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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
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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/ 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: Suikkanen, Saku;

    In this work, the utilization of financial news alongside machine learning for predicting stock market movements is examined. The news are handled with various natural language processing methods for finding correlation between the derived attributes and stock market movements. The novelty of this work lies in the application of BNS and LDA methods as well as 2-word combinations alongside with LSTM neural network. The main point of the work is to examine the usefulness of the results achieved with the formerly mentioned methods and neural networks as well as comparing the results with market efficiency. In the research it was concluded that the models containing 2-word combinations derived with the BNS-method, produced differing results to those models, where the 2-word combinations were not used. However, the overall results followed random patterns and thus reliable results were not achieved. For achieving more reliable results, better approach could be predicting intraday stock market movements per Efficient Market hypothesis. Used datasets were possibly also too concise for the complexity of the problem. Tässä työssä tarkastellaan talousuutisten hyödyntämistä yhdessä koneoppimisen kanssa osakemarkkinoiden ennustamiseen. Uutisia käsitellään tietyillä luonnollisen kielen käsittelyn menetelmillä ja niistä pyritään löytämään korrelaatiota osakkeen liikkeiden kanssa. Työn uutuusarvona ovat BNS- ja LDA-menetelmien, sekä 2 sanan kombinaatioiden käyttö LSTM-neuroverkon yhteydessä. Työn pääasiallisena tavoitteena on tarkastella edellä mainittujen menetelmien ja neuroverkkojen yhdessä tuottamien tulosten hyödyllisyyttä ja niiden vertautumista markkinoiden tehokkuuteen. Tutkimuksessa selvisi, että mallit, jotka sisältävät BNS-menetelmällä johdettuja 2 sanan kombinaatioita, tuottavat poikkeavia tuloksia niihin malleihin verrattuna, joissa niitä ei käytetä. Tulokset kuitenkin noudattivat kaiken kaikkiaan satunnaista vaihtelua ja luotettavia tuloksia ei täten saatu. Tulosten parantamiseksi, parempi lähtökohta voisi olla päivän sisäisten vaihtelujen ennustaminen, markkinoiden tehokkuuden hypoteesin mukaisesti. Käytetyt tietoaineistot olivat myös mahdollisesti liian suppeat kompleksisuudeltaan vaativalle ongelmalle.

    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
    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/ 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
      2020
      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: Nieminen, Kirsi;

    Tämän kandidaatintyön tarkoituksena on perehtyä ydinaseiden kehitykseen ja ydinasevaltioihin. Ydinaseiden keksimiseen johtavat ensimmäiset fysiikan havainnot tehtiin 1900-luvun alussa. Tämä huipentui fission keksimiseen ennen toista maailmansotaa. Fission, sekä samoihin aikoihin löydetyn plutoniumin avulla ydinaseista tuli mahdollisia. Ydinaseisiin tarvittava korkearikasteinen uraani tuotetaan luonnonuraanista nykyään yleensä kaasusentrifugeilla ja plutonium tavallisilla ydinreaktoreilla. Ydinpommeja on kahta eri tyyppiä: fissio- ja vetypommit. Fissiopommeja on puolestaan kahta erilaista: tykkityyppinen ja imploosiotyyppinen ase. Tykkityyppisessä voidaan käyttää vain korkearikasteista uraania, mutta imploosiotyyppisessä voidaan käyttää myös plutoniumia. Vetypommissa hyödynnetään fission lisäksi myös fuusiota. Ydinasevaltioita on tällä hetkellä yhdeksän, joista neljä tuottaa edelleen fissiiliä materiaalia asekäyttöön. Yksi suurimmista ydinaseiden vähentymiseen johtavista tekijöistä oli kansainvälinen ydinsulkusopimus, jolla myös estetään uusien ydinasevaltioiden synty. Tällä hetkellä ydinaseita on vain kaksi kertaa käytetty sodassa ja onkin todennäköistä, että niiden olemassaolon takia ei ole ollut maailmanlaajuista sotaa. Koska ydinaseiden poisto vaatisi myös fissiilien materiaalien asetuoton lopettamista ja laajaa, sekä avointa kansainvälistä yhteistyötä, on todennäköistä, että sitä ei tapahdu lähivuosina tai edes -vuosikymmeninä.

