A topological group is a set of elements that has both a group operation and a topology . The group operation satisfies the usual axioms (same as those of finite groups ), and the presence of a topology lets us say things like ’the group is connected’ and ’the group operation is continuous’. is called a Lie group if it is also a smooth manifold. The smooth structure of the manifold must be compatible with the group operation in the following sense: is differentiable with respect to either of its arguments 1. The compatibility of its constituent structures is what makes a Lie group so special, enabling it to capture the essence of a continuous symmetry .
A different (but closely related) mathematical object is the Lie algebra. A Lie algebra is a vector space equipped with an operation called the Lie bracket, , that satisfies certain properties that parallel those of a ‘cross product’. While a Lie algebra may exist in the absence of an associated Lie group, every Lie group gives rise to a Lie algebra2. In other words, we can associate to each Lie group a corresponding Lie algebra, with the latter typically denoted as to emphasize its relationship to .
Letting denote the identity element of , we will see that (the tangent space of at ), together with an appropriately defined bracket operation, is a natural candidate for . Consider as an example , the group of rotation matrices of having determinant , whose identity element is the identity matrix . The tangent space consists of the skew-symmetric matrices. Skew-symmetric matrices represent infinitesimally small rotations, since near the identity element of (i.e., the identity matrix), we have
Still, the above observation alone does not make it clear what the relationship between and is. For starters, why should one expect infinitesimal rotations to be related in any way to arbitrary (large angle) rotations? What is the significance of the Lie bracket?
This post is by no means meant to be an introduction to Lie groups; for that, I recommend the first few chapters of Brian C. Hall’s book. I will instead hurry us along to our main line of investigation – understanding the Lie group-Lie algebra correspondence, pausing only to show you some pictures/diagrams that I had fun drawing. A bonus takeaway from this post will be a deeper understanding of the exponential map, one that unifies the exponentials of real numbers, complex numbers, and matrices.
Background
The details in this section may be skipped , but I suggest looking at the illustration below before moving on.
Pushforwards
Given a smooth, parameterized curve , let be a chart of such that . Observe that can be differentiated in the usual way, and that is simply a vector in . All of the curves on that result in a given vector of when differentiated as above represent the same tangent vector, i.e., a single element of the tangent space .
Let denote the tangent vector (or more precisely, the equivalence class) corresponding to the curve . We say that is the pushforward of the tangent vector under the map . More generally, if is a smooth map between manifolds, then the differential of at is the linear operator that maps tangent vectors at to their pushforwards at :3
In practice, ends up looking something like the Jacobian of evaluated at . The caveat is that a Jacobian (matrix) maps vectors in to vectors in , whereas does the more general job of mapping vectors in to vectors in .
Given , let denote left-multiplication by , i.e., for all . Here’s how a tangent vector at the identity can be ‘pushed forward’ by the left-multiplication map :

where the curve passing through was obtained by composing with . Since is going to be identified4 with (as a vector space), the above illustration is going to play a key role in the forthcoming discussion. It shows that will reduce a tangent vector at to an element of the Lie algebra.
By reuse of notation, we can also ‘push forward’ entire vector fields (when is a diffeomorphism):
where denotes the set of all smooth vector fields on a manifold.
Morphisms
Most (if not all) mathematical objects come with a distinctive structure; for topological spaces, it is their topology/open sets, for vector spaces their vector addition and scalar multiplication operations, for finite groups the existence of inverses, and so on. Mappings between objects of the same type that preserve these structures are called homomorphisms (or in the jargon of category theory, simply morphisms). The homomorphisms between vector spaces are the linear transformations between them. Suppose is a linear transformation, then
which shows that the structure of the vector addition operation of , has been transported to that of the operation of . This suggests that homomorphisms (i.e., structure-preserving maps) may be paramount to the study of the underlying mathematical structure, which is indeed the case (see linear algebra).
If and are two objects of the same type and a homomorphism between them, we simply write
where the meaning of depends on which type of mathematical structure is being transported. A homomorphism for which there also exists an ‘inverse homomorphism’ , such that the identity map, is called an isomorphism. Isomorphisms between vector spaces are those linear transformations that can be represented as invertible matrices. Beware that neither word, homomorphism or isomorphism, should be uttered unless the structure in question is contextually obvious. Two objects are never simply isomorphic, they are isomorphic as vector spaces, or isomorphic as topological spaces, and so on.
