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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Tomingas, Joonas;

    Bakalaureusetöös analüüsitakse andmestikku, mis koosneb kindlustusfirma töötajate poolt vastatud küsimustiku vastustest. Küsimustik koosnes kahekümne ühest isikuomadusest ning osalejad pidid hindama nii kolleege kui ka ennast. Analüüsiks kasutati David A. Kenny väljatöötatud mudelit sotsiaalsete seoste analüüsiks (Kenny, 1994). Töös vaadeldakse iga isikuomadust eraldi, analüüsides neid ainsa muutujana. Analüüsitakse kovariatsioone ja korrelatsioone, mida TripleR pakett andmete põhjal väljastab, ning leitakse vastus küsimusele, kas isiksushinnangud sõltuvad hinnatava sümpaatsusest või tundmisest.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ DSpace at Tartu Univ...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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    Bachelor thesis . 2019
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ DSpace at Tartu Univ...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      DSpace at Tartu University Library
      Bachelor thesis . 2019
      License: CC BY NC ND
  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Talvet, Annika;

    Käesoleva bakalaureusetöö eesmärk on välja selgitada, kui palju, milliseid ja mis põhjustel suurtes Eesti piimafarmides antibiootikume kasutatakse. Töö baseerub aastatel 2018-2021 48 piimafarmis kogutud lehmade antibiootikumiravi andmetel. Esmalt antakse ülevaade uuringus osalenud piimafarmidest ja raviandmete struktuurist. Seejärel analüüsitakse ravisid ja ravikuure, ravitud haiguseid ja sümptomeid. Viimaseks vaadeldakse kasutatud ravimeid ja toimeaineid ning toimeainete kasutamist ja koguseid erinevate haiguste ja sümptomite korral ning erinevates farmides.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ DSpace at Tartu Univ...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    DSpace at Tartu University Library
    Bachelor thesis . 2022
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      DSpace at Tartu University Library
      Bachelor thesis . 2022
      License: CC BY NC ND
  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Haug, Markus;

    Antud bakalaureusetöö eesmärk on tutvustada erinevaid meetodeid, mida kasutatakse juhumetsa mudelite loomiseks tasakaalustamata andmetel. Töö esimeses pooles tutvustatakse klassifitseeriva juhumetsa olemust ning tasakaalustamata andmetel mudelite loomise probleemi. Töö teises osas pakutakse välja ja võrreldakse erinevaid meetodeid, mida saab kasutada tasakaalustamata andmete probleemi lahendamiseks.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ DSpace at Tartu Univ...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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    Bachelor thesis . 2020
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      DSpace at Tartu University Library
      Bachelor thesis . 2020
      License: CC BY NC ND
  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Lepson, Mihkel;

    Bakalaureusetöö eesmärk on välja selgitada, milliseid seoseid suudab aegreast ülesleida erilist tüüpi rekurrentne närvivõrk LSTM, et selle abil teha ennustusi tuleviku väärtuste kohta. Püstitatud eesmärgi uurimiseks vaadatakse kõigepealt LSTM mudeli võimekust leida seoseid genereeritud andmete peal. Genereeritud andmestikus on olemas kindlat tüüpi seosed, mida soovitakse mudeliga leida. Seosteks on sündmustest põhjustatud mõju mõõdetavale tunnusele, süstemaatiline muutus mõõdetavas tunnuses, tsükliline muutus mõõdetavas tunnuses. Kui mudel suudab leida genereeritud andmete pealt seosed ja ennustada tuleviku väärtusi, siis peaks suutma ka LSTM mudel seda teha päris andmestiku peal. Päris andmestikuks valitakse meditsiini andmestik, mis on pärit MIMIC-III andmestikust. Vaadatakse täpsemalt LSTM mudeli võimekust ennustada viite elulist näitajat, milleks on südamerütm, hingamissagedus, hapniku küllastus veres, diastoolne vererõhk ja süstoolne vererõhk.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ DSpace at Tartu Univ...arrow_drop_down
    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
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    Bachelor thesis . 2020
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ DSpace at Tartu Univ...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      DSpace at Tartu University Library
      Bachelor thesis . 2020
      License: CC BY NC ND
  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Vare, Aap;