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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/
    LUTPub
    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/ 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
      2019
      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: Kuismanen, Mikko;
    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
    2009
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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/ 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
      2009
      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: Korhonen, Satu;

    This doctoral study was conducted as an inquiry of the international entrepreneur in order to balance off the domination of firm-level studies and limited discussion of the individual as the initial driver in the international entrepreneurship phenomenon (IE). Two research questions guide the study: ‘How do individuals make sense of themselves as becoming and being international entrepreneurs?’ and ‘How to theorise of individuals becoming and being international entrepreneurs through a narrative approach?’. With a processual view of the phenomenon, this study embraces IE as a journey and approaches histories and sense-making of individuals through narrative inquiry, paying attention to the different efforts by which entrepreneurs (and researchers) contextualize—and constitute—the personal-level IE journeys. The qualitative dataset consists of interviews and historical data. Data analysis builds on ‘hermeneutic reasoning’, suggesting that meanings and implications of journeys individuals have undertaken can be better grasped after they have unfolded in time. The findings in the four publications construct the contribution of this article-based dissertation. Publications I, II and III embrace narrative sense-making as meaning structure to past actions and lived events and illuminate how the international entrepreneurial ‘self’ as an actor and agent in retrospect manifests individuals as the ‘autobiographical authors’ in regard to developmental, transitional and generational experiences and their meanings in becoming and being an international entrepreneur. They provide evidence of how the founders’ sense-making and identity work feed into the behavioural orientations and ‘bounded and boundaryless’ career journeys of becoming and being international. Publications I, III and IV are novel attempts to address empirically the social historic process in which IE is embedded and its significance for the individual. When analysed against the (inter)generational backdrop of individuals’ actions and life-events, we may trace how international entrepreneurs are the protagonists of their own generations and leaving a legacy to the next.

    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
    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/ 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
      2020
      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: Tynkkynen, Teemu;

    Android-ekosysteemi on erilaisille älylaitteille kehitetty avoimeen lähdekoodiin pohjautuva ekosysteemi, joka on rakennettu Linux -järjestelmäytimen ympärille. Se julkaistiin vuonna 2007, jonka jälkeen sitä on päivitetty säännöllisesti, ja se on laajentunut älypuhelimista muun muassa älykelloihin ja Internet of Things -laitteisiin. Vuonna 2017 se oli myydyin käyttöliittymä sekä älypuhelimien että taulutietokoneiden käyttöjärjestelmänä. Tässä työssä sille luotiin neljä erilaista tulevaisuudenskenaariota käyttäen yhdistettyä skenaariomenetelmää. Ensimmäisessä skenaariossa Android jatkaa nykyisellään markkinajohtajana. Toisessa skenaariossa Google korvaa Android-ekosysteemin toisella ekosysteemillä. Kolmannessa skenaariossa Google lopettaa Android-ekosysteemin tukemisen. Neljännessä skenaariossa Android-ekosysteemi kasvaa yleiskäyttöjärjestelmäksi. The Android ecosystem is an open-source ecosystem developed for various smart devices built around the Linux-kernel. It was released in 2007, after which it has been updated regularly, and has expanded from smartphones to smartwatches and Internet of Things devices, for example. In 2017, it was best-selling operating system, both smartphones and tablet PCs. In this work, four different future scenarios were created using the combined scenario method. In the first scenario, Android continues to be the market leader. In the second scenario, Google replaces the Android ecosystem with another ecosystem. In the third scenario, Google stops supporting the Android ecosystem. In the fourth scenario, the Android ecosystem is growing into a universal operating system.

    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
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    LUTPub
    2018
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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/ LUTPubarrow_drop_down
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      LUTPub
      2018
      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: Nieminen, Eero;

    Gadget-laitteet ovat nousseet merkittäväksi osaksi koko yhteiskuntaamme. Niistä on kuitenkin kirjoitettu vain vähän kattavia tutkimuksia laajemmassa mittakaavassa. Tämän työn tavoitteena on tutkia gadget-laitteiden historiaa, nykytilannetta, tulevaisuutta, sekä itse gadget-termin alkuperää ja merkitystä. Työn aluksi selvitetään termin merkitys, ja tämän pohjalta kuvataan laitteiden historiaa 1950-luvulta alkaen, aina nykypäivään ja lähitulevaisuuteen saakka. Gadgets have become an important element of our whole society. Still, there haven’t been many comprehensive studies done on them in a large scale. The goal of this thesis, is to study the history, present day and future of gadgets, and the origin and definition of the gadget term. The definition of the term is made at the start of the thesis and based on this, the history of gadgets is presented from the 1950s all the way to the modern day and the near future.

