Input Layer Reference

ClickSimulationFeed

Description

Simulate clicks based on human annotations.

This class implements a input layer for unbiased learning to rank experiments by simulating click data based on both the human relevance annotation of each query-document pair and a predefined click model.

Hyper Parameters

DirectLabelFeed

Description

Feed data with human annotations.

This class implements a input layer for unbiased learning to rank experiments by directly feeding the model with the true labels of each query-document pair.

Hyper Parameters

DeterministicOnlineSimulationFeed

Description

Simulate online learning to rank and click data based on human annotations.

This class implements a input layer for online learning to rank experiments by simulating click data based on both the human relevance annotation of each query-document pair and a predefined click model.

Hyper Parameters

StochasticOnlineSimulationFeed

Description

Simulate online learning to rank and click data based on human annotations.

This class implements a input layer for online learning to rank experiments by simulating click data based on both the human relevance annotation of each query-document pair and a predefined click model.

Hyper Parameters