rel-avito Avito advertisement database

Database Description: Avito is a leading online advertisement platform, providing a marketplace for users to buy and sell a wide variety of products and services, including real estate, vehicles, jobs, and goods. The Avito Context Ad Clicks dataset on Kaggle is part of a competition aimed at predicting whether an ad will be clicked based on contextual information. This dataset includes user searches, ad attributes, and other related data to help build predictive models.

Database Statistics:

Database schema:

To load this relational database in RelBench, do:

from relbench.datasets import get_dataset
dataset = get_dataset("rel-avito")

References:

[1] Avito Context Ad Clicks Challenge.

Dataset License: Kaggle license .

Node Classification Tasks

user-visits

Task Description: Predict whether each customer will visit more than one Ad in the next 4 days.

Evaluation metricAUROC

user-clicks

Task Description: Predict whether each customer will click on more than one Ads in the next 4 days.

Evaluation metricAUROC

Node Regression Tasks

ad-ctr

Task Description: Assuming the Ad will be clicked in the next 4 days, predict the Click-Through-Rate (CTR) for each Ad.

Evaluation metricMAE

Link Prediction Tasks

user-ad-visit

Task Description: Predict the list of ads a user will visit in the next 4 days.

Evaluation metricMAP