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    LUTPub
    2014
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      LUTPub
      2014
      Data sources: LUTPub
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    Authors: Sateila, Heikki;

    Dokumenttien, valokuvien, videon ja äänen digitoinnin rinnalle on syntynyt tarve digitoida kohteita kolmiulotteisesti. Kolmiulotteinen digitointi asettaa digitoinnille uusia haasteita, sillä kohteista on kerättävissä hyvin paljon dataa. Digitointia varten tarvitaan siis prosessi jossa määritellään mitä kohteesta tulee digitoida ja miten tämä tehdään, jotta työ pystytään tekemään järkevässä ajassa järkevin kustannuksin. Työssä tutkittiin kirjallisuustutkimuksen ja kolmen digitointikohteen kautta miten prosessi tulisi muodostaa. Lopputuloksena muotoutui prosessimalli, jossa vaiheittain toteutetaan erilaisten työryhmien kanssa digitointisuunnitelma, laitevalinnat sekä digitointityö. Prosessin avulla digitointihankkeen suunnittelu helpottuu ja kustannusten sekä projektin etenemisen esittely asiakkaalle on yksinkertaista. Documents, photographs, sound and video have been digitized for nearly two decades now, and the need to digitize varying objects in three dimensions has been developed. Three-dimensional digitization presents new challenges to the digitization processes. Targets contain a very large amount of data. Because of this a process to determine what and how to digitize is needed. The process needs to determine how the task in each project can be accomplished in a reasonable amount of time and effort. In this thesis, the problem was approached with literature study and case studies of three different digitization cases. As a result a process model for digitization planning was created, where digitization plan, equipment and digitization project will be defined in stages. With the model it will be simpler to evaluate the costs of the digitization project and easier to present the project to the customer.

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    2011
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      2011
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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: Vakkilainen, Esa;

    Recovery boilers are built all over the world. The roots of recovery technology are longer than the roots of recovery boilers. But it wasn’t until the invention of recovery boilers before the Second World War that the pulping technology was revolutionalized. This led to long development of essentially the same type of equipment, culminating into units that are largest biofuel boilers in the world. Early recovery technology concentrated on chemical recovery as chemicals cost money and if one could recycle these chemicals then the profitability of pulp manufacture would improve. For pulp mills the significance of electricity generation from the recovery boiler was for long secondary. The most important design criterion for the recovery boiler was a high availability. The electricity generation in recovery boiler process can be increased by elevated main steam pressure and temperature or by higher black liquor dry solids as well as improving its steam cycle. This has been done in the modern Scandinavian units. Post-print / final draft

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    2014
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      2014
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    Authors: Riabchenko, Alisa;

    The changes in the labor market accompanied by digitalization have influenced the approaches used for recruitment purposes. The development of machine learning and, specifically, natural language processing allowed new services for automated resume screening to appear. These services aim to reduce the time that HR specialists dedicate to sorting out unsuitable candidates, thus saving the costs per hire. This master thesis provides an analysis of the possible approach for matching CVs to JDs based on the taxonomy of competencies. In the literature review, there are the description and comparison of the different ontologies and taxonomies, and the analysis of the previous research performed in vacancy–CV matching provided. In the methodology part, there are the concepts of natural language processing and information extraction described, and the Sentence Transformer model and named entity recognition explained. Besides, evaluation approaches for taxonomy enrichment and vacancy–CV matching are suggested. In the solution development part, the described concepts and models are applied to the JDs and CVs data to perform taxonomy enrichment and matching tasks. The assessment of the matching algorithm performance based on the expert’s evaluation is presented. Based on the results obtained, the potential usage of the research and possible limitations are discussed.

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    2022
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      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/
    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.

