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debiasing with different backbones (v1)
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Original file line number | Diff line number | Diff line change |
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url: https://rec.ustc.edu.cn/share/b097d230-c7e1-11ed-997a-bba57c4b600a | ||
user_id_field: &u user_id:token # TODO: comments for &u and *u | ||
item_id_field: &i item_id:token | ||
rating_field: &r rating:float | ||
time_field: ~ | ||
time_format: ~ | ||
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inter_feat_name: coat.mnar | ||
inter_feat_field: [*u, *i, *r] | ||
inter_feat_header: 0 | ||
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user_feat_name: [coat.user] | ||
user_feat_field: [[*u, ugender(men):token, ugender(women):token, age(20-30):token, age(30-40):token, age(40-50):token, age(50-60):token, age(over 60):token, age(under 20):token, location(rural):token, location(suburban):token, location(urban):token, fashioninterest(moderately):token, fashioninterest(not at all):token, fashioninterest(very):token]] | ||
user_feat_header: 0 | ||
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item_feat_name: [coat.item] | ||
item_feat_field: [[*i, igender(men):token, igender(women):token, jackettype(bomber):token, jackettype(cropped):token, jackettype(field):token, jackettype(fleece):token, jackettype(insulated):token, jackettype(motorcycle):token, jackettype(other):token, jackettype(packable):token, jackettype(parkas):token, jackettype(pea):token, jackettype(rain):token, jackettype(shells):token, jackettype(track):token, jackettype(trench):token, jackettype(vests):token, jackettype(waterproof):token, color(beige):token, color(black):token, color(blue):token, color(brown):token, color(gray):token, color(green):token, color(multi):token, color(navy):token, color(olive):token, color(other):token, color(pink):token, color(purple):token, color(red):token, onfrontpage(yes):token, onfrontpage(no):token]] | ||
item_feat_header: 0 | ||
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field_separator: "\t" | ||
min_user_inter: 5 | ||
min_item_inter: 5 | ||
field_max_len: ~ | ||
low_rating_thres: 3.0 | ||
max_seq_len: 20 | ||
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# network feature, including social network and knowledge graph, the first two fields are remapped the corresponding features | ||
network_feat_name: ~ | ||
mapped_feat_field: ~ | ||
network_feat_field: ~ | ||
network_feat_header: ~ | ||
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# interactions that are missing completely at random | ||
mcar_feat_name: coat.mcar | ||
mcar_feat_field: [*u, *i, *r] | ||
mcar_feat_header: 0 | ||
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# propensities of each (u, i) pair | ||
# propensity_feat_name: coat.propensities | ||
# propensity_feat_field: [*u, *i, propensity:float] | ||
# propensity_feat_header: 0 | ||
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save_cache: True # whether to save processed dataset to cache. |
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Original file line number | Diff line number | Diff line change |
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@@ -0,0 +1,42 @@ | ||
url: https://rec.ustc.edu.cn/share/e8e98ae0-c700-11ed-b3cf-cb390cf64bc2 | ||
user_id_field: &u user_id:token # TODO: comments for &u and *u | ||
item_id_field: &i item_id:token | ||
rating_field: &r rating:float | ||
time_field: ~ | ||
time_format: ~ | ||
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inter_feat_name: yahooR3.inter | ||
inter_feat_field: [*u, *i, *r] | ||
inter_feat_header: 0 | ||
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user_feat_name: ~ | ||
user_feat_field: ~ | ||
user_feat_header: ~ | ||
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item_feat_name: ~ | ||
item_feat_field: ~ | ||
item_feat_header: ~ | ||
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field_separator: "," | ||
min_user_inter: 5 | ||
min_item_inter: 5 | ||
field_max_len: ~ | ||
low_rating_thres: 3.0 | ||
max_seq_len: 20 | ||
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# network feature, including social network and knowledge graph, the first two fields are remapped the corresponding features | ||
network_feat_name: ~ | ||
mapped_feat_field: ~ | ||
network_feat_field: ~ | ||
network_feat_header: ~ | ||
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# interactions that are missing completely at random | ||
mcar_feat_name: yahooR3.mcar | ||
mcar_feat_field: [*u, *i, *r] | ||
mcar_feat_header: 0 | ||
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save_cache: True # whether to save processed dataset to cache. |
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