A Machine Learning Perspective on Predictive Coding with PAQ8

PAQ8 makes use of several simple machine learning models and algorithms. We show how understanding PAQ8 enables us to improve the algorithms. We also present a broad range of new applications of PAQ8 to machine learning tasks including language modeling and adaptive text prediction, adaptive game pl...

Full description

Bibliographic Details
Main Authors: Knoll, B, de Freitas, N
Format: Conference item
Published: 2012
_version_ 1797054808944803840
author Knoll, B
de Freitas, N
author_facet Knoll, B
de Freitas, N
author_sort Knoll, B
collection OXFORD
description PAQ8 makes use of several simple machine learning models and algorithms. We show how understanding PAQ8 enables us to improve the algorithms. We also present a broad range of new applications of PAQ8 to machine learning tasks including language modeling and adaptive text prediction, adaptive game playing, classification, and lossy compression using features acquired via unsupervised learning.
first_indexed 2024-03-06T19:02:29Z
format Conference item
id oxford-uuid:14037cc7-0eb9-4f6b-a52d-b019c788d9a7
institution University of Oxford
last_indexed 2024-03-06T19:02:29Z
publishDate 2012
record_format dspace
spelling oxford-uuid:14037cc7-0eb9-4f6b-a52d-b019c788d9a72022-03-26T10:17:11ZA Machine Learning Perspective on Predictive Coding with PAQ8Conference itemhttp://purl.org/coar/resource_type/c_5794uuid:14037cc7-0eb9-4f6b-a52d-b019c788d9a7Department of Computer Science2012Knoll, Bde Freitas, NPAQ8 makes use of several simple machine learning models and algorithms. We show how understanding PAQ8 enables us to improve the algorithms. We also present a broad range of new applications of PAQ8 to machine learning tasks including language modeling and adaptive text prediction, adaptive game playing, classification, and lossy compression using features acquired via unsupervised learning.
spellingShingle Knoll, B
de Freitas, N
A Machine Learning Perspective on Predictive Coding with PAQ8
title A Machine Learning Perspective on Predictive Coding with PAQ8
title_full A Machine Learning Perspective on Predictive Coding with PAQ8
title_fullStr A Machine Learning Perspective on Predictive Coding with PAQ8
title_full_unstemmed A Machine Learning Perspective on Predictive Coding with PAQ8
title_short A Machine Learning Perspective on Predictive Coding with PAQ8
title_sort machine learning perspective on predictive coding with paq8
work_keys_str_mv AT knollb amachinelearningperspectiveonpredictivecodingwithpaq8
AT defreitasn amachinelearningperspectiveonpredictivecodingwithpaq8
AT knollb machinelearningperspectiveonpredictivecodingwithpaq8
AT defreitasn machinelearningperspectiveonpredictivecodingwithpaq8