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The (quasi)-Duality of the Lie Derivative and Exterior Derivative
Lecture1 Lecture2 Lecture3 Lecture4 Lecture5
This is a short set of notes that covers a couple of aspects of duality in differential geometry and algebraic topology. It grew out of an enigmatic comment I encountered, to the effect that the Lie and exterior derivatives were almost-dual in some sense. I wanted to ferret out what this meant, which turned out to be more involved than anticipated. Along the way, I decided to explore something else I never had properly understood: the nature of integration from a topological perspective. This led to an exploration of the equivalence of de Rham and singular cohomology.
The notes are in the form of five sets of slides. Originally, they comprised four presentations I gave in a math study group. On tidying, the last set grew unwieldy, so I broke it into two.
- Lecture1: Review of DG and AT. Types of derivatives on , de Rham Complex, review of some diff geom, Lie deriv and bracket, chain complexes, chain maps, homology, cochain complexes, cohomology, tie in to cat theory.
- Lecture2: The integral as a map, Stokes’ thm, de Rham’s thm, more about Lie derivs.
- Lecture3: Recap of de Rham cohomology, review of relevant algebra, graded algebras, tensor algebra, exterior algebra, derivations, uniqueness results for derivations, the interior product.
- Lecture4: Cartan’s formula, tensor vs direct product, element-free def of LA, Lie coalgebras
- Lecture5: Quick recap, relation between struct constants of LA and LCA, the choice of ground ring or field, duality of Lie deriv and exterior deriv.
These notes grew organically, so the order of presentation may seem a bit … unplanned. The emphases and digressions reflect issues I encountered, and may be peculiar to my own learning process and the many gaps in my physicist-trained math background. Others may not share the same points of confusion, or require the same background explanations. They were designed for my own use at some future point when I’ve completely forgotten the material and need a bespoke refresher. I.e., a week from now.
Although I’ve tried to polish the notes to stand on their own, there are some allusions to earlier material studied in the group. In particular, certain abbreviations are used. Here is a (hopefully) complete list:
- DG: Differential Geometry
- AT: Algebraic Topology
- DR: de Rham
- : Used for a Principal bundle. Not really used here, but mentioned in passing.
- PB: Principal Bundle. Not really used here, but mentioned in passing.
- AB: Associated Bundle. Not really used here, but mentioned in passing.
- LG: Lie Group. Mentioned in passing.
- LA: Lie Algebra
- LCA: Lie Coalgebra (defined here).
- v.f. Vector fields
- v.s. Vector space
The 1st 2 lectures focus on the equivalence of de Rham and singular cohomologies via a duality embodied in the integral map, and enforced by Stokes’ and de Rham’s thms. The last 3 lectures focus on the quasi-duality between the Lie derivative and exterior derivative. By quasi-duality we don’t mean to downplay its legitimacy. I didn’t go through all sorts of contortions to call a square a circle just because it sounds elegant. There is a true duality, and a beautiful one. But saying that it is directly between the Lie and exterior derivs is slightly misleading.
These notes were constructed over a period of time, and focus on the specific topic of interest. They are by no means comprehensive. Although edited to correct earlier misconceptions based on later understanding (as well as errors pointed out by the math group), the order of development has not been changed. They were written by someone learning the subject matter as he learned it. They may have some mistakes, there may be some repetition of points, and they are not designed from the ground up with a clear vision. Nonetheless, they may prove helpful in clarifying certain points or as a springboard for further study.
These notes explain the following:
- as a map from the de Rham complex to the singular cochain complex
- Stokes’ thm as a relationship between de Rham cohomology and singular cohomology
- The various types of derivations/anti-derivations encountered in differential geometry
- A review of graded algebras, tensor algebras, exterior algebras, derivations, and anti-derivations.
- A review of Lie Derivatives, as well as Cartan’s formula
- A discussion of what the duality of and means
- A discussion of the two views one can take of and : as -dimensional vector spaces over or as finite-basis modules over the smooth fns on M. The former is useful for abstract formulation while the latter is what we calculate with in DG. The transition between the two can be a source of confusion.
- A discussion of why derivations and anti-derivations are the analogues of linearity when we move from one view to the other.
The notes draw from many sources, including Bott & Tu, Kobyashi & Nomizu, and various discussions on stackexchange. A list of references is included at the end of the last set of slides.