A homomorphism between topological spaces is a continuous map between them. The word homeomorphism, rather confusingly, refers to an isomorphism (and not a homomorphism) between topological spaces; this piece of nomenclature is quite a tragedy. An isomorphism between smooth manifolds is a differentiable map with a differentiable inverse – a diffeomorphism.
A Lie group homomorphism is a map between two Lie groups that preserves both the group operation and the topology; i.e., it is simultaneously a group homomorphism and a continuous map. The best way to understand what a group homomorphism entails is through a commutative diagram:

We say that this diagram commutes if the two compositions of arrows (top-right and left-bottom, each of which results in ) are in fact the same arrow:
where indicates the composition of functions. Feeding an argument on either side, we get
where is the group operation in and is the group operation in . This makes it (at least notationally) clear that preserves the group structure, though one should work out the consequences of this definition; for instance, it can be shown that should map the identity of to the identity of . An example of a Lie group homomorphism is the determinant of a matrix, , since
Here, is the general linear group consisting of invertible matrices and is the multiplicative group of real numbers (crucially, ). Observe that as promised.
Invariant Vector Fields
As I hinted at previously, the key to uncovering the Lie group-Lie algebra correspondence is to study the topological and group structures of simultaneously. How does one do this? A good starting point would be to specialize the curves and vector fields considered above (which are topological objects) to those special ones that also respect the group structure of .
This brings us to a central object in the study of Lie groups, the space of left/right-invariant vector fields. A left-invariant vector field is one for which the vectors at two different points are related by the pushforward operator corresponding to left-multiplication by the group elements. More rigorously, a vector field is said to be left-invariant if the following diagram commutes:
For example, we have for ,
. An important consequence of this definition is that just by knowing , we can determine the value of at all the other points, since . In fact, one can construct a left-invariant vector field by picking any vector and defining . Conversely, given a left-invariant vector field , we can simply evaluate it at the identity to determine the that generated it. Thus, the space of left-invariant vector fields on , written as , is isomorphic to as a vector space (the fact that can be given a vector space structure is for the reader to deduce). The word ’left-invariant’ comes from the fact that .
A left-invariant vector field is special because it represents ‘water’ flowing along the surface of in perfect concordance with the group structure of . The fact that such an object can be related to bodes well for the establishment of as an object that corresponds to the Lie group . However, some reflection will show that we need to do more work to recover the group structure of at . For starters, the group multiplication operation need not be commutative, whereas the vector addition operation in is commutative by definition. This is where the Lie bracket comes in; it is a multiplication-like operation that can be imposed on to in some sense ‘measure the failure of commutativity’ in . We will revisit this point a little later.
The Exponential Map
If the Lie algebra is to correspond to the Lie group, the elements of the Lie algebra should be somehow associated with the elements of the Lie group. How do we associate to a unique group element of ? First, we extend to the unique left-invariant vector field that satisfies . Thereafter – and this is going to sound silly – we place a ‘boat’ at the identity and let it flow along the surface of in the direction of for exactly one unit of time!
Let’s unpack what that means. The boat is going to trace out a path/curve on , which we denote by , such that . At time , the boat’s position is given by . Its velocity at time is given by . Thus, we require that
The equation above is a differential equation (or dynamical system) that can be solved to yield a solution (or trajectory) . The solution is called an integral curve or a flow of starting at . Of course, we can solve it by using the local charts of to (locally) reduce it to a system of ordinary differential equations in , and then ‘stitching’ the local solutions together to get the overall curve on . Before I convince you that this can indeed be done, let’s exercise prescience in making the following definition :
where is the integral curve (or flow) that solves for the given choice of . Note that is the initial velocity of the boat.
Example 1: , the Multiplicative Group of Real Numbers
In this case, and reduce to the same operation – multiplication of real numbers5. Equation reduces to
where and is the identity element (of multiplication). By seeking a power series solution (or better yet, through an informed guess), we get
so that is the usual exponential function that we’ve come to know and love. By the uniqueness of the solution to an ODE, we have arrived at a well-defined definition for the exponential map in this case.
