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A Quantum Approach to Language Modeling.

Record Type:	Electronic resources : Monograph/item
Title/Author:	A Quantum Approach to Language Modeling./
Author:	van der Poel, Constantijn.
Description:	1 online resource (77 pages)
Notes:	Source: Dissertations Abstracts International, Volume: 84-08, Section: B.
Contained By:	Dissertations Abstracts International84-08B.
Subject:	Quantum physics. -
Online resource:	http://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=30249001click for full text (PQDT)
ISBN:	9798374405415

A Quantum Approach to Language Modeling.
van der Poel, Constantijn.

A Quantum Approach to Language Modeling. - 1 online resource (77 pages)

Source: Dissertations Abstracts International, Volume: 84-08, Section: B.

Thesis (Ph.D.)--City University of New York, 2023.

Includes bibliographical references

This dissertation consists of six chapters.Chapter 1: We introduce language modeling, outline the software used for this thesis, and discuss related work.Chapter 2: We will unpack the transition from classical to quantum probabilities, as well as motivate their use in building a model to understand language-like datasets.Chapter 3: We motivate the Motzkin dataset, the models we will be investigating, as well as the necessary algorithms to do calculations with them.Chapter 4: We investigate our models' sensitivity to various hyperparameters.Chapter 5: We compare the performance and robustness of the models.Chapter 6: We conclude by distilling the results of the previous chapters, and include a look at possible future work.Appendix: An overview of useful variable names for quick reference.

Electronic reproduction.
Ann Arbor, Mich. :
ProQuest,
2023

Mode of access: World Wide Web

ISBN: 9798374405415Subjects--Topical Terms:

726746
Quantum physics.
Subjects--Index Terms:

AIIndex Terms--Genre/Form:

542853
Electronic books.

A Quantum Approach to Language Modeling.
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100 1 $a van der Poel, Constantijn. $3 3695501
245 1 2 $a A Quantum Approach to Language Modeling.
264 0 $c 2023
300 $a 1 online resource (77 pages)
336 $a text $b txt $2 rdacontent
337 $a computer $b c $2 rdamedia
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500 $a Source: Dissertations Abstracts International, Volume: 84-08, Section: B.
500 $a Advisor: Schwab, David.
502 $a Thesis (Ph.D.)--City University of New York, 2023.
504 $a Includes bibliographical references
520 $a This dissertation consists of six chapters.Chapter 1: We introduce language modeling, outline the software used for this thesis, and discuss related work.Chapter 2: We will unpack the transition from classical to quantum probabilities, as well as motivate their use in building a model to understand language-like datasets.Chapter 3: We motivate the Motzkin dataset, the models we will be investigating, as well as the necessary algorithms to do calculations with them.Chapter 4: We investigate our models' sensitivity to various hyperparameters.Chapter 5: We compare the performance and robustness of the models.Chapter 6: We conclude by distilling the results of the previous chapters, and include a look at possible future work.Appendix: An overview of useful variable names for quick reference.
533 $a Electronic reproduction. $b Ann Arbor, Mich. : $c ProQuest, $d 2023
538 $a Mode of access: World Wide Web
650 4 $a Quantum physics. $3 726746
653 $a AI
653 $a Machine learning
653 $a Natural language processing
653 $a Quantum physics
653 $a Tensor networks
655 7 $a Electronic books. $2 lcsh $3 542853
690 $a 0599
690 $a 0800
710 2 $a ProQuest Information and Learning Co. $3 783688
710 2 $a City University of New York. $b Physics. $3 1025716
773 0 $t Dissertations Abstracts International $g 84-08B.
856 4 0 $u http://pqdd.sinica.edu.tw/twdaoapp/servlet/advanced?query=30249001 $z click for full text (PQDT)