I already knew that setIndeterminate will give an infinite horizontal progress bar. But it will be similar to the loading wheel, except that it will be horizontal. If you see my question I was looking for horizontal bar which starts from 0 and goes all the way to 100 (a gradual increase). If you want to achieve this in Android, you must use your progress bar as below:
<ProgressBar
android:id="@+id/progress_horizontal"
android:indeterminateOnly="false"
android:indeterminateDrawable="@drawable/progress_indeterminate_horizontal"
android:progressDrawable="@drawable/progress_horizontal"
android:minHeight="24dip"
android:maxHeight="24dip"
android:layout_width="fill_parent"
android:layout_height="wrap_content"/>
As I wanted to change the background of my progress bar, I changed the ProgressDrawable and IndeterminateDrawable. The original drawables are located under frameworks/base/core/res/res/drawable. Copy them to your project and change the color according to your needs.
Create a thread which updates the progress count and does a Thread.Sleep. Then it sends the message to the Handler which will update the progress bar in UI thread.