Semidirect Products, Split Exact Sequences, and all that
— Normal Subgroups and Quotient Groups —
First, a brief refresher on Normal subgroups and Quotient groups. We are given a group and subgroup .
- Left cosets are written and right cosets are written . Each is a set of elements in . Not all left cosets are distinct, but any two are either equal or disjoint. Ditto for right cosets.
- The left (right) cosets form a partition of , but they do not in general form a group. We can try to imbue them with a suitable product, but there are obstructions to the group axioms. For example is not a useful inverse since , so neither left cosets nor right cosets multiply as desired. More generally does not consist of a product of an element of and an element of .
- We define the Quotient Set to be the set of left cosets. As mentioned, it is not a group in general. There is an equivalent definition for right cosets, written , but it doesn’t appear often. In most cases we care about the two are the same.
- It is easy to see that the condition which removes the obstruction is that for all . Equivalently, for all . If this holds, the cosets form a group. Often the stated condition is that the sets of left and right cosets are the same. But so this is the same exact condition.
- is a Normal Subgroup if it obeys the conditions which make the cosets into a group.
- Usually a Normal Subgroup is denoted , and we write (or ).
- For a Normal subgroup , the Quotient Set has (by definition) the natural structure of a group. It is called the Quotient Group.
- We have two natural maps associated with a Normal Subgroup:
- is an inclusion (i.e. injective), defined by (where the righthand is viewed in ). This is a homomorphism defined for any subgroup, not just normal ones
- is the quotient map (surjective), defined by (with the righthand viewed as a coset, i.e. an element of ). This map is defined for any subgroup, with the Quotient Set. For Normal Subgroups, it is a group homomorphism.
- We know there is a copy of in . Though is derived from and , and possesses no new info, there may or may not be a copy of it in . Two natural questions are when that is the case, and how , , and are related in general.
Let’s also recall the First Isomorphism Theorem for groups. Given any two groups and and a homomorphism , the following hold:
- is a Normal Subgroup of
- is a subgroup of
- is isomorphic to the Quotient Group .
Again, we have to ask: since is a Normal Subgroup of , and is isomorphic to the Quotient Group which “sort of” may have an image in , is it meaningful to write something like (playing fast and loose with notation) (being very loose with notation)? The answer is no, it’s more complicated.
— Exact Sequences —
Next, a very brief review of exact sequences. We’ll use for the trivial group. The usual convention is to use for general groups and for Abelian groups. An exact sequence is a sequence of homomorphisms between groups where for every pair. Here are some basic properties:
- means that is injective.
- means that is surjective.
- means .
- Short Exact Sequence (SES): This is defined as an exact sequence of the form: .
- For an SES, is injective, is surjective, and
- SES’s arise all the time when dealing with groups, and the critical question is whether they “split”.
We’re now ready to define Split SES’s.
- Right Split SES: There exists a homomorphism such that . Basically, we can move to and back from without losing info — which means is in some sense a subgroup of .
- Left Split SES: There exists a homomorphism such that . Basically, we can move to and back from without losing info — which means is in some sense a subgroup of .
- These two conditions are not in general equal, or even equivalently restrictive. The Left Split condition is far more constraining than the Right Split one in general. The direction of the homomorphisms in the SES introduce an asymmetry. [My note: it seems likely that the two are dual in some sense.]
— External vs Internal View —
We’re going to described 3 types of group operations: the direct product, semi-direct product, and group extension. Each has a particular relationship to Normality and SES’s. There are two equivalent ways to approach this, depending whether we prefer to define a binary operation between two distinct groups or to consider the relationship amongst subgroups of a given group.
- External view: We define a binary operation on two distinct, unrelated groups. Two groups go in, and another group comes out.
- Internal view: We define a relationship between a group and various groups derived from it (ex. Normal or Quotient).
- These approaches are equivalent. The Internal view describes the relationship amongst the two groups involved in the External view and their issue. Conversely, the derived groups in the Internal view may be recombined via the External view operation.
We must be a little careful with notation and terminology. When we use the symbol , it can mean one of two things.
- Case 1: and are distinct groups. is just the set of all pairs of elements . I.e. it is the direct product set (but not group).
- Case 2: and are subgroups of a common group (or have some natural implicit isomorphisms to such subgroups). In this case, is the set of all elements in obtained as a product of an element of and an element of under the group multiplication.
