You can remove the advanced search only from homepage with a custom css class.

Below example is to remove search type 5 only from home, but this can be adapted to all search types

Search type 5:

.home #search_wrapper.search_wr_5 {
display: none;

Add the css in theme options – design – custom colors – custom css or in child theme style.css