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Latest 100 publications

Latest 100 publications

    Academic journal articles

    2018

    Aldrin, Magne Tommy; Jansen, Peder A; Stryhn, Henrik. A partly stage-structured model for the abundance of salmon lice in salmonid farms. Epidemics (ISSN 1755-4365). pp 1-14. doi: 10.1016/j.epidem.2018.08.001. 2018.

    Bai, Aleksander; Mork, Heidi Camilla; Stray, Viktoria. How Agile Teams Regard and Practice Universal Design During Software Development. Studies in Health Technology and Informatics (ISSN 0926-9630). 256 pp 171-184. 2018.

    Bai, Aleksander; Fuglerud, Kristin Skeide; Skjerve, Rannveig Alette; Halbach, Till. Categorization and Comparison of Accessibility Testing Methods for Software Development. Studies in Health Technology and Informatics (ISSN 0926-9630). 256 pp 821-831. 2018.

    Bai, Aleksander; Fuglerud, Kristin Skeide. Method for Semi-Automated Evaluation of User Experience Using Brain Activity. Studies in Health Technology and Informatics (ISSN 0926-9630). 256 pp 811-820. 2018.

    Helgebostad, Kristian; Landrø, Martin; Vinje, Vetle; Nilsen, Carl-Inge Colombo. Estimating source signatures from source-over-spread marine seismic data. Geophysics (ISSN 0016-8033). 83 pp P53. 2018.

    Holden, Lars; Boudko, Svetlana. Historical Population Register of Norway. Journal of Migration History (ISSN 2351-9916). 2018.

    Kampffmeyer, Michael C.; Salberg, Arnt Børre; Jenssen, Robert. Urban land cover classification with missing data modalities using deep convolutional neural networks. IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing (ISSN 1939-1404). 11(6) pp 1758-1768. doi: 10.1109/JSTARS.2018.2834961. 2018.

    Kampffmeyer, Michael C.; Løkse, Sigurd; Bianchi, Filippo Maria; Jenssen, Robert; Livi, Lorenzo. The deep kernelized autoencoder. Applied Soft Computing (ISSN 1568-4946). 71 pp 816-825. doi: 10.1016/j.asoc.2018.07.029. 2018.

    Leister, Wolfgang; Tjøstheim, Ingvar; Norseng, Per G; Joryd, Göran; Bagle, Eyvind; Sletten, Heidi Thöni. Digital Storytelling and Engagement in Exhibitions about Shipping. Norsk museumstidsskrift (ISSN 2464-2525). 4(2) pp 50-72. doi: 10.18261/issn.2464-2525-2018-02-02. 2018. Full-text 

    Lund, Eiliv; Nakamura, Aurelie; Snapkov, Igor; Thalabard, Jean-Christophe; Olsen, Karina Standahl; Holden, Lars; Holden, Marit. Each pregnancy linearly changes immune gene expression in the blood of healthy women compared with breast cancer patients. Clinical Epidemiology (ISSN 1179-1349). doi: 10.2147/CLEP.S163208. 2018.

    Salberg, Arnt Børre; Larsen, Siri Øyen. Classification of Ocean Surface Slicks in Simulated Hybrid-Polarimetric SAR Data. IEEE Transactions on Geoscience and Remote Sensing (ISSN 0196-2892). 56(12) pp 7062-7073. doi: 10.1109/TGRS.2018.2847724. 2018.

    Sikorski, Krzysztof; Mehta, Adi; Inngjerdingen, Marit; Thakor, Flourina Kumar; Kling, Simon; Kalina, Tomas; Nyman, Tuula Anneli; Stensland, Maria; Zhou, Wei; De Souza, Gustavo Antonio; Holden, Lars; Stuchly, Jan; Templin, Markus; Lund-Johansen, Fridtjof. A high-throughput pipeline for validation of antibodies. Nature Methods (ISSN 1548-7091). 15(11) pp 909-912. doi: 10.1038/s41592-018-0179-8. 2018.

    Thorarinsdottir, Thordis Linda; Hellton, Kristoffer Herland; Steinbakk, Gunnhildur Högnadóttir; Schlichting, Lena; Engeland, Kolbjørn. Bayesian regional flood frequency analysis for large catchments. Water Resources Research (ISSN 0043-1397). 54(9) pp 6929-6947. doi: 10.1029/2017WR022460. 2018.