    Protseduuriline genereerimine leiab arvutigraafikas kasutust suurte virtuaalsete maailmade loomises. See lubab väiksemate failidega luua palju andmeid, tekitades seejuures juhuslikkust, mis muudab genereeritavad andmed ettearvamatuks. Antud töö eesmärk on luua ja kirjeldada süsteemi linna protseduuriliseks genereerimiseks. Lahendus võimaldab tekitada juhusliku välimusega linna, mis võtab arvesse kasutaja etteantud parameetreid. Linn sisaldab endas teedesüsteemi, visuaalselt eristatavaid rajoone ja puid. Lisaks antud töö raames välja töötatud lahendusele kirjeldatakse eelnevalt tehtud teadustööd keskkonna protseduurilises genereerimises. Antakse ettepanekuid ka valminud algoritmi edasiarendamiseks. In English: Procedural generation is used in computer graphics to construct large virtual worlds. It allows to create a significant amount of data with a small number of files, producing randomness in the process which makes the generated data unpredictable. The aim of this thesis is to create and describe a system for the procedural generation of a city. The solution allows to create a city with a random appearance that takes into account parameters given by the user. The city includes a road system, visually distinguishable regions, and trees. In addition to the solution developed in this thesis, previously created scientific work in the field of procedural environment generation is described. Proposals for further development of the created algorithm are also given.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ DSpace at Tartu Univ...arrow_drop_down
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    Bachelor thesis . 2020
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ DSpace at Tartu Univ...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      DSpace at Tartu University Library
      Bachelor thesis . 2020
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  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Hiie, Liis;

    Metabolism koondab kõiki organismis toimuvaid biokeemilisi protsesse, mille vahesaadustena ning tulemusel tekkivad metaboliidid. Metaboliitide abil on võimalik tuvastada metaboolseid muutuseid, mis on olulised erinevate haiguste tekkemehhanismide juures. Käesoleva bakalaureusetöö eesmärk on Tartu Ülikooli Eesti Geenivaramu andmete põhjal leida seoseid metaboliitide ning sagedasemate krooniliste haiguste tekke vahel. Olulised seosed leitakse logistiliste regressioonmudelite abil, võttes arvesse ka sugu, vanust, kehamassiindeksit, haridustaset ning suitsetamist. Leitud seostest tehakse ülevaade varasema kirjanduse põhjal. Lisaks koostatakse kaks haiguste võrgustikku: leitud metaboolsete biomarkerite ning haiguste komorbiidsuse skooride põhjal. Tehtud võrgustikke võrreldakse neis leitud haigustevaheliste seoste alusel.

    image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ DSpace at Tartu Univ...arrow_drop_down
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    Bachelor thesis . 2020
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      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/ DSpace at Tartu Univ...arrow_drop_down
      image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
      DSpace at Tartu University Library
      Bachelor thesis . 2020
      License: CC BY NC ND
  • image/svg+xml art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos Open Access logo, converted into svg, designed by PLoS. This version with transparent background. http://commons.wikimedia.org/wiki/File:Open_Access_logo_PLoS_white.svg art designer at PLoS, modified by Wikipedia users Nina, Beao, JakobVoss, and AnonMoos http://www.plos.org/
    Authors: Tõnisson, Mattias;

    Bakalaureusetöö eesmärk on tutvustada veebi ligipääsetavuse parendamise võimalusi veebikeskkonnas Eesti Puuetega Inimeste Koja (EPIKoda) veebilehe uuendamise praktilisel näitel. Esimeses peatükis arutletakse erivajadustega internetitarbijate kasutajakogemust parandavate tehnikate ning nende senise rakendamise edukuse üle. Järgnevalt analüüsitakse põgusalt veebiarendajate jaoks ligipääsetava sisu loomisel jätkuvalt aktuaalsete probleemide tagamaid. Töö viimases peatükis hinnatakse valminud veebilehe ligipääsetavust, jõudlust ja turvalisust ning kirjeldatakse edasisi arendusvõimalusi EPIKojaga jätkuvas koostöös. In english: The aim of this thesis is to introduce some of the nuances of web accessibility based on the modernization of the website of EPIKoda (Estonian Chamber of Disabled People). The first chapter contains discussion about the different techniques which improve the user experience of people with special needs and how successfully they have been historically implemented. Following that, some of the reasons behind the continuously prevalent problem of inaccessible web being developed will be briefly analysed. In the last chapter of the thesis, the finished website will be benchmarked on accessibility, performance and security, and future plans concerning the continuing collaboration with EPIKoda will be described.