- Note that we may prefer cases where two subgroups cover , but there are plenty of other possibilities. For example, consider (the integers mod 30). This has several obvious subgroups (, , , , , ). and only intersect on (the additive identity). However, the two do not cover (or even generate) the group! Similarly, and do not cover the group (or even generate it) but intersect on a nontrivial subset!
- Going the other way, we’ll say that if and are subgroups and every element can be written as for some and . Note that and need not be disjoint (or even cover set-wise).
Another potentially confusing point should be touched on. When we speak of “disjoint” subgroups and we mean that , NOT that it is the null set. I.e., , the trivial group.
— Semidirect Product —
The semidirect product may seem a bit arbitrary at first but, as we will see, it is a natural part of a progression which begins with the Direct Product. Here are the two ways of defining it.
- External view (aka Outer Semidirect Product): Given two groups and and a map , we define a new group . We’ll denote by the effect of the automorphism on (and thus an element of ). Set-wise, is just (i.e. all pairs ). The identity is . Multiplication on is defined as . The inverse is .
- Internal view (aka Inner Semidirect Product): Given a group and two disjoint subgroups and , such that and is a Normal Subgroup, is called the Semidirect product . The normality of constrains to be isomorphic to the Quotient Group .
There are a few important things to note about this.
- There are (potentially) many Semidirect products of two given groups, obtained via different choices of . The notation is deceptive because it hides our choice of . Given any there exists a Semidirect product . The various Semidirect products may be isomorphic to one another, but in general need not be. I.e., a given and may have multiple distinct semidirect products. This actually happens. Wikipedia mentions that there are 4 non-isomorphic semidirect products of and (the former being the Normal Subgroup in each case). One is a Direct Product, and the other 3 are not.
- It also is possible for a given group to arise from several distinct Semidirect products (of different pairs of groups). Again from Wikipedia, there is a group of order 24 which can be written as 4 distinct semiproducts of groups.
- Yet another oddity is that a seemingly nontrivial can be isomorphic to .
- If (i.e. every maps to the identify map on ), then .
- To go from the External view to the Internal one, we note that, by construction, is a Normal Subgroup of and is the Quotient Group . To be precise, the Normal Subgroup is , which is isomorphic to , and the Quotient Group is isomorphic to .
- To go from the Internal view to the External one, we choose as our function. I.e., is just conjugation by the relevant element.
- It may seem like there is an imbalance here. For a specific choice of Normal Subgroup , the External view offers complete freedom of , while the Internal view has a fixed . Surely the latter is a special case of the former. The fallacy in this is that we must consider the pair . We very well could have non-isomorphic with Normal Subgroups where . I.e. they are the same Normal Subgroup, but with different parent groups. We then would have different ‘s via our Internal view procedure. The correspondence is between and choices. Put differently, the freedom in loosely corresponds to a freedom in .
- Note that, given and a Normal Subgroup — with the automatic Quotient Group — we do NOT necessarily have a Semidirect product relationship. The condition of the Semidirect product is stricter than this. As we will see it requires not just isomorphism, but a specific isomorphism, between and . Equivalently, it requires a Right-Split SES (as we will discuss).
- The multiplication defined in the External view may seem very strange and unintuitive. In essence, here is what’s happening. For a direct product, and are independent of one another. Each half of the pair acts only on its own elements. For a semidirect product, the non-normal half can twist the normal half . Each element of can alter in some prescribed fashion, embodied in . So is unaffected by but can be twisted by .
- It is interesting to compare the basic idea to that of a Fiber bundle. There, the fiber can twist (via a group of homeomorphisms) as we move around the base space. Here, the normal subgroup can twist as we move around the non-normal part. Each generalizes a direct product and measures our need to depart from it.
- The semidirect product of two groups is Abelian iff it’s just a direct product of abelian groups.
— Group Extensions —
As with Semidirect products, there are 2 ways to view these. To make matters confusing, the notation speaks to an Internal view, while the term “extension” speaks to an External view.
- External view: Given groups and , we say that is an extension of by if there is a SES .
- Internal view: Given a group and Normal Subgroup , we say that is an extension of by , where is the Quotient Group.
- Note that the two are equivalent. If is an extension of by , then is Normal in and is isomorphic to the Quotient Group .
- Put simply, the most general form of the Group, Normal Subgroup, induced Quotient Group trio is the Group Extension.