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    2023
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      2023
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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: Suikkanen, Saku;

    In this work, the utilization of financial news alongside machine learning for predicting stock market movements is examined. The news are handled with various natural language processing methods for finding correlation between the derived attributes and stock market movements. The novelty of this work lies in the application of BNS and LDA methods as well as 2-word combinations alongside with LSTM neural network. The main point of the work is to examine the usefulness of the results achieved with the formerly mentioned methods and neural networks as well as comparing the results with market efficiency. In the research it was concluded that the models containing 2-word combinations derived with the BNS-method, produced differing results to those models, where the 2-word combinations were not used. However, the overall results followed random patterns and thus reliable results were not achieved. For achieving more reliable results, better approach could be predicting intraday stock market movements per Efficient Market hypothesis. Used datasets were possibly also too concise for the complexity of the problem. Tässä työssä tarkastellaan talousuutisten hyödyntämistä yhdessä koneoppimisen kanssa osakemarkkinoiden ennustamiseen. Uutisia käsitellään tietyillä luonnollisen kielen käsittelyn menetelmillä ja niistä pyritään löytämään korrelaatiota osakkeen liikkeiden kanssa. Työn uutuusarvona ovat BNS- ja LDA-menetelmien, sekä 2 sanan kombinaatioiden käyttö LSTM-neuroverkon yhteydessä. Työn pääasiallisena tavoitteena on tarkastella edellä mainittujen menetelmien ja neuroverkkojen yhdessä tuottamien tulosten hyödyllisyyttä ja niiden vertautumista markkinoiden tehokkuuteen. Tutkimuksessa selvisi, että mallit, jotka sisältävät BNS-menetelmällä johdettuja 2 sanan kombinaatioita, tuottavat poikkeavia tuloksia niihin malleihin verrattuna, joissa niitä ei käytetä. Tulokset kuitenkin noudattivat kaiken kaikkiaan satunnaista vaihtelua ja luotettavia tuloksia ei täten saatu. Tulosten parantamiseksi, parempi lähtökohta voisi olla päivän sisäisten vaihtelujen ennustaminen, markkinoiden tehokkuuden hypoteesin mukaisesti. Käytetyt tietoaineistot olivat myös mahdollisesti liian suppeat kompleksisuudeltaan vaativalle ongelmalle.

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    2020
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      2020
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    Authors: Nieminen, Kirsi;

    Tämän kandidaatintyön tarkoituksena on perehtyä ydinaseiden kehitykseen ja ydinasevaltioihin. Ydinaseiden keksimiseen johtavat ensimmäiset fysiikan havainnot tehtiin 1900-luvun alussa. Tämä huipentui fission keksimiseen ennen toista maailmansotaa. Fission, sekä samoihin aikoihin löydetyn plutoniumin avulla ydinaseista tuli mahdollisia. Ydinaseisiin tarvittava korkearikasteinen uraani tuotetaan luonnonuraanista nykyään yleensä kaasusentrifugeilla ja plutonium tavallisilla ydinreaktoreilla. Ydinpommeja on kahta eri tyyppiä: fissio- ja vetypommit. Fissiopommeja on puolestaan kahta erilaista: tykkityyppinen ja imploosiotyyppinen ase. Tykkityyppisessä voidaan käyttää vain korkearikasteista uraania, mutta imploosiotyyppisessä voidaan käyttää myös plutoniumia. Vetypommissa hyödynnetään fission lisäksi myös fuusiota. Ydinasevaltioita on tällä hetkellä yhdeksän, joista neljä tuottaa edelleen fissiiliä materiaalia asekäyttöön. Yksi suurimmista ydinaseiden vähentymiseen johtavista tekijöistä oli kansainvälinen ydinsulkusopimus, jolla myös estetään uusien ydinasevaltioiden synty. Tällä hetkellä ydinaseita on vain kaksi kertaa käytetty sodassa ja onkin todennäköistä, että niiden olemassaolon takia ei ole ollut maailmanlaajuista sotaa. Koska ydinaseiden poisto vaatisi myös fissiilien materiaalien asetuoton lopettamista ja laajaa, sekä avointa kansainvälistä yhteistyötä, on todennäköistä, että sitä ei tapahdu lähivuosina tai edes -vuosikymmeninä.

