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2 Research products

  • Digital Humanities and Cultural Heritage
  • 2023-2023
  • Research software
  • Other research products
  • FI
  • English
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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: Zheleiko, Irina;

    Such techniques of Natural Language Processing as information extraction and semantic text labelling had been widely utilised in recruitment sphere to decrease the labour and time resources needed to analyse CVs or labour market’s trends. However, the application of such techniques and establishing link between demand for the workforce and education providing organizations is yet to be established. In the current thesis the ideas on processing educational courses descriptions texts is provided in attempt to facilitate the information exchange between the needs of the labour market and skills supply from the educational establishments. In the literature review the analysis of the most recent methods in natural language processing methods is provided (Word2Vec, NER, Sentence Transformers) as well as commentary on their current implementations in labour market related spheres. In the empirical section state-of-the-art SBERT language model is applied to the collected open university courses’ descriptions in order to extract concrete skills from the and then the performance of the SBERT model is accessed through such metrics as precision, recall and f-score, yielding the F-score of 70.4%. As a result, an example of comparison between the skills supplies as identified by Finnish open universities educational courses and demand as identified by the job descriptions data is provided. In conclusion, research paper’s possible managerial applications and theoretical contribution are included.

    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/ LUTPubarrow_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/
    LUTPub
    2023
    Data sources: LUTPub
    0
    citations0
    popularityAverage
    influenceAverage
    impulseAverage
    BIP!Powered by BIP!
    more_vert
      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/ LUTPubarrow_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/
      LUTPub
      2023
      Data sources: LUTPub
  • 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: Vehola, Anni;

    Climate change, particularly through Arctic amplification, poses significant concerns for the preservation of cultural heritage sites in the Arctic region, with Svalbard’s cultural heritage objects highly vulnerable to the exacerbating natural hazards like permafrost degradation, landslides, and erosion. This thesis presents a comprehensive assessment of the risks associated with ten specific hazards affecting 260 cable car posts and other cultural heritage objects in the Longyearbyen area and Ny-Ålesund, which house the most valuable heritage collections in Svalbard. The study employs a multidisciplinary approach, combining literature analysis, geographical information analysis, PCCH-Arctic Risk Assessment data, and fieldwork. By incorporating climate change projections, the research evaluates the natural hazards and determines the level of risk faced by cultural heritage in Svalbard. The outcomes of this study include an updated and enhanced Risk Assessment and an interactive ArcGIS Online map that highlights the risks associated with each cultural heritage object and cable car line. The findings indicate that approximately 16% of the studied cultural heritage objects in Longyearbyen are exposed to a high level of total risk, primarily due to permafrost degradation, snow avalanches, and rockfalls. Notably, Line 1b of the cable car system exhibits the highest overall risk. This assessment identifies the most vulnerable cultural heritage objects and cable car lines, thereby providing valuable data for prioritizing safeguarding efforts and protecting Svalbard's heritage in the face of natural hazards and climate change. Ilmastonmuutos aiheuttaa merkittäviä huolenaiheita arktisen alueen, kuten Huippuvuorten kulttuuriperintökohteiden säilyttämiselle. Nämä kulttuuriperintökohteet ovat alttiita ilmastonmuutoksen vaikutuksesta voimistuville luonnonkatastrofeille, kuten ikiroudan sulamiselle, maanvyörymille ja eroosiolle. Tämä diplomityö tarkastelee kymmentä luonnonkatastrofia ja niiden aiheuttamaa riskiä yhteensä 260:een köysiratarakennelmaan ja muuhun kulttuuriperintökohteeseen Longyearbyenin alueella ja Ny-Ålesundissa, missä Huippuvuorten arvokkaimmat kulttuuriperintökokoelmat sijaitsevat. Tutkimuksessa käytetään monialaista lähestymistapaa, jossa yhdistetään kirjallisuusanalyysi, geoinformatiivinen analyysi, PCCH-Arctic riskiarvion aineisto ja kenttätyöskentelyn materiaali. Tutkimuksessa määritellään luonnonkatastrofien aiheuttama kulttuuriperintöön kohdistuva kokonaisriski. Tämän tutkimuksen tuloksia ovat päivitetty riskiarvio ja interaktiivinen ArcGIS Online -kartta, joka korostaa kuhunkin kulttuuriperintökohteeseen ja köysiratajärjestelmään liittyvät riskit. Löydökset osoittavat, että noin 16 % Longyearbyenin tutkituista kulttuuriperintökohteista on alttiina korkealle kokonaisriskille, mikä johtuu pääasiassa ikiroudan rappeutumisesta, lumivyöryistä ja kivivyöryistä. Köysiratajärjestelmistä, linjalla 1b on suurin kokonaisriski. Tämä arvio tunnistaa haavoittuvassa asemassa olevat kulttuuriperintökohteet ja köysilinjat, tarjoten arvokasta tietoa turvaavien toimien priorisoimiseksi luonnonuhkien ja ilmastonmuutoksen vaikutuksessa.

