
maps to , so in polar coordinates . Differentiating at : , and . In : .
Let be integrable on with nonincreasing. Show that and have nonincreasing. (Show and .)
Solution
For , , so . Integrating in over gives , so .
Suppose and the balls , , are disjoint and contained in . Show , deduce , and conclude .
Solution
, so for , . Relative comparison with : . Summing over the disjoint balls inside : .
Let be complete and noncompact with . For pick with (possible because is unbounded). Apply relative comparison at to the balls , and observe that lies in the annulus between them while . Deduce , and hence that for , with depending on .
Solution
By relative comparison at , , so the annulus has . Since , , and . So , that is : linear growth with , say.
Show where , and deduce that the limit defining is the same at and .
Solution
The inclusions follow from the triangle inequality. Dividing by and using : is squeezed between quantities converging to computed at .
Suppose and . Using Bishop–Gromov at and at with radius , and , show and that both balls have the maximal volume allowed. (The equality case then gives Cheng's theorem.)
Solution
The balls are disjoint by the triangle inequality. Relative comparison at : , since is all of (diameter by Myers). Similarly at . Disjointness forces equality, , so the ratio is constant on . Then is constant there in every direction, and since it is nonincreasing and tends to at , in the equality case it is throughout, which forces the model metric; in particular .
(a) The cone , , has away from the tip (9A.5 Computing Curvature); show its is . (b) Show the cylinder has . (c) For the paraboloid , with the distance from the axis, the intrinsic radius is and the area is ; show . In 12B.2 The Structure of κ-Solutions the same conclusion for every -solution is what forces blow-down limits to be lower-dimensional.
Solution
(a) . (b) , linear in , so the ratio with tends to for . (c) .
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