Experiments with hidden Markov models

This is a report on the results of our experiments with hidden Markov models, focusing on Markov chains with generative transitions and the Baum-Welch algorithm. We explore generating the hypothesis model in various ways. We use the hypothesis model as the original model. And we investigate the feas...

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Bibliographic Details
Main Authors: Arnþór Logi Arnarson 1976-, Eva Ósk Gunnarsdóttir 1999-
Other Authors: Háskólinn í Reykjavík
Format: Bachelor Thesis
Language:English
Published: 2021
Subjects:
Tölvunarstærðfræði
Reiknilíkön
Reiknirit
Discrete mathematics and computer science
Mathematical models
Computer algorithms
Reykjavík
Online Access:http://hdl.handle.net/1946/40438
id ftskemman:oai:skemman.is:1946/40438
record_format openpolar
spelling ftskemman:oai:skemman.is:1946/40438 2024-09-15T18:32:21+00:00 Experiments with hidden Markov models Arnþór Logi Arnarson 1976- Eva Ósk Gunnarsdóttir 1999- Háskólinn í Reykjavík 2021-12 application/pdf http://hdl.handle.net/1946/40438 en eng http://hdl.handle.net/1946/40438 Tölvunarstærðfræði Reiknilíkön Reiknirit Discrete mathematics and computer science Mathematical models Computer algorithms Thesis Bachelor's 2021 ftskemman 2024-08-14T04:39:51Z This is a report on the results of our experiments with hidden Markov models, focusing on Markov chains with generative transitions and the Baum-Welch algorithm. We explore generating the hypothesis model in various ways. We use the hypothesis model as the original model. And we investigate the feasibility of implementing a sequential version of the Baum-Welch algorithm. This research was motivated by the ongoing research on Active Learning of Markov Decision Processes using Baum-Welch algorithm, at the Department of Computer Science, Reykjavík University. Bachelor Thesis Reykjavík Reykjavík Skemman (Iceland)
institution Open Polar
collection Skemman (Iceland)
op_collection_id ftskemman
language English
topic Tölvunarstærðfræði
Reiknilíkön
Reiknirit
Discrete mathematics and computer science
Mathematical models
Computer algorithms
spellingShingle Tölvunarstærðfræði
Reiknilíkön
Reiknirit
Discrete mathematics and computer science
Mathematical models
Computer algorithms
Arnþór Logi Arnarson 1976-
Eva Ósk Gunnarsdóttir 1999-
Experiments with hidden Markov models
topic_facet Tölvunarstærðfræði
Reiknilíkön
Reiknirit
Discrete mathematics and computer science
Mathematical models
Computer algorithms
description This is a report on the results of our experiments with hidden Markov models, focusing on Markov chains with generative transitions and the Baum-Welch algorithm. We explore generating the hypothesis model in various ways. We use the hypothesis model as the original model. And we investigate the feasibility of implementing a sequential version of the Baum-Welch algorithm. This research was motivated by the ongoing research on Active Learning of Markov Decision Processes using Baum-Welch algorithm, at the Department of Computer Science, Reykjavík University.
author2 Háskólinn í Reykjavík
format Bachelor Thesis
author Arnþór Logi Arnarson 1976-
Eva Ósk Gunnarsdóttir 1999-
author_facet Arnþór Logi Arnarson 1976-
Eva Ósk Gunnarsdóttir 1999-
author_sort Arnþór Logi Arnarson 1976-
title Experiments with hidden Markov models
title_short Experiments with hidden Markov models
title_full Experiments with hidden Markov models
title_fullStr Experiments with hidden Markov models
title_full_unstemmed Experiments with hidden Markov models
title_sort experiments with hidden markov models
publishDate 2021
url http://hdl.handle.net/1946/40438
genre Reykjavík
Reykjavík
genre_facet Reykjavík
Reykjavík
op_relation http://hdl.handle.net/1946/40438
_version_ 1810474071591223296

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