    Trier, Øivind Due; Cowley, David C.; Waldeland, Anders U.. Using deep neural networks on airborne laser scanning data: results from a case study of semi-automatic mapping of archaeological topography on Arran, Scotland. Archaeological Prospection (ISSN 1075-2196). doi: 10.1002/arp.1731. 2018.

    Tvete, Ingunn Fride; Bjørner, Trine; Skomedal, Tor. Mental Health and Disability Pension Onset Changes in Consumption of Antianxiety and Hypnotic Drugs. Health Services Research and Managerial Epidemiology (ISSN 2333-3928). 5 doi: 10.1177/2333392818792683. 2018.

    Academic chapters

    2018

    Abrahamsen, Petter; Kvernelv, Vegard Berg; Barker, Daniel Martin L. Simulation of Gaussian Random Fields Using the Fast Fourier Transform (FFT). In: ECMOR XVI - 16th European Conference on the Mathematics of Oil Recovery, 3–6 September 2018, Barcelona, Spain. (ISBN 978-94-6282-260-3). doi: 10.3997/2214-4609.201802134. 2018.

    Boudko, Svetlana; Abie, Habtamu. An evolutionary game for integrity attacks and defences for advanced metering infrastructure. In: Proceedings of the 12th European Conference on Software Architecture: Companion Proceedings. (ISBN 978-1-4503-6483-6). 2018.

    Eskeland, Sigurd. Temporal anonymity in the AMS scenario without a TTP. In: Proceedings of the 12th European Conference on Software Architecture: Companion Proceedings. (ISBN 978-1-4503-6483-6). doi: 10.1145/3241403.3241462. 2018. Full-text 

    Fuglerud, Kristin Skeide; Solheim, Ivar. The use of social robots for supporting language training of children. In: Transforming our World Through Design, Diversity and Education: Proceedings of Universal Design and Higher Education in Transformation Congress 2018. (ISBN 978-1-61499-923-2). pp 401-408. doi: 10.3233/978-1-61499-923-2-401. 2018. Full-text 

    Fuglerud, Kristin Skeide; Chan, Richard; Sørli, Hilde Tuhus. Studying older people with visual impairments using mainstream smartphones with the aid of the Ezismart keypad and apps. In: Transforming our World Through Design, Diversity and Education: Proceedings of Universal Design and Higher Education in Transformation Congress 2018. (ISBN 978-1-61499-923-2). pp 802-810. doi: 10.3233/978-1-61499-923-2-802. 2018. Full-text 

    Halbach, Till; Solheim, Ivar. Gamified Micro-Learning for Increased Motivation: An Exploratory Study. In: Proceedings of the 15th International Conference on Cognition and Exploratory Learning in the Digital Age (CELDA). (ISBN 978-989-8533-81-4). pp 271-279. 2018.

    Halbach, Till; Solheim, Ivar; Ytrehus, Siri; Schulz, Trenton Wade. A Mobile Application for Supporting Dementia Relatives: A Case Study. In: Transforming our World Through Design, Diversity and Education: Proceedings of Universal Design and Higher Education in Transformation Congress 2018. (ISBN 978-1-61499-923-2). 2018.

    Kermit, Martin Andreas; Hamar, Jarle Bauck; Trier, Øivind Due. Towards a national infrastructure for semi-automatic mapping of cultural heritage in Norway. In: Oceans of data. Proceedings of the 44th Annual Conference on Computer Applications and Quantitative Methods in Archaeology. (ISBN 9781784917302). pp 159-172. 2018. Full-text 

    Lison, Pierre; Tiedemann, Jörg; Kouylekov, Milen. OpenSubtitles 2018: Statistical rescoring of sentence alignments in large, noisy parallel corpora. In: Proceedings of the Eleventh International Conference on Language Resources and Evaluation. (ISBN 979-10-95546-00-9). pp 1742-1748. 2018. Data  Full-text 

    Lison, Pierre; Dogruöz, A. Seza. Detecting Machine-translated Documents in Large Parallel Corpora. In: 11th Workshop on Building and Using Comparable Corpora (BUCC 2018). (ISBN 979-10-95546-07-8). pp 25-32. 2018. Data  Full-text 

    Academic lectures

    2018

    Abie, Habtamu. Cyber-physical critical infrastructure protection: the FINSEC integrated, predictive and collaborative approach. Workshop, MeSSa 2018 - 5th International Workshop on Measurability of Security in Software Architectures, in conjunction with The 12th European Conference on Software Architecture (ECSA 2018); Madrid, 24.09.2018 - 28.09.2018.

