Whisk olive oil, vinegar, honey, garlic, and mustard together in a bowl until dressing is smooth.
Combine Brussels sprouts, dried cherries, almonds, and Parmesan cheese together in a bowl; add dressing and toss to coat. For best flavor, refrigerate for several hours before serving.
