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What's In Your Closet?

Rule Based Model ํŽธ

cluster_id : ์•„์ดํ…œ์˜ ์ค‘๋ถ„๋ฅ˜์™€ ์ƒ‰์ƒ์ด ๋ชจ๋‘ ๋™์ผํ•œ ๊ฒƒ์„ ๋ฌถ์–ด ํ•˜๋‚˜์˜ ํด๋Ÿฌ์Šคํ„ฐ๋กœ ์ƒ์„ฑํ•ฉ๋‹ˆ๋‹ค. ๊ทธ๋•Œ์˜ ๊ณ ์œ ํ•œ ํด๋Ÿฌ์Šคํ„ฐ์˜ ๋ฒˆํ˜ธ๊ฐ€ cluster_id ์ž…๋‹ˆ๋‹ค.

item_id : ํฌ๋กค๋ง์„ ์ง„ํ–‰ํ•œ ์•„์ดํ…œ์˜ ๊ณ ์œ ํ•œ ๋ฒˆํ˜ธ์ž…๋‹ˆ๋‹ค.


๋ชจ๋ธ ์‹คํ–‰์„ ์œ„ํ•œ ์ค€๋น„ ์‚ฌํ•ญ

๋จผ์ € LightGCN์˜ readme.md๋ฅผ ๋”ฐ๋ผ ์‹คํ–‰ํ•ฉ๋‹ˆ๋‹ค.

์ดํ›„์—, final-project-level3-recsys-07/preprocessing ๋‚ด์— ์žˆ๋Š” cluster_item_interaction_matrix.py ๋ฅผ ์‹คํ–‰ํ•˜์—ฌ cluster interaction matrix๋ฅผ ๋งŒ๋“ญ๋‹ˆ๋‹ค.

cluster_rule_based.py์—์„œ ํด๋Ÿฌ์Šคํ„ฐ ์ƒํ˜ธ์ž‘์šฉ ํ–‰๋ ฌ, ์•„์ดํ…œ ์ •๋ณด ๋ฐ์ดํ„ฐ, ๊ทธ๋ฆฌ๊ณ  Light-GCN ๊ฒฐ๊ณผ ๊ฐ’ ๋ฐ์ดํ„ฐ ๊ฒฝ๋กœ๋ฅผ ์ง€์ •ํ•ด์ค๋‹ˆ๋‹ค.