如何用python svd降噪
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发布时间:2022-05-15 05:51
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时间:2023-09-14 03:55
from recsys.algorithm.factorize import SVD
svd = SVD()
svd.load_data(dataset)
svd.compute(k=100, mean_center=True)
ITEMID1 = 1 # Toy Story
svd.similar(ITEMID1)
# Returns:
# [(1, 1.0), # Toy Story
# (3114, 0.87060391051018071), # Toy Story 2
# (2355, 0.67706936677315799), # A bug's life
# (588, 0.5807351496754426), # Aladdin
# (595, 0.46031829709743477), # Beauty and the Beast
# (1907, 0.44589398718134365), # Mulan
# (364, 0.42908159895574161), # The Lion King
# (2081, 0.42566581277820803), # The Little Mermaid
# (3396, 0.42474056361935913), # The Muppet Movie
# (2761, 0.40439361857585354)] # The Iron Giant
ITEMID2 = 2355 # A bug's life
svd.similarity(ITEMID1, ITEMID2)
# 0.67706936677315799