— Direct Products, Semidirect Products, and Group Extensions —
In the External view, we’ve mentioned three means of getting a group from two groups and :
- Direct Product: . This is unique.
- Semidirect Product: . There may multiple of these, corresponding to different ‘s.
- Group Extension: A group for which there are 2 homomorphisms forming a SES . There may be many of these, corresponding to different choices of the two homomorphisms.
Equivalently, we have several ways of describing the relationship between two subgroups which are disjoint (i.e. ).
- Direct Product: requires that both be Normal Subgroups.
- Semidirect Product: requires that be normal (in which case, , and is determined by it). For a given there may be multiple, corresponding to different ‘s.
- Group Extension: Both and sit in to some extent. must be Normal.
Note that not every possible relationship amongst groups is captured by these. For example, we could have two non-normal subgroups or two homomorphisms which don’t form an SES, or no relationship at all.
An excellent hierarchy of conditions was provided by Arturo Magidin in answer to someone’s question on Stackoverflow. I roughly replicate it here. Unlike him, I’ll be sloppy and not distinguish between subgroups and groups isomorphic to subgroups.
- Direct Product (): both Normal Subgroups. disjoint.
- Semidirect Products (): Normal Subgroup, Subgroup. disjoint. . I.e., we lose Normality of .
- Group Extension ( is extension of by ): Normal Subgroup, . I.e. remains the Quotient Group (as before), but the Quotient Group may no longer be a subgroup of at all!
Now is a good time to mention the relationship between the various SES Splitting conditions:
- For all groups: Left Split is equivalent to , and they imply Right Split. (LS=DP) => RS always.
- For abelian groups, the converse holds and Right split implies Left Split and Direct Sum. I.e. the conditions are equivalent. LS=DP=RS for Abelian.
- For nonabelian groups: Right Split implies (with depending on the SES map). We’ll discuss this shortly.
Back to the hierarchy, now from a SES standpoint:
- Most general case: There is no SES at all. Given groups , there may be no homomorphisms between them. If there are homomorphisms, there may be none which form an SES. Consider a general pair of homomorphisms and , with no assumptions. We may turn to the first isomorphism theorem for help, but that does us no good. The first isomorphism theorem says that and , and and . This places no constraints on or .
- Group Extension: Any SES defines a group extension. They are the same thing.
- Semidirect Product: Any SES which right-splits corresponds to a Semidirect Product (with the right-split map determining )
- Direct Product: Any SES which left-splits (and thus right-splits too) corresponds to a direct product.
So, when we see the standard SES: , this is a group extension. Only if it right splits can we write , and only if it left splits can we write .
— Some Notes —
- Group Extensions are said to be equivalent if their ‘s are isomorphic and there exists an isomorphism between them which makes a diamond diagram commute. It is perfectly possible for the ‘s to be isomorphic but for two SES’s not to be equivalent extensions.
- Subtlety referred to above. A quotient group need not be isomorphic to a subgroup of . It only is defined when is normal, and there automatically is a surjective homomorphism . But we don’t have an injective homomorphism , which is what would be need for it to be isomorphic to a subgroup of . This is precisely what the right-split furnishes. In that case, it is indeed a subgroup of . The semidirect product may be thought of as the statement that is a subgroup of .
- In the definition of right split and left split, the crucial aspect of the “inverse” maps is that they be homomorphisms. A simple injective (for right-split, or surjective for left-split) map is not enough!
- It is sometimes said that the concept of subgroup is dual to the concept of quotient group. This is intuitive in the following sense. A subgroup can be thought of as an injective homomorphism. By the SES for normal/quotient groups, we can think of a quotient group as a surjective homomorphism. Since injections and surjections are categorically dual, it makes sense to think of quotient groups and subgroups as similarly dual. Whether the more useful duality is subgroup quotient group or normal subgroup quotient group is unclear to me.
Differential Entropy
A discussion of some of the subtleties of differential entropy. This also contains a review of discrete entropy, various entropy-related information quantities such as mutual information, and a listing of various axiomatic formulations.
Cardinality
A compilation of useful results involving cardinal numbers (small ones, not huge ones) and arithmetic, along with the cardinalities of certain useful sets. There’s also a small section on bases of infinite-dimensional vector spaces. Proofs and justifications for many of the results are included in an appendix.