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      DSpace at Tartu University Library
      Bachelor thesis . 2020
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    Authors: Luitva, Laura Birgit;

    Bakalaureusetöö eesmärk on leida jämesoolevähi mittegeneetilised riskitegurid ning uurida geneetilise riskiskoori mõju jämesoolevähile. Lisaks uuritakse, kui hästi leitud mittegeneetilised riskitegurid ja geneetiline riskiskoor jämesoolevähki prognoosivad. Töös kasutatakse Tartu Ülikooli Eesti Geenivaramu andmeid, kus on üle 48 000 geenidoonori. Andmete analüüsimisel kasutatakse elukestusanalüüsi meetodeid. Seejuures arvestatakse, et tegemist on vasakult tõkestatud ja paremalt tsenseeritud andmetega, ning ajaskaalana kasutatakse vanust. Töö teoreetilises osas antakse ülevaade jämesoolevähist, elukestusanalüüsist, geneetilisest riskiskoorist ning ROC-kõveratest. Töö praktilises osas kirjeldatakse andmeid ning leitakse jämesoolevähki prognoosivad tunnused. Seejärel jagatakse andmestik treening- ja testandmestikuks. Treeningandmestikus leitakse jämesoolevähki prognoosivad mudelid ning testandmestikus prognostilised skoorid ja ROC-kõverate abil prognooside täpsused.

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    Authors: Raihhelgauz, Mikael;

    Käesolevas bakalaureusetöös antakse referatiivne ülevaade Dirichlet’ protsessi tähtsamatest omadustest ning selgitatakse nende olulisust mitteparameetrilise Bayesi statistika raames. Samuti käsitletakse Dirichlet’ protsessi konstrueerimise mõõduteoreetilisi eeldusi ning lõplikumõõtmelist Dirichlet’ jaotust. Töö tugineb suuresti Patrick Billingsley raamatule "Weak Convergence of Measures" ja Subhashis Ghosali ning Aad van der Vaarti raamatule "Fundamentals of Nonparametric Bayesian Inference".

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    Authors: Bulõgina, Triin;

    Inimesega seotud mikroorganismide ehk mikrobioomi uurimisvaldkond on muutunud väga oluliseks personaalmeditsiini arengus. Sellest lähtuvalt uuritakse bakalaureusetöös mikrobioomi kasutamist soolevähi diagnoosimiseks. Bakalaureusetöö eesmärk on luua soolevähi ennustusmudelid, kasutades lisaks klassikalistele soolevähi riskiteguritele soolestiku mikrobioomi andmeid. Mudelite koostamisel tutvustatakse Selbal metoodikat, mis on väljatöötatud mikrobioomi andmete analüüsimiseks. Meetodit kasutades luuakse soolevähi ennustusmudelid viie erineva populatsiooni andmetel ning hinnatakse prognoosimudelite ennustusvõimet soolevähi diagnoosimiseks ning mudelite üldistusvõimet teistesse populatsioonidesse.

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    Authors: Tomingas, Joonas;

    Bakalaureusetöös analüüsitakse andmestikku, mis koosneb kindlustusfirma töötajate poolt vastatud küsimustiku vastustest. Küsimustik koosnes kahekümne ühest isikuomadusest ning osalejad pidid hindama nii kolleege kui ka ennast. Analüüsiks kasutati David A. Kenny väljatöötatud mudelit sotsiaalsete seoste analüüsiks (Kenny, 1994). Töös vaadeldakse iga isikuomadust eraldi, analüüsides neid ainsa muutujana. Analüüsitakse kovariatsioone ja korrelatsioone, mida TripleR pakett andmete põhjal väljastab, ning leitakse vastus küsimusele, kas isiksushinnangud sõltuvad hinnatava sümpaatsusest või tundmisest.

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    Authors: Talvet, Annika;

    Käesoleva bakalaureusetöö eesmärk on välja selgitada, kui palju, milliseid ja mis põhjustel suurtes Eesti piimafarmides antibiootikume kasutatakse. Töö baseerub aastatel 2018-2021 48 piimafarmis kogutud lehmade antibiootikumiravi andmetel. Esmalt antakse ülevaade uuringus osalenud piimafarmidest ja raviandmete struktuurist. Seejärel analüüsitakse ravisid ja ravikuure, ravitud haiguseid ja sümptomeid. Viimaseks vaadeldakse kasutatud ravimeid ja toimeaineid ning toimeainete kasutamist ja koguseid erinevate haiguste ja sümptomite korral ning erinevates farmides.