    Aker, Eyvind; Kjønsberg, Heidi; Røe, Per; Kjøsnes, Øyvind. Probabilistic inversion into lithology and fluid classes in the North Sea – Comparison of one- and two-step approach. Konferanse, EAGE Annual 80th Conference and Exhibition; København, 11.06.2018 - 14.06.2018.

    Ervik, Åsmund; Aursand, Peder; Gjennestad, Magnus Aashammer; Aursand, Eskil; Hammer, Morten; Wilhelmsen, Øivind. Using the Spinodal of Single- and Multi-Component Fluids in the Development and Evaluation of Modern Equations of State. Konferanse, Twentieth Symposium of Thermophysical Properties; Boulder, Colorado, 24.06.2018 - 29.06.2018.

    Fritsch, Lothar; Tjøstheim, Ingvar; Kitkowska, Agnieszka. I’m Not That Old Yet! The Elderly and Us in HCI and Assistive Technology. Konferanse, Workshop at the 20th International Conference on Human-Computer Interaction with Mobile Devices and Services (MobileHCI) 2018; Barcelona, 03.09.2018.

    Goodwin, Håvard; Røe, Per. Fault Uncertainty Modelling. Seminar, Challenges related to Fault Modelling Workflows; Stavanger, 20.06.2018.

    Guttorp, Peter; Thorarinsdottir, Thordis Linda; Albert-Green, Alisha. Using nerve fibre data as a statistical laboratory. Workshop, 9th Smögen Workshop, 13.08.2018 - 16.08.2018.

    Halbach, Till. Universal Design for Informal Learning. Workshop, NordiCHI, 29.09.2018.

    Halbach, Till; Solheim, Ivar. Gamified Micro-Learning for Increased Motivation: An Exploratory Study. Konferanse, CELDA-2018; Budapest, 21.10.2018 - 23.10.2018.

    Halbach, Till; Solheim, Ivar; Ytrehus, Siri; Schulz, Trenton Wade. A Mobile Application for Supporting Dementia Relatives: A Case Study. Konferanse, UD&HEIT-2018; Dublin, 30.10.2018 - 02.11.2018.

    Heinrich, Claudio Constantin. Statistical post-processing of sea surface temperature forecasts. Workshop, METMA IX; Montpellier, 13.06.2018 - 15.06.2018.

    Heinrich, Claudio Constantin. Statistical post-processing of sea surface temperature forecasts. Konferanse, 13th German Probability and Statistics Days; University of Freiburg, 27.02.2018 - 02.03.2018.

    Heinrich, Claudio Constantin. Statistical post-processing of sea surface temperature forecasts. Gjesteforelesning, HITS seminar, 23.07.2018.

    Leister, Wolfgang; Tjøstheim, Ingvar. Which Generation Shows the Most Prudent Data Sharing Behaviour? Konferanse, Amsterdam Privacy Conference APC2018; Amsterdam, 05.10.2018 - 08.10.2018. Full-text 

    Lison, Pierre. Modélisation du dialogue : systèmes de dialogue parlé et corpus multilingues. Seminar, CENTAL Seminar; Universitetet i Louvain, 04.05.2018.

    Lison, Pierre. Detecting Machine-translated Subtitles in Large Parallel Corpora. Workshop, 11th Workshop on Building and Using Comparable Corpora (BUCC 2018); Miyazaki, 07.05.2018.

    Salberg, Arnt Børre. Experiences from 5 years of using deep learning within Earth observation. Gjesteforelesning, Phi-lab Seminar; ESRIN, Roma, 08.11.2018.

    Salberg, Arnt Børre. Panel discussion: Generalization and transferability in Deep Learning. Workshop, Northern Lights Deep Learning Workshop 2018; Tromsø, 10.01.2018 - 11.01.2018.

    Salberg, Arnt Børre. Maskinlæring og jordobservasjon. Workshop, Fjernmåling i miljøovervåking og kartlegging; Oslo, 30.11.2018.