Example 2: , the Circle Group
is the group of complex numbers of unit modulus, with the group operation being the multiplication of complex numbers. Since we have already seen how can be solved, a visual depiction of the exponential map might be more gratifying:

Because we are able to visualize this Lie group as a (topological) subspace of , we can quite literally see the boat flowing along the surface of in the direction of . Here, , so the left-invariant vector fields are generated by sliding along the circle without changing its length.
Example 3: , the Invertible Matrices
Equation becomes
(Just like in , matrix multiplication and its differential both reduce to the same operation 5.) The rest follows in the same way as in Example 1.
Going back to Example 1, notice that a large negative initial velocity at sends the boat to a small positive number, but never to . For an analogous reason, is always an invertible matrix. As the determinant of should change smoothly during the boat’s trajectory (and apparently it never hits the value ), we conclude that . Thus, is once again not surjective.
Example 4: , the Shift Operators
The case for with addition as the group operation seems rather uninteresting at first. Equation becomes
since the differential of the addition operation leaves the vector unchanged (after identifying all of the tangent spaces of with ). Thus, . Since , we have and . This makes ; the boat has moved away from the origin for unit of time under constant velocity. The same is true for , and in fact for any vector space with vector addition as the group operation.
The above result becomes interesting when we consider a group isomorphism from to the space of shift operators . Consider an entirely new group , and let be something that operates on functions of the form by shifting them to the left (if ) or right (if ) by units:
where . Clearly, is the identity element of and . I defer the details to a footnote6, but a tangent vector in is given by a differential operator of the form , where . The exponential map is then given by
It cannot be understated just how remarkable the above result is. Letting the left-hand side of operate on a function and evaluating the resulting function at , we get
whereas on the right-hand side, we have . Thus,
which is nothing but the Taylor series expansion of at ! In a sense, the Taylor series expansion starts at and then ‘slides along the graph of ’ to obtain its value at the other points.
Properties of
We have skipped a lot of the standard results in Lie theory in order to get to the fun parts of this blog post, but the following properties of are worth mentioning:
- It is always locally invertible near the identity element .
- Given a choice of , is a one-parameter subgroup of , i.e., a Lie group homomorphism from to . Consequently, , and .
- represent geodesic paths passing through the identity of with respect to a particular choice of metric (namely, a bi-invariant Riemannian metric, if one exists ) and the resulting Levi-Civita connection.
The Flows of
Before we proceed, we need to see how the one-parameter subgroups can be extended to flows. A flow of is a map such that
Notice that as before, but now we’re permitted to place the boat at any point at and see how it flows. In this more general setting, the flow map is given by
where . We say that flows of left-invariant vector fields are given by right-multiplications, and vice versa. As a function of , is a trajectory that flows along the left-invariant vector field generated by , passing through at . Why is that? The velocity vectors along this trajectory are given by
Because solves , we have
Lie Bracket
The fact that is a one-parameter subgroup of means that the corresponding subgroup must be Abelian, i.e., and commute under even if was not commutative in . For instance, the (non-trivial) one-parameter subgroups of are rotations about a fixed axis – each of these is isomorphic to , which is Abelian:
This means that we still haven’t captured the (potential) non-commutativity of the group at the Lie algebra. To do this, we first need to understand vector fields as derivations . An operator is called a derivation if it is linear and satisfies the Leibniz rule:
with indicating pointwise multiplication of functions. Vector fields are derivations by construction , though we haven’t had to emphasize this aspect of them until now. When acts on a function , we will treat it as a derivation, but when , we will treat as a tangent vector (which acts on one-forms instead).
For and , since is again a function, we can have act on it as follows:
which indicates that is not a derivation. If we instead define
then one has (using and its X-Y interchanged version)
making a derivation. One can show that . Following a similar line of reasoning, the Lie bracket of left-invariant vector fields is a left-invariant vector field. This takes a particularly useful form in matrix Lie groups: due to each left-invariant vector field being uniquely determined by its value at the identity, we can identify the Lie bracket of left-invariant vector fields with the commutator of matrices:
where I use to make it explicit that we’re relying on matrix multiplication; the of a non-matrix Lie group does not necessarily come with a -like multiplication operation. When writing , we are once again interpreting as a vector field rather than a derivation.
