You could do it this way:
<button class="visible-xs" data-toggle="collapse" data-target="#SearchParameters">Toggle it</button>
<div class="hidden-xs col-md-3 col-sm-4 SearchParameters" id="SearchParameters">
...
CSS:
#SearchParameters.in,
#SearchParameters.collapsing {
display: block!important;
}