    Thorarinsdottir, Thordis Linda; Heinrich, Claudio Constantin; Lenkoski, Alex; Kolstad, Erik Wilhelm; Paasche, Øyvind. Varsling av vær og klima i maskinlæringens tid. Hvor gode kan sesongvarslene bli? Seminar, Kraftverkshydrologi og miljøforhold, 20.11.2018 - 21.11.2018.

    Thorarinsdottir, Thordis Linda. Does Bayes beat squinting? Bayesian modelling of cluster point process models. Gjesteforelesning, RSS Highland Group - St Andrews meeting; St Andrews, 18.04.2018.

    Thorarinsdottir, Thordis Linda. Point processes: Models vs. inference. Konferanse, METMA IX; Montpellier, 13.06.2018 - 15.06.2018.

    Thorarinsdottir, Thordis Linda. Bayesian modelling of cluster point process models. Konferanse, ISBA 2018; Edinburgh, 27.06.2018.

    Thorarinsdottir, Thordis Linda; Lenkoski, Alex; Hellton, Kristoffer Herland; Steinbakk, Gunnhildur Högnadóttir; Dyrrdal, Anita Verpe; Stordal, Frode; Schlichting, Lena; Engeland, Kolbjørn. On developing general and efficient inference algorithms for complicated hierarchical models. Konferanse, 13th German Probability and Statistics Days; Freiburg, 28.02.2018.

    Thorarinsdottir, Thordis Linda; Hellton, Kristoffer Herland; Steinbakk, Gunnhildur Högnadóttir; Schlichting, Lena; Engeland, Kolbjørn. Statistical estimation of extreme floods. Konferanse, Extremes 2018; Hannover, 18.03.2018.

    Tjøstheim, Ingvar. Is there (a) room for privacy. Konferanse, Annual meeting - IACAP2018; The Staszic Palace, the Polish Academy of Science, Warsaw, 21.06.2018 - 23.06.2018.

    Tjøstheim, Ingvar; Fritsch, Lothar. Similar Information Privacy Behavior in 60-65s vs. 50-59ers - Findings From A European Survey on The Elderly. Konferanse, workshop at the 20th International Conference on Human-Computer Interaction with Mobile Devices and Services (MobileHCI) 2018; Barcelona, 03.09.2018.

    Waldeland, Anders U.; Salberg, Arnt Børre; Marin, Alessandro. AI4EO Challenges in the context of the Great Green Wall Initiative. Konferanse, The ESA Earth Observation Phi-week; ESRIN, Roma, 12.11.2018 - 16.11.2018.

    Scientific lectures

    2018

    Aas, Kjersti. Big Data og maskinlæring i finans og forsikring. Seminar, Forsikringsseminaret ved Matematisk institutt 2018; Oslo, 25.09.2018.

    Aas, Kjersti. Credit Scoring using Deep Learning. Konferanse, AIM2 North; Oslo, 07.11.2018.

    Boudko, Svetlana; Abie, Habtamu. An Evolutionary Game for Integrity Attacks and Defences for Advanced Metering Infrastructure. Konferanse, MeSSa 2018 – 5th International Workshop on Measurability of Security in Software Architectures; Madrid, 24.09.2018.

    Boudko, Svetlana; Abie, Habtamu. Applying Evolutionary Game Theory for Integrity Attacks and Defences for Advanced Metering Infrastructure. Seminar, UIO, IFI, Networks and Distributed Systems; Oslo, 13.09.2018.

    Eikvil, Line; Holden, Lars. Bruk av Deep learning and Big Data i Mammografiprogrammet. Seminar, Mammografiprogrammet - 2. Drammensmøte; Drammen, 30.08.2018 - 31.08.2018.

    Günther, Clara-Cecilie; Holden, Marit. Advising in a research institute: Challenges and lessons learned. Konferanse, ADVICE 2018, 10.11.2018 - 11.11.2018.

    Holden, Lars. Historisk befolkningsregister og bioinformatikk. Seminar, Bioinformatikkseminar; Blindern, 16.10.2018.

    Leister, Wolfgang. Workflow-Assisted Services for Pre-Hospital Care. Workshop, Workshop Prehospital beslutningsstøtte; Gjøvik, 10.09.2018.