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    2019
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      2019
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    Authors: Kuismanen, Mikko;
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    LUTPub
    2009
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      2009
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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: Korhonen, Satu;

    This doctoral study was conducted as an inquiry of the international entrepreneur in order to balance off the domination of firm-level studies and limited discussion of the individual as the initial driver in the international entrepreneurship phenomenon (IE). Two research questions guide the study: ‘How do individuals make sense of themselves as becoming and being international entrepreneurs?’ and ‘How to theorise of individuals becoming and being international entrepreneurs through a narrative approach?’. With a processual view of the phenomenon, this study embraces IE as a journey and approaches histories and sense-making of individuals through narrative inquiry, paying attention to the different efforts by which entrepreneurs (and researchers) contextualize—and constitute—the personal-level IE journeys. The qualitative dataset consists of interviews and historical data. Data analysis builds on ‘hermeneutic reasoning’, suggesting that meanings and implications of journeys individuals have undertaken can be better grasped after they have unfolded in time. The findings in the four publications construct the contribution of this article-based dissertation. Publications I, II and III embrace narrative sense-making as meaning structure to past actions and lived events and illuminate how the international entrepreneurial ‘self’ as an actor and agent in retrospect manifests individuals as the ‘autobiographical authors’ in regard to developmental, transitional and generational experiences and their meanings in becoming and being an international entrepreneur. They provide evidence of how the founders’ sense-making and identity work feed into the behavioural orientations and ‘bounded and boundaryless’ career journeys of becoming and being international. Publications I, III and IV are novel attempts to address empirically the social historic process in which IE is embedded and its significance for the individual. When analysed against the (inter)generational backdrop of individuals’ actions and life-events, we may trace how international entrepreneurs are the protagonists of their own generations and leaving a legacy to the next.

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      2020
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    Authors: Tynkkynen, Teemu;

    Android-ekosysteemi on erilaisille älylaitteille kehitetty avoimeen lähdekoodiin pohjautuva ekosysteemi, joka on rakennettu Linux -järjestelmäytimen ympärille. Se julkaistiin vuonna 2007, jonka jälkeen sitä on päivitetty säännöllisesti, ja se on laajentunut älypuhelimista muun muassa älykelloihin ja Internet of Things -laitteisiin. Vuonna 2017 se oli myydyin käyttöliittymä sekä älypuhelimien että taulutietokoneiden käyttöjärjestelmänä. Tässä työssä sille luotiin neljä erilaista tulevaisuudenskenaariota käyttäen yhdistettyä skenaariomenetelmää. Ensimmäisessä skenaariossa Android jatkaa nykyisellään markkinajohtajana. Toisessa skenaariossa Google korvaa Android-ekosysteemin toisella ekosysteemillä. Kolmannessa skenaariossa Google lopettaa Android-ekosysteemin tukemisen. Neljännessä skenaariossa Android-ekosysteemi kasvaa yleiskäyttöjärjestelmäksi. The Android ecosystem is an open-source ecosystem developed for various smart devices built around the Linux-kernel. It was released in 2007, after which it has been updated regularly, and has expanded from smartphones to smartwatches and Internet of Things devices, for example. In 2017, it was best-selling operating system, both smartphones and tablet PCs. In this work, four different future scenarios were created using the combined scenario method. In the first scenario, Android continues to be the market leader. In the second scenario, Google replaces the Android ecosystem with another ecosystem. In the third scenario, Google stops supporting the Android ecosystem. In the fourth scenario, the Android ecosystem is growing into a universal operating system.

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    LUTPub
    2018
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      LUTPub
      2018
      Data sources: LUTPub
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    Authors: Nieminen, Eero;

    Gadget-laitteet ovat nousseet merkittäväksi osaksi koko yhteiskuntaamme. Niistä on kuitenkin kirjoitettu vain vähän kattavia tutkimuksia laajemmassa mittakaavassa. Tämän työn tavoitteena on tutkia gadget-laitteiden historiaa, nykytilannetta, tulevaisuutta, sekä itse gadget-termin alkuperää ja merkitystä. Työn aluksi selvitetään termin merkitys, ja tämän pohjalta kuvataan laitteiden historiaa 1950-luvulta alkaen, aina nykypäivään ja lähitulevaisuuteen saakka. Gadgets have become an important element of our whole society. Still, there haven’t been many comprehensive studies done on them in a large scale. The goal of this thesis, is to study the history, present day and future of gadgets, and the origin and definition of the gadget term. The definition of the term is made at the start of the thesis and based on this, the history of gadgets is presented from the 1950s all the way to the modern day and the near future.

