Applying a RadioButton style not working with Android

So, I have searched the internet for an answer and I cannot find it anywhere. Anyway I tried to apply some custom styling to all RadioButton apps in my application, but it doesn't seem to work. Am I doing something wrong?

Here's a snippet of code:

<!-- Base application theme. -->
<style name="AppTheme" parent="Theme.AppCompat.Light.DarkActionBar">
    <!-- Customize your theme here. -->
    <item name = "android:radioButtonStyle">@style/myRadioButtonStyle</item>
</style>
<style name = "myRadioButtonStyle" parent = "@android:style/Widget.CompoundButton.RadioButton" >
    <item name = "colorControlNormal">#ff9e060c</item>
    <item name = "colorControlActivated">#ff9e060c</item>
    <item name = "colorControlHightlight">#ff9e060c</item>
</style>