<?xml version="1.0" encoding="UTF-8"?>
<collection xmlns="http://www.loc.gov/MARC21/slim">
 <record>
  <leader>02626ntm a22005297i 4500</leader>
  <controlfield tag="001">000225004</controlfield>
  <controlfield tag="003">CZ-PrVSE</controlfield>
  <controlfield tag="005">20210619205335.0</controlfield>
  <controlfield tag="006">m        d</controlfield>
  <controlfield tag="007">cr n||||||||||</controlfield>
  <controlfield tag="008">210619s2021    xr     fsbm   000 0 eng d</controlfield>
  <datafield tag="STA" ind1=" " ind2=" ">
   <subfield code="a">NEZPRACOVANÝ IMPORT</subfield>
  </datafield>
  <datafield tag="040" ind1=" " ind2=" ">
   <subfield code="a">ABA006</subfield>
   <subfield code="b">cze</subfield>
   <subfield code="c">ABA006</subfield>
   <subfield code="d">ABA006</subfield>
   <subfield code="e">rda</subfield>
  </datafield>
  <datafield tag="100" ind1="1" ind2=" ">
   <subfield code="a">Ilienko, Dmytro</subfield>
   <subfield code="%">ISIS:122354</subfield>
   <subfield code="4">dis</subfield>
  </datafield>
  <datafield tag="242" ind1="1" ind2="0">
   <subfield code="a">Obchodování pomoci zpětnovazebního učení</subfield>
   <subfield code="y">eng</subfield>
  </datafield>
  <datafield tag="245" ind1="1" ind2="0">
   <subfield code="a">Reinforcement learning in trading /</subfield>
   <subfield code="c">Dmytro Ilienko</subfield>
  </datafield>
  <datafield tag="264" ind1=" " ind2="0">
   <subfield code="c">2021</subfield>
  </datafield>
  <datafield tag="300" ind1=" " ind2=" ">
   <subfield code="a">?? stran :</subfield>
   <subfield code="3">digital, PDF soubor</subfield>
  </datafield>
  <datafield tag="500" ind1=" " ind2=" ">
   <subfield code="a">Vedoucí práce: Milan Fičura</subfield>
  </datafield>
  <datafield tag="502" ind1=" " ind2=" ">
   <subfield code="a">Diplomová práce (Ing.)—Vysoká škola ekonomická v Praze. Fakulta financí a účetnictví, 2021</subfield>
  </datafield>
  <datafield tag="504" ind1=" " ind2=" ">
   <subfield code="a">Obsahuje bibliografii</subfield>
  </datafield>
  <datafield tag="516" ind1=" " ind2=" ">
   <subfield code="a">Textový (vysokoškolská kvalifikační práce)</subfield>
  </datafield>
  <datafield tag="518" ind1=" " ind2=" ">
   <subfield code="a">Rok obhajoby 2021</subfield>
  </datafield>
  <datafield tag="520" ind1="3" ind2=" ">
   <subfield code="a">In this master thesis we examine the application of reinforcement learning to the cryptocurrency trading task. This method is chosen because its framework fits perfectly to the problem at hand. Instead of predicting prices, the model tries to predict the best action among a buy, hold and sell options which should lead to the highest expected return. The primary goal of this work is to investigate whether on a rising market the reinforcement learning model can outperform the simple “Buy &amp; Hold” strategy. The work is oriented on a practical application of the presented methods, and working implementation of the tested models is provided in detail.</subfield>
  </datafield>
  <datafield tag="538" ind1=" " ind2=" ">
   <subfield code="a">Způsob přístupu: Internet</subfield>
  </datafield>
  <datafield tag="653" ind1="0" ind2=" ">
   <subfield code="a">finanční inženýrství [obor dipl. práce]</subfield>
  </datafield>
  <datafield tag="655" ind1=" " ind2="7">
   <subfield code="a">diplomové práce</subfield>
   <subfield code="7">fd132022</subfield>
   <subfield code="2">czenas</subfield>
  </datafield>
  <datafield tag="655" ind1=" " ind2="9">
   <subfield code="a">master's theses</subfield>
   <subfield code="2">eczenas</subfield>
  </datafield>
  <datafield tag="690" ind1=" " ind2=" ">
   <subfield code="a">Machine learning</subfield>
  </datafield>
  <datafield tag="690" ind1=" " ind2=" ">
   <subfield code="a">reinforcement learning</subfield>
  </datafield>
  <datafield tag="690" ind1=" " ind2=" ">
   <subfield code="a">neural networks</subfield>
  </datafield>
  <datafield tag="690" ind1=" " ind2=" ">
   <subfield code="a">cryptocurrency</subfield>
  </datafield>
  <datafield tag="690" ind1=" " ind2=" ">
   <subfield code="a">bitcoin</subfield>
  </datafield>
  <datafield tag="690" ind1=" " ind2=" ">
   <subfield code="a">financial trading</subfield>
  </datafield>
  <datafield tag="700" ind1="1" ind2=" ">
   <subfield code="a">Fičura, Milan</subfield>
   <subfield code="7">vse2015859798</subfield>
   <subfield code="4">ths</subfield>
  </datafield>
  <datafield tag="700" ind1="1" ind2=" ">
   <subfield code="a">Chval, David</subfield>
   <subfield code="%">ISIS:84306</subfield>
   <subfield code="4">opn</subfield>
  </datafield>
  <datafield tag="710" ind1="2" ind2=" ">
   <subfield code="a">Vysoká škola ekonomická v Praze.</subfield>
   <subfield code="b">Fakulta financí a účetnictví</subfield>
   <subfield code="7">kn20010709398</subfield>
   <subfield code="4">dgg</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2="0">
   <subfield code="u">https://insis.vse.cz/zp/71304/podrobnosti</subfield>
   <subfield code="y">VŠKP v InSIS</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2="0">
   <subfield code="u">https://insis.vse.cz/zp/71304</subfield>
   <subfield code="y">Hlavní práce</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2="0">
   <subfield code="u">https://insis.vse.cz/zp/71304/posudek/vedouci</subfield>
   <subfield code="y">Hodnocení vedoucího</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2="0">
   <subfield code="u">https://insis.vse.cz/zp/71304/posudek/oponent/70888</subfield>
   <subfield code="y">Oponentura</subfield>
  </datafield>
  <datafield tag="999" ind1="4" ind2="0">
   <subfield code="u">https://insis.vse.cz/zp/71304/podrobnosti</subfield>
   <subfield code="y">dc:identifier</subfield>
  </datafield>
  <datafield tag="993" ind1=" " ind2=" ">
   <subfield code="x">NEPOSILAT</subfield>
   <subfield code="y">VSKP</subfield>
  </datafield>
  <datafield tag="999" ind1="4" ind2="9">
   <subfield code="a">vse71304</subfield>
   <subfield code="b">210610</subfield>
  </datafield>
  <datafield tag="999" ind1="4" ind2="5">
   <subfield code="x">71304</subfield>
  </datafield>
 </record>
</collection>
