This works with AppCompat:
<style name="MyAppTheme" parent="Theme.AppCompat.Light">
<item name="actionBarStyle">@style/MyActionBarTheme</item>
</style>
<style name="MyActionBarTheme" parent="Base.Widget.AppCompat.Light.ActionBar.Solid">
<item name="elevation">0dp</item>
</style>