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    Authors: Haug, Markus;

    Antud bakalaureusetöö eesmärk on tutvustada erinevaid meetodeid, mida kasutatakse juhumetsa mudelite loomiseks tasakaalustamata andmetel. Töö esimeses pooles tutvustatakse klassifitseeriva juhumetsa olemust ning tasakaalustamata andmetel mudelite loomise probleemi. Töö teises osas pakutakse välja ja võrreldakse erinevaid meetodeid, mida saab kasutada tasakaalustamata andmete probleemi lahendamiseks.

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    Authors: Lepson, Mihkel;

    Bakalaureusetöö eesmärk on välja selgitada, milliseid seoseid suudab aegreast ülesleida erilist tüüpi rekurrentne närvivõrk LSTM, et selle abil teha ennustusi tuleviku väärtuste kohta. Püstitatud eesmärgi uurimiseks vaadatakse kõigepealt LSTM mudeli võimekust leida seoseid genereeritud andmete peal. Genereeritud andmestikus on olemas kindlat tüüpi seosed, mida soovitakse mudeliga leida. Seosteks on sündmustest põhjustatud mõju mõõdetavale tunnusele, süstemaatiline muutus mõõdetavas tunnuses, tsükliline muutus mõõdetavas tunnuses. Kui mudel suudab leida genereeritud andmete pealt seosed ja ennustada tuleviku väärtusi, siis peaks suutma ka LSTM mudel seda teha päris andmestiku peal. Päris andmestikuks valitakse meditsiini andmestik, mis on pärit MIMIC-III andmestikust. Vaadatakse täpsemalt LSTM mudeli võimekust ennustada viite elulist näitajat, milleks on südamerütm, hingamissagedus, hapniku küllastus veres, diastoolne vererõhk ja süstoolne vererõhk.

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    Authors: Vare, Aap;

    Protseduuriline genereerimine leiab arvutigraafikas kasutust suurte virtuaalsete maailmade loomises. See lubab väiksemate failidega luua palju andmeid, tekitades seejuures juhuslikkust, mis muudab genereeritavad andmed ettearvamatuks. Antud töö eesmärk on luua ja kirjeldada süsteemi linna protseduuriliseks genereerimiseks. Lahendus võimaldab tekitada juhusliku välimusega linna, mis võtab arvesse kasutaja etteantud parameetreid. Linn sisaldab endas teedesüsteemi, visuaalselt eristatavaid rajoone ja puid. Lisaks antud töö raames välja töötatud lahendusele kirjeldatakse eelnevalt tehtud teadustööd keskkonna protseduurilises genereerimises. Antakse ettepanekuid ka valminud algoritmi edasiarendamiseks. In English: Procedural generation is used in computer graphics to construct large virtual worlds. It allows to create a significant amount of data with a small number of files, producing randomness in the process which makes the generated data unpredictable. The aim of this thesis is to create and describe a system for the procedural generation of a city. The solution allows to create a city with a random appearance that takes into account parameters given by the user. The city includes a road system, visually distinguishable regions, and trees. In addition to the solution developed in this thesis, previously created scientific work in the field of procedural environment generation is described. Proposals for further development of the created algorithm are also given.

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    Authors: Hiie, Liis;

    Metabolism koondab kõiki organismis toimuvaid biokeemilisi protsesse, mille vahesaadustena ning tulemusel tekkivad metaboliidid. Metaboliitide abil on võimalik tuvastada metaboolseid muutuseid, mis on olulised erinevate haiguste tekkemehhanismide juures. Käesoleva bakalaureusetöö eesmärk on Tartu Ülikooli Eesti Geenivaramu andmete põhjal leida seoseid metaboliitide ning sagedasemate krooniliste haiguste tekke vahel. Olulised seosed leitakse logistiliste regressioonmudelite abil, võttes arvesse ka sugu, vanust, kehamassiindeksit, haridustaset ning suitsetamist. Leitud seostest tehakse ülevaade varasema kirjanduse põhjal. Lisaks koostatakse kaks haiguste võrgustikku: leitud metaboolsete biomarkerite ning haiguste komorbiidsuse skooride põhjal. Tehtud võrgustikke võrreldakse neis leitud haigustevaheliste seoste alusel.

