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...
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2012
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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 |