MACR icon indicating copy to clipboard operation
MACR copied to clipboard

Could you provide code for drawing figures (explain popularity bias).

Open ChengHSUHSU opened this issue 1 year ago • 3 comments

for example, figure1. thanks a lot.

ChengHSUHSU avatar Apr 15 '23 12:04 ChengHSUHSU

Hi, why do we regard y_ui as ground truth for predicting popularity item score??

Screenshot 2023-04-16 at 10 20 10 AM

ChengHSUHSU avatar Apr 16 '23 02:04 ChengHSUHSU

Thank you for your inquiry. We optimize the objective to capture the direct relevance between the item and the recommendation. To achieve this, we have developed a branch that only inputs the item embedding to predict the recommendation targets ($y_{ui}$). By doing so, the bias between items and recommendations can be measured. Then during the inference stage, we use this measurement to remove such bias, as described in our paper. Of course, there are other potential methods (e.g. self-supervised learning) that can be used to capture the bias/relevance.

weitianxin avatar May 01 '23 23:05 weitianxin

for example, figure1. thanks a lot.

Have you found the drawing code?

489597448 avatar Nov 29 '23 03:11 489597448