    Løland, Anders; Jullum, Martin; Huseby, Ragnar Bang. Detecting money laundering transactions – two stories. Konferanse, DNB Data Summit 2018; Oslo, 30.11.2018.

    Løland, Anders. Why artificial intelligence struggles in the real world. Konferanse, Technology Summit Kongsberg; Kongsberg, 08.11.2018 - 09.11.2018.

    Løland, Anders. Samfunnsnytte eller personvern? Workshop, Forum for AI/data science i offentlig sektor; Oslo, 26.11.2018.

    Teigland, André. Bridging the gap between research and industry - experiences and practical tools. Seminar, Akers Solutions Innovation Week; Tranby, 04.12.2018.

    Waldeland, Anders U.. Seismic interpretation with deep learning. Annet, EAGE E-Lecture; https://www.youtube.com/watch?v=lm85Ap4OstM, 25.09.2018.

    Posters at scientific conferences

    2018

    Heinrich, Claudio Constantin. Post-Processing sea surface temperature forecasts. European Geosciences Union General Assembly 2018, 08.04.2018 - 13.04.2018.

    Liu, Qinghui; Salberg, Arnt Børre; Jenssen, Robert. A COMPARISON OF DEEP LEARNING ARCHITECTURES FOR SEMANTIC MAPPING OF VERY HIGH RESOLUTION IMAGES. 2018 International Geoscience and Remote Sensing Symposium; Valencia, 22.07.2018 - 27.07.2018.

    Doctoral dissertations

    2018

    Habib, Kashif. Context-Aware Adaptive Authentication for the IoT in eHealth. Gjøvik: NTNU Doktoravhandlinger ved NTNU (ISSN 1503-8181). (2018.336). pp 205. 2018.

    Waldeland, Anders U.. Seismic image analysis for applications related to iterative 3D velocity model building. : Unipub UiO . pp 128. 2018.

    Reports

    2018

    Albert-Green, Alisha; Guttorp, Peter; Thorarinsdottir, Thordis Linda. Does Bayes beat squinting? Estimating unobserved aspects of a spatial cluster process. Norsk Regnesentral, . NR-notat SAMBA/05/18. pp 18. 2018. Full-text 

    Eikvil, Line; Holden, Marit. Deep learning for ultrasound images. Norsk Regensentral, . NR-notat SAMBA/24/18. pp 92. 2018.

    Eskeland, Sigurd; Skomedal, Åsmund. IoTSec D4.3.1: AMI Security Analysis. Norsk Regnesentral, Oslo. pp 24. 2018. Full-text 

    Jullum, Martin; Thorarinsdottir, Thordis Linda; Bachl, Fabian. Estimating seal pup production in the Greenland Sea using Bayesian hierarchical modeling. Norsk Regnesentral, . NR-notat SAMBA/04/18. pp 25. 2018. Full-text 

    Neef, Linda Reiersølmoen; Aas, Kjersti. Statistisk modell for forsikringsrisiko. Norsk Regnesentral, . NR-notat SAMBA/25/18. pp 35. 2018.

    Steinbakk, Gunnhildur Högnadóttir. July 2017 - July 2018: Validation of property value estimates. Housing cooperative shares. Norsk Regnesentral, . NR-notat SAMBA/15/18. pp 22. 2018.

    Steinbakk, Gunnhildur Högnadóttir. July 2017 - July 2018: Validation of property value estimates. Norsk Regnesentral, . NR-notat SAMBA/14/18. pp 38. 2018.

    Steinbakk, Gunnhildur Högnadóttir. July 2017 - July 2018: Validation of the Limited Information Method. Norsk Regnesentral, . NR-notat SAMBA/16/18. pp 23. 2018.

    Steinbakk, Gunnhildur Högnadóttir. July 2017 - July 2018: Validation of Limited Information Method. Housing cooperative shares. Norsk Regnesentral, . NR-notat SAMBA/17/18. pp 20. 2018.

    Steinbakk, Gunnhildur Högnadóttir. June 2017 - May 2018. Validation of property value estimates. Houses. Norsk Regnesentral, . NR-notat SAMBA/22/18. pp 16. 2018.

    Steinbakk, Gunnhildur Högnadóttir. June 2017 - May 2018. Validation of property value estimates. Housing cooperative shares. Norsk Regnesentral, . NR-notat SAMBA/23/18. pp 16. 2018.

