What perfumes are similar to Collector’s Edition?+
Fragrances with the closest accord profile to Collector’s Edition by Justin Bieber: The Key by Justin Bieber; Someday by Justin Bieber; Ari by Ariana Grande. Each is selected by cosine similarity on accord strengths and shared notes.
Why are these perfumes considered similar?+
Similarity is computed from three signals: (1) cosine similarity between accord strength vectors, (2) Jaccard overlap on note sets across the pyramid, (3) a curated "often compared to" list from community mentions. The top matches blend all three.
Which notes drive the Collector’s Edition profile?+
Collector’s Edition's opening signature comes from Pear, Passionfruit, Bergamot. Similar perfumes usually carry at least 2 of these same top notes alongside matching heart accords.