    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/ LUTPubarrow_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/
    LUTPub
    2023
    License: CC BY NC SA
    Data sources: LUTPub
    0
    citations0
    popularityAverage
    influenceAverage
    impulseAverage
    BIP!Powered by BIP!
    more_vert
      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/ LUTPubarrow_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/
      LUTPub
      2023
      License: CC BY NC SA
      Data sources: LUTPub
Powered by OpenAIRE graph
Advanced search in Research products
Research products
arrow_drop_down
Searching FieldsTerms
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The following results are related to Digital Humanities and Cultural Heritage. Are you interested to view more results? Visit OpenAIRE - Explore.
2 Research products
  • 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: Zheleiko, Irina;

    Such techniques of Natural Language Processing as information extraction and semantic text labelling had been widely utilised in recruitment sphere to decrease the labour and time resources needed to analyse CVs or labour market’s trends. However, the application of such techniques and establishing link between demand for the workforce and education providing organizations is yet to be established. In the current thesis the ideas on processing educational courses descriptions texts is provided in attempt to facilitate the information exchange between the needs of the labour market and skills supply from the educational establishments. In the literature review the analysis of the most recent methods in natural language processing methods is provided (Word2Vec, NER, Sentence Transformers) as well as commentary on their current implementations in labour market related spheres. In the empirical section state-of-the-art SBERT language model is applied to the collected open university courses’ descriptions in order to extract concrete skills from the and then the performance of the SBERT model is accessed through such metrics as precision, recall and f-score, yielding the F-score of 70.4%. As a result, an example of comparison between the skills supplies as identified by Finnish open universities educational courses and demand as identified by the job descriptions data is provided. In conclusion, research paper’s possible managerial applications and theoretical contribution are included.

    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/ LUTPubarrow_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/
    LUTPub
    2023
    Data sources: LUTPub
    0
    citations0
    popularityAverage
    influenceAverage
    impulseAverage
    BIP!Powered by BIP!
    more_vert
      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/ LUTPubarrow_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/
      LUTPub
      2023
      Data sources: LUTPub
  • 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: Vehola, Anni;

    Climate change, particularly through Arctic amplification, poses significant concerns for the preservation of cultural heritage sites in the Arctic region, with Svalbard’s cultural heritage objects highly vulnerable to the exacerbating natural hazards like permafrost degradation, landslides, and erosion. This thesis presents a comprehensive assessment of the risks associated with ten specific hazards affecting 260 cable car posts and other cultural heritage objects in the Longyearbyen area and Ny-Ålesund, which house the most valuable heritage collections in Svalbard. The study employs a multidisciplinary approach, combining literature analysis, geographical information analysis, PCCH-Arctic Risk Assessment data, and fieldwork. By incorporating climate change projections, the research evaluates the natural hazards and determines the level of risk faced by cultural heritage in Svalbard. The outcomes of this study include an updated and enhanced Risk Assessment and an interactive ArcGIS Online map that highlights the risks associated with each cultural heritage object and cable car line. The findings indicate that approximately 16% of the studied cultural heritage objects in Longyearbyen are exposed to a high level of total risk, primarily due to permafrost degradation, snow avalanches, and rockfalls. Notably, Line 1b of the cable car system exhibits the highest overall risk. This assessment identifies the most vulnerable cultural heritage objects and cable car lines, thereby providing valuable data for prioritizing safeguarding efforts and protecting Svalbard's heritage in the face of natural hazards and climate change. Ilmastonmuutos aiheuttaa merkittäviä huolenaiheita arktisen alueen, kuten Huippuvuorten kulttuuriperintökohteiden säilyttämiselle. Nämä kulttuuriperintökohteet ovat alttiita ilmastonmuutoksen vaikutuksesta voimistuville luonnonkatastrofeille, kuten ikiroudan sulamiselle, maanvyörymille ja eroosiolle. Tämä diplomityö tarkastelee kymmentä luonnonkatastrofia ja niiden aiheuttamaa riskiä yhteensä 260:een köysiratarakennelmaan ja muuhun kulttuuriperintökohteeseen Longyearbyenin alueella ja Ny-Ålesundissa, missä Huippuvuorten arvokkaimmat kulttuuriperintökokoelmat sijaitsevat. Tutkimuksessa käytetään monialaista lähestymistapaa, jossa yhdistetään kirjallisuusanalyysi, geoinformatiivinen analyysi, PCCH-Arctic riskiarvion aineisto ja kenttätyöskentelyn materiaali. Tutkimuksessa määritellään luonnonkatastrofien aiheuttama kulttuuriperintöön kohdistuva kokonaisriski. Tämän tutkimuksen tuloksia ovat päivitetty riskiarvio ja interaktiivinen ArcGIS Online -kartta, joka korostaa kuhunkin kulttuuriperintökohteeseen ja köysiratajärjestelmään liittyvät riskit. Löydökset osoittavat, että noin 16 % Longyearbyenin tutkituista kulttuuriperintökohteista on alttiina korkealle kokonaisriskille, mikä johtuu pääasiassa ikiroudan rappeutumisesta, lumivyöryistä ja kivivyöryistä. Köysiratajärjestelmistä, linjalla 1b on suurin kokonaisriski. Tämä arvio tunnistaa haavoittuvassa asemassa olevat kulttuuriperintökohteet ja köysilinjat, tarjoten arvokasta tietoa turvaavien toimien priorisoimiseksi luonnonuhkien ja ilmastonmuutoksen vaikutuksessa.

    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/ LUTPubarrow_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/
    LUTPub
    2023
    License: CC BY NC SA
    Data sources: LUTPub
    0
    citations0
    popularityAverage
    influenceAverage
    impulseAverage
    BIP!Powered by BIP!
    more_vert
      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/ LUTPubarrow_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/
      LUTPub
      2023
      License: CC BY NC SA
      Data sources: LUTPub
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