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> Theses 8oybem
Bold-Erdene Bayaraa
Bakalářská práce
Reinforcement learning in Algorithmic Trading
Abstract:
This thesis investigates the application of deep reinforcement learning (DRL) for the development of algorithmic trading strategies. Recognizing the limitations of traditional methods that often rely on fixed financial models, this research explores the potential of DRL to learn and adapt directly from market data. The study centers on a comparative analysis of five DRL algorithms (A2C, DDPG, PPO …více
Keywords
Reinforcement Learning Deep Reinforcement Learning Machine Learning Algorithmic Trading
Jazyk práce: angličtina
Datum vytvoření / odevzdání či podání práce:15. 3. 2024
Obhajoba závěrečné práce
- Vedoucí: Ing. Martin Pelikán, Ph.D.
Citační záznam
Citovat tuto práci
Citace dle ISO 690:
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BAYARAA, Bold-Erdene. \textit{Reinforcement learning in Algorithmic Trading} [online]. Praha, 2024 [cit. 2024-03-18]. Dostupné z: https://theses.cz/id/8oybem/. Bakalářská práce. Česká zemědělská univerzita v Praze, Provozně ekonomická fakulta. Vedoucí práce Ing. Martin Pelikán, Ph.D.
BAYARAA, Bold-Erdene. <i>Reinforcement learning in Algorithmic Trading</i> [online]. Praha, 2024 [cit. 2024-03-18]. Dostupné z: https://theses.cz/id/8oybem/. Bakalářská práce. Česká zemědělská univerzita v Praze, Provozně ekonomická fakulta. Vedoucí práce Ing. Martin Pelikán, Ph.D.
BAYARAA, Bold-Erdene. Reinforcement learning in Algorithmic Trading [online]. Praha, 2024 [cit. 2024-03-18]. Dostupné z: https://theses.cz/id/8oybem/. Bakalářská práce. Česká zemědělská univerzita v Praze, Provozně ekonomická fakulta. Vedoucí práce Ing. Martin Pelikán, Ph.D.
@misc{Bayaraa2024thesis,
AUTHOR = "Bayaraa, Bold-Erdene",
TITLE = "Reinforcement learning in Algorithmic Trading [online]",
YEAR = "2024 [cit. 2024-03-18]",
TYPE = "Bakalářská práce",
SCHOOL = "Česká zemědělská univerzita v Praze, Provozně ekonomická fakultaPraha",
NOTE = "SUPERVISOR: Ing. Martin Pelikán, Ph.D.",
URL = "https://theses.cz/id/8oybem/",
}
@misc{Bayaraa2024thesis,
AUTHOR = {Bayaraa, Bold-Erdene},
TITLE = {Reinforcement learning in Algorithmic Trading},
YEAR = {2024},
TYPE = {Bakalářská práce},
INSTITUTION = {Česká zemědělská univerzita v Praze, Provozně ekonomická fakulta},
LOCATION = {Praha},
SUPERVISOR = {Ing. Martin Pelikán, Ph.D.},
URL = {https://theses.cz/id/8oybem/},
URL_DATE = {2024-03-18},
}
{{Citace kvalifikační práce| příjmení = Bayaraa| jméno = Bold-Erdene| instituce = Česká zemědělská univerzita v Praze, Provozně ekonomická fakulta| titul = Reinforcement learning in Algorithmic Trading| url = https://theses.cz/id/8oybem/| typ práce = Bakalářská práce| vedoucí = Ing. Martin Pelikán, Ph.D.| rok = 2024| počet stran =| strany =| citace = 2024-03-18| poznámka =| jazyk = }}
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Zveřejněno v Theses:
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Instituce archivující a zpřístupňující práci: Česká zemědělská univerzita vPraze, Provozně ekonomická fakulta
Česká zemědělská univerzita vPraze
Provozně ekonomická fakulta
Bakalářský studijní program:
Informatics
Práce na příbuzné téma
Seznam prací, které mají shodná klíčová slova.
- Navigace v neznámém a pevně daném prostředí pomocí deep reinforcement learning algoritmu
Gabriela HRUBÁ - Deep Reinforcement Learning for Decision Neuroscience
Faizanshaikh Abdulkhalil SHAIKH - Grammatikfehlerkorrektur mit Deep Reinforcement Learning
Raj Kumar RANA - Reinforcement Learning pro autonomní parkování
Martin Kahánek - Reinforcement learning s aplikací ve hrách
Vojtěch Kožuch - Algoritmic Crypto Trading Utilizing Rule-Based and Machine Learning Approaches
Nadzeya Torunlar - Application of machine learning in capital markets trading
Jan Jouda - Machine Learning Strategies in Electronic Trading
Petr Huf
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Theses 8oybem 8oybem/2
16. 3. 2024
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thesis zaverecna_prace.pdf_
Mach, J.
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