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    LUTPub
    2014
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      LUTPub
      2014
      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: Sateila, Heikki;

    Dokumenttien, valokuvien, videon ja äänen digitoinnin rinnalle on syntynyt tarve digitoida kohteita kolmiulotteisesti. Kolmiulotteinen digitointi asettaa digitoinnille uusia haasteita, sillä kohteista on kerättävissä hyvin paljon dataa. Digitointia varten tarvitaan siis prosessi jossa määritellään mitä kohteesta tulee digitoida ja miten tämä tehdään, jotta työ pystytään tekemään järkevässä ajassa järkevin kustannuksin. Työssä tutkittiin kirjallisuustutkimuksen ja kolmen digitointikohteen kautta miten prosessi tulisi muodostaa. Lopputuloksena muotoutui prosessimalli, jossa vaiheittain toteutetaan erilaisten työryhmien kanssa digitointisuunnitelma, laitevalinnat sekä digitointityö. Prosessin avulla digitointihankkeen suunnittelu helpottuu ja kustannusten sekä projektin etenemisen esittely asiakkaalle on yksinkertaista. Documents, photographs, sound and video have been digitized for nearly two decades now, and the need to digitize varying objects in three dimensions has been developed. Three-dimensional digitization presents new challenges to the digitization processes. Targets contain a very large amount of data. Because of this a process to determine what and how to digitize is needed. The process needs to determine how the task in each project can be accomplished in a reasonable amount of time and effort. In this thesis, the problem was approached with literature study and case studies of three different digitization cases. As a result a process model for digitization planning was created, where digitization plan, equipment and digitization project will be defined in stages. With the model it will be simpler to evaluate the costs of the digitization project and easier to present the project to the customer.

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    LUTPub
    2011
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      LUTPub
      2011
      Data sources: LUTPub
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    Authors: Vakkilainen, Esa;

    Recovery boilers are built all over the world. The roots of recovery technology are longer than the roots of recovery boilers. But it wasn’t until the invention of recovery boilers before the Second World War that the pulping technology was revolutionalized. This led to long development of essentially the same type of equipment, culminating into units that are largest biofuel boilers in the world. Early recovery technology concentrated on chemical recovery as chemicals cost money and if one could recycle these chemicals then the profitability of pulp manufacture would improve. For pulp mills the significance of electricity generation from the recovery boiler was for long secondary. The most important design criterion for the recovery boiler was a high availability. The electricity generation in recovery boiler process can be increased by elevated main steam pressure and temperature or by higher black liquor dry solids as well as improving its steam cycle. This has been done in the modern Scandinavian units. Post-print / final draft

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    LUTPub
    2014
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      LUTPub
      2014
      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: Riabchenko, Alisa;

    The changes in the labor market accompanied by digitalization have influenced the approaches used for recruitment purposes. The development of machine learning and, specifically, natural language processing allowed new services for automated resume screening to appear. These services aim to reduce the time that HR specialists dedicate to sorting out unsuitable candidates, thus saving the costs per hire. This master thesis provides an analysis of the possible approach for matching CVs to JDs based on the taxonomy of competencies. In the literature review, there are the description and comparison of the different ontologies and taxonomies, and the analysis of the previous research performed in vacancy–CV matching provided. In the methodology part, there are the concepts of natural language processing and information extraction described, and the Sentence Transformer model and named entity recognition explained. Besides, evaluation approaches for taxonomy enrichment and vacancy–CV matching are suggested. In the solution development part, the described concepts and models are applied to the JDs and CVs data to perform taxonomy enrichment and matching tasks. The assessment of the matching algorithm performance based on the expert’s evaluation is presented. Based on the results obtained, the potential usage of the research and possible limitations are discussed.

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    LUTPub
    2022
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      LUTPub
      2022
      Data sources: LUTPub