Just to briefly sum up, I have a process $\phi \in \Lambda^2_{loc}$ , a Brownian motion $B_t$ and the Doleans-Dade exponential defined as usual:
$Z_t:=\exp \left(\int_0^t \phi_s d B_s - \frac{1}{2} \int_0^t \phi^2_s ds \right).$
If we assume that Novikov's condition is fulfilled
$ \mathbb{E} \left[\exp \left(\frac{1}{2} \int_0^T \phi^2_s ds \right) \right]<+\infty $,
then the process
$\tilde{B}_t := B_t - \int_0^t \phi_s ds$
is still a Brownian motion, but under the equivalent probability measure defined via the Radon-Nikodym derivative
$ \frac{d \mathbb{Q}}{d \mathbb{P}}=Z_T$.
My question is: do Girsanov's transformations constitute a group (with respect to the sum) ? That is, given a Girsanov transformation, is its inverse a Girsanov transformation as well? And what about the composition, that is the sum of two Girsanov transformations?
For the moment, I reasoned as follows. The $0$ is clearly represented by $\phi \equiv 0$. Given a transformation, its inverse is
$\tilde{B}_t := B_t + \int_0^t \phi_s ds$.
Obviously, $-\phi \in \Lambda^2_{loc}$ and Novikov's condition is still fulfilled. However, I am not sure about the DD exponential. Can we still define a Girsanov change of measure with
$Z^*_t:=\exp \left(-\int_0^t \phi_s d B_s - \frac{1}{2} \int_0^t \phi^2_s ds \right)?$
Regarding the product, I just considered
$d \tilde{B}_1(t) = d B_1(t) + \phi_1(t) dt $
$d \tilde{B}_2(t) = d \tilde{B}_1(t) + \phi_2(t) dt $,
which leads to
$d \tilde{B}_2(t) = d B_1(t) + (\phi_1(t) + \phi_2(t)) dt$?
How could I proceed? Thanks a lot for any help!!
I might have an answer to this.
As far as I can tell it is sufficient that $\tilde{\mathbb{P}}=\mathcal{E(A)}\mathbb{P}$ is a probability to preform a transformation. This in turn is equivalent to that $\mathcal{E(A)}$ is a martingale.
One can show that $X$ is a martingale under a measure $P$ iif $XM$ is martingale under $Q$ given that $M=\frac{P}{Q}$, in turn implying that $M^{-1}$ is a martingale.
Update
Also Novikov actually says that $\mathcal{E(A)}$ is a martingale given that the $\mathcal{A}$ satisfies the condition which is what you asked right?