Research Article

An End-to-End Review-Based Aspect-Level Neural Model for Sequential Recommendation

Table 2

Statistics of the twenty-five datasets.

Datasets#Users#Items#RatingsSparsity

Amazon instant video5,1301,68537,1260.0042
Apps for Android87,27113,209752,9370.00065
Automotive2,9281,83520,4730.0038
Baby19,4457,050160,7920.0012
Beauty22,36312,101198,5020.00073
Books52, 64391, 5992,84, 1080.00062
CDs and vinyl75,25864,4431,097,5920.00023
Cell phones and accessories27,87910,429194,4390.00067
Clothing shoes and jewelry39,38723,033278,6770.00031
Digital music5,5413,56864,7060.0033
Electronic192,40363,0011,689,1880.00014
Grocery and gourmet food14,6818,713151,2540.0012
Health and personal care38,60918,534346,3550.00048
Home and kitchen66,51928,237551,6820.00029
Kindle store68,22361,934982,6190.00042
Movies and TV123,96050,0521,697,5330.00027
Musical instruments1,42990010,2610.0079
Office products4,9052,42053,2580.0045
Patio, lawn, and garden1,68696213,2720.0081
Pet supplies19,8568,510157,8360.00093
Sports and outdoors35,59818,357296,3370.00045
Tools and home improvement16,63810,217134,4760.00079
Toys and games19,41211,924167,5970.00072
Video games24,30310,672231,7800.00089
Yelp1831,83140,8411, 666, 8690.0012