In recent years many optimal dynamic trading strategies have been developed for attaining various goals over an investment horizon and in mean time various risk measures have been proposed in the literature. However, the risks associated with these strategies are poorly understood and the issues of comparing performance of these strategies under various risk measures have not received much attention. This book has been written in an attempt to fill this gap and shed some light on various issues related to it.