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    Authors: Tõnisson, Mattias;

    Bakalaureusetöö eesmärk on tutvustada veebi ligipääsetavuse parendamise võimalusi veebikeskkonnas Eesti Puuetega Inimeste Koja (EPIKoda) veebilehe uuendamise praktilisel näitel. Esimeses peatükis arutletakse erivajadustega internetitarbijate kasutajakogemust parandavate tehnikate ning nende senise rakendamise edukuse üle. Järgnevalt analüüsitakse põgusalt veebiarendajate jaoks ligipääsetava sisu loomisel jätkuvalt aktuaalsete probleemide tagamaid. Töö viimases peatükis hinnatakse valminud veebilehe ligipääsetavust, jõudlust ja turvalisust ning kirjeldatakse edasisi arendusvõimalusi EPIKojaga jätkuvas koostöös. In english: The aim of this thesis is to introduce some of the nuances of web accessibility based on the modernization of the website of EPIKoda (Estonian Chamber of Disabled People). The first chapter contains discussion about the different techniques which improve the user experience of people with special needs and how successfully they have been historically implemented. Following that, some of the reasons behind the continuously prevalent problem of inaccessible web being developed will be briefly analysed. In the last chapter of the thesis, the finished website will be benchmarked on accessibility, performance and security, and future plans concerning the continuing collaboration with EPIKoda will be described.

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    Authors: Luitva, Laura Birgit;

    Bakalaureusetöö eesmärk on leida jämesoolevähi mittegeneetilised riskitegurid ning uurida geneetilise riskiskoori mõju jämesoolevähile. Lisaks uuritakse, kui hästi leitud mittegeneetilised riskitegurid ja geneetiline riskiskoor jämesoolevähki prognoosivad. Töös kasutatakse Tartu Ülikooli Eesti Geenivaramu andmeid, kus on üle 48 000 geenidoonori. Andmete analüüsimisel kasutatakse elukestusanalüüsi meetodeid. Seejuures arvestatakse, et tegemist on vasakult tõkestatud ja paremalt tsenseeritud andmetega, ning ajaskaalana kasutatakse vanust. Töö teoreetilises osas antakse ülevaade jämesoolevähist, elukestusanalüüsist, geneetilisest riskiskoorist ning ROC-kõveratest. Töö praktilises osas kirjeldatakse andmeid ning leitakse jämesoolevähki prognoosivad tunnused. Seejärel jagatakse andmestik treening- ja testandmestikuks. Treeningandmestikus leitakse jämesoolevähki prognoosivad mudelid ning testandmestikus prognostilised skoorid ja ROC-kõverate abil prognooside täpsused.

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    Authors: Raihhelgauz, Mikael;

    Käesolevas bakalaureusetöös antakse referatiivne ülevaade Dirichlet’ protsessi tähtsamatest omadustest ning selgitatakse nende olulisust mitteparameetrilise Bayesi statistika raames. Samuti käsitletakse Dirichlet’ protsessi konstrueerimise mõõduteoreetilisi eeldusi ning lõplikumõõtmelist Dirichlet’ jaotust. Töö tugineb suuresti Patrick Billingsley raamatule "Weak Convergence of Measures" ja Subhashis Ghosali ning Aad van der Vaarti raamatule "Fundamentals of Nonparametric Bayesian Inference".

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    Authors: Bulõgina, Triin;

    Inimesega seotud mikroorganismide ehk mikrobioomi uurimisvaldkond on muutunud väga oluliseks personaalmeditsiini arengus. Sellest lähtuvalt uuritakse bakalaureusetöös mikrobioomi kasutamist soolevähi diagnoosimiseks. Bakalaureusetöö eesmärk on luua soolevähi ennustusmudelid, kasutades lisaks klassikalistele soolevähi riskiteguritele soolestiku mikrobioomi andmeid. Mudelite koostamisel tutvustatakse Selbal metoodikat, mis on väljatöötatud mikrobioomi andmete analüüsimiseks. Meetodit kasutades luuakse soolevähi ennustusmudelid viie erineva populatsiooni andmetel ning hinnatakse prognoosimudelite ennustusvõimet soolevähi diagnoosimiseks ning mudelite üldistusvõimet teistesse populatsioonidesse.

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