    Steinbakk, Gunnhildur Högnadóttir. July 2017 - July 2018: Validation of property value estimates. Second home market. Norsk Regnesentral, . NR-notat SAMBA/18/18. pp 20. 2018.

    Thorarinsdottir, Thordis Linda; Engeland, Kolbjørn; Lawrence, Deborah; Pedersen, Øyvind; Tveito, Ole Einar; Hellton, Kristoffer Herland; Dyrrdal, Anita Verpe; Eide, Vidar; Førland, Eirik; Holmqvist, Erik; Kobierska, Florian; Jørgensen, Sigrid; Midttømme, Grethe Holm; Moore, Richard; Nordtun, Kristian Strand; Orthe, Nils Kristian; Randen, Frode; Reitan, Trond; Ruther, Nils; Schlichting, Lena; Skaugen, Thomas; Steinbakk, Gunnhildur Högnadóttir; Voksø, Astrid; Væringstad, Thomas; Wang, Thea; Wilson, Donna; Ødemark, Karianne. Nytt rammeverk for flomestimering i Norge: Sluttrapport fra forskningsprosjektet FlomQ. Energi Norge, . (ISBN 978-82-436-1048-4) pp 71. 2018.

    Vandeskog, Silius Mortensønn; Haugen, Marion; Thorarinsdottir, Thordis Linda. Evaluation of bias corrected precipitation output from the EURO-CORDEX climate ensemble. Norsk Regnesentral, . NR-notat SAMBA/21/18. pp 20. 2018. Full-text 

    Popular scientific lectures

    2018

    Løland, Anders. Stage talk/discussion. Technology Summit Kongsberg; Kongsberg Chamber of Commerce, Kongsberg, 08.11.2018 - 09.11.2018.

    Steinbakk, Gunnhildur Högnadóttir. Career Night for future research scientists. Career Night for future research scientists; Tekna, Kulturhuset, Youngs gate 6, Oslo, 04.09.2018.

    Feature articles

    2018

    Løland, Anders; Jarbekk, Eva; Skovly, Christian Werner. For å forske med kunstig intelligens og maskinlæring må metodene tilpasses virkeligheten. Forskning.no. 16.10.2018.

    Løland, Anders. En sak for algoritmetilsynet. Dagens næringsliv. pp 31. 30.11.2018.

    Løland, Anders. Algoritmer er ikke alltid rettferdige. Dagens næringsliv. pp 31. 07.09.2018.

    Popular scientific articles

    2018

    Holden, Lars. Historisk befolkningsregister. Lokalhistorisk magasin (ISSN 0802-8931). pp 36-37. 2018.

    Media contributions

    2018

    Løland, Anders. #48: Ansvarlig bruk av stordata. 2018. lørn.tech [Internet] 23.10.2018.

    Løland, Anders. Om nedrykksstriden i Eliteserien. 2018. NRK Dagsrevyen [TV] 03.11.2018.

    Sellereite, Nikolai; Løland, Anders. Tallenes tale: Dette er sjansen for at Start holder plassen. 2018. Fædrelandsvennen [Internet] 18.10.2018.

    Sellereite, Nikolai; Løland, Anders. For tre uker avskrev tallknuserne Viking. Dette sier de nå. 2018. Aftenposten [Internet] 01.11.2018.

    Sellereite, Nikolai; Løland, Anders. Tallknusernes dom: Så store er sjansene for at Rosenborg roter bort gullet. 2018. Aftenposten [Internet] 30.10.2018.

    Sellereite, Nikolai; Løland, Anders. Tallknusernes dom: Slik ender Eliteserien. 2018. Aftenposten [Internet] 04.10.2018.

    Sellereite, Nikolai; Løland, Anders. Her er tallknusernes Stabæk-dom. 2018. Budstikka [Internet] 26.10.2018.

    Sellereite, Nikolai; Løland, Anders. Tallenes klare tale: Stabæk rykker ned. 2018. NRK [Internet] 03.11.2018.

    Tvete, Ingunn Fride; Løland, Anders. Nei, VGs meningsmåling er ikke «fake news» og resultatet er ikke tatt ut av løse luften. 2018. Faktisk.no [Internet] 05.10.2018.

    Other

    2018

    Halbach, Till. Position paper: Universal Design for Informal Learning. 2018.

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