Use MouseEnter Event.
Maybe trigger can help you also... I don't now how your application looks like...
<pre lang="xml"><Style TargetType="{x:Type DataGridRow}">
<Style.Triggers>
<Trigger Property="IsMouseOver" Value="True">
<Setter Property="IsSelected" Value="True" />
</Trigger>
</Style.Triggers>
</Style>