Yes, in principle you can. However, this is not advisable and not common. You will loose the strong aspects of the breed, physically as well as mentally, and will not be able to predict the outcome. Icelandic Horses are unique because of their strong selection over more than 1000(!) years. Let us keep it that way. If you are looking for other aspects than the Icelandic Horse can offer you, you better choose another breed.