Lastly, we should observe the connection of the Lie bracket to the Lie derivative between vector fields; namely, that they are one and the same. Letting be the flow map corresponding to , we have
is defined such that the vectors being subtracted in the numerator are in the same tangent space. In the very special case where , we have
where , and we used the fact that always commutes with (as they act from opposite directions). In particular,
where and are the adjoint representations of and (which I will assume you’ve seen before).
Representation Theory
A representation of is a Lie group homomorphism from to , where the latter is the group of automorphisms of (as a vector space). A Lie group homomorphism need not be particularly instructive, however, since the map is also a homomorphism from to . This is like multiplication by in a vector space – it is a linear map, but a rather useless one. A representation is most useful when it is also faithful , meaning that the corresponding Lie group homomorphism is injective/one-to-one.
Given a Lie group homomorphism , it induces a corresponding Lie algebra homomorphism that makes the following diagram commute:

As implied through and the choice of notation here, is simply the differential of at the identity element of . In particular, the adjoint representations and are related to each other in this way (see Theorem 8.44 of Lee’s book, 2nd edition). Specifically, , where are the endomorphisms of (as a Lie algebra).
Either representation () is uninteresting when is commutative, in which case conjugation reduces to the identity map () and the Lie bracket of vanishes identically. However, they are indispensable tools for studying non-commutative groups. In what follows, we will demonstrate yet another line of investigation in which the adjoint representations arise as a measure of non-commutativity.
My previous post introduced the notion of a fiber bundle, of which the tangent bundle of , , is an example. The following diagram shows that two bundles and over the same base space () and fiber () may be fundamentally different:

Here, the existence of the homeomorphism shows that and are similar in some sense, and the non-existence of one at shows that it is different from the others. For instance, has only a single, connected edge, whereas the cylindrical shapes have two (top and bottom) edges. Mentally, we can think of a homeomorphism between two spaces as the ability to morph one space (as if it were made of extremely malleable clay) into the other without cutting, gluing, or poking holes into it.
The bundle corresponding to is called the trivial bundle over having the fiber , and the homeomorphism is called a trivialization of the bundle . By virtue of the existence of , we will write (as fiber bundles).
The purpose of introducing the notion of a trivial bundle is that we will demonstrate the following fact: . We can trivialize in the following way; given a vector , we know that is in . Thus, define the following isomorphism between fiber bundles:
The continuity of makes the above a valid isomorphism of bundles. If is a left-invariant vector field that is understood as a smooth section of , then flattens the section, i.e., each tangent vector is mapped to the same vector of . We call the left-trivialization of the tangent bundle.
Yet another trivialization is the following:
where is the right multiplication by . We said that left/right multiplications lead to equivalent theories, only differing by a sign change. That is typically true of Lie theory, but in this particular case, we will make nontrivial observations by considering both and simultaneously. Consider what happens when we compose with :
This is a bundle endomorphism of (a homomorphism from it to itself). By construction, it is placing the non-commutativity of under scrutiny. For each tuple of the form , makes take a ‘round-trip’ by sending it to via and back to via . Note that . The departure of from is a measure of the non-commutativity of multiplication by . Not all group elements are equally non-commutative; for instance, commutes with all the other group elements.
-
More precisely, we test for the differentiability of in the product topology on . ↩︎
-
The converse holds if is simply connected as a manifold (i.e., it has no holes). We say that the Lie group-Lie algebra correspondence is one-to-one in these cases (see the Cartan-Lie theorem ). Note that the group is not simply connected; I recommend walking through the proof of this fact inof Brian C. Hall’s book. ↩︎
-
Typically, is given to us in the local coordinates of the chart , as . One way to go about computing is to pick any representative curve such that . Thereafter, we have =.
Yet another way to do this computation is to pick a chart at and determine the Jacobian of at . ↩︎ -
The word identified is used here in the sense of ‘made identical to’. I remember being amused when I first came across this usage of it, now I love how resolute it sounds. ↩︎
-
This is true for any linear map when is a vector space; in particular, and are given by the same matrix multiplication operation in matrix Lie groups. See Prop. 3.13 of Lee’s book (Second Edition). ↩︎ ↩︎
-
Let be a smooth curve on such that . Then . This is for a unit tangent vector; a scaled tangent vector is obtained by considering a curve of the form instead. ↩︎