Click Through Rate Prediction
Click-through rate (CTR) prediction is the task of forecasting the probability that a user will click on a specific element (such as an ad) on a website. Its goal is to provide accurate CTR estimates by analyzing user behavior data and contextual information, to optimize advertising strategies and user experience. This task has significant application value in digital marketing, recommendation systems, and other fields, as it can effectively improve conversion rates and advertising effectiveness.