Aggregating Algorithm for Prediction of Packs. / Adamskiy, Dmitry; Bellotti, Tony; Dzhamtyrova, Raisa; Kalnishkan, Yury.

2017.

Research output: Working paper

Unpublished

Abstract

This paper formulates the protocol for prediction of packs, which a special case of prediction under delayed feedback. Under this protocol, the learner must make a few predictions without seeing the outcomes and then the outcomes are revealed. We develop the theory of prediction with expert advice for packs. By applying Vovk's Aggregating Algorithm to this problem we obtain a number of algorithms with tight upper bounds. We carry out empirical experiments on housing data.
Original languageEnglish
StateUnpublished - 23 Oct 2017
This open access research output is licenced under a Creative Commons Attribution-NonCommercial-NoDerivs 3.0 Unported License.

ID: 28884973