Abstract: Methods and systems for travel recommendations, in particular, such methods and systems as provide ranked recommendations that take into account user-specified preferences in a plurality of categories and which include both transparent and opaque results. The ranked recommendations may include both transparent and opaque results and may be determined using user-specified destinations and one or more of: user activity or amenity preferences, room amenity and room type preferences, accommodation quality preferences, and preferred travel dates. Optionally, flight preference information may also be used in computing the ranked results. The rankings may involve weighted scorings that limit emphasis on potential outlier accommodation properties deemed to be substantially different from a user's specified preferences in one or more such categories.