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Target (project)

Target is the name of a collaborative research project specialising in big data processing and management in northern Netherlands.[1] It is a public-private cooperation, initiated in 2009 and supported by government subsidies.[2] It is run by a consortium of ten academic and computer industry partners, coordinated by the University of Groningen, and researches data management of science projects in the area of astronomy, life sciences, artificial intelligence and medical diagnosis.

Target
LocationUniversity of Groningen, Netherlands
EstablishedJanuary 2009
FundingFunded by the European Fund for Regional Development & partners
Websiterug.nl/target

Cooperating in the Target project are various divisions of the University of Groningen, its medical center, IBM, Oracle, ASTRON and Dutch IT firms Elkoog/Heeii and Nspyre.

Target's computer center is hosted by the Center for Information Technology, the computing center of the University of Groningen, and consist of more than 10 petabytes of storage[3][4] based on IBM's GPFS storage technology,[5] a high-performance computing cluster and a grid cluster, which is a part of the European Grid Infrastructure.

The Target data center is hosted by the Donald Smits Center for Information Technology located at the University of Groningen, The Netherlands

History edit

The project was initiated to transfer expertise of astronomers in massive data processing to other areas of science. Target builds on a distributed computing environment called Astro-WISE.[6][7] Astro-WISE itself originated as an initiative of the OPTICON Wide Field Imaging Working Group, which was set up to consider a standardised European survey system to facilitate research, data reduction and data mining using data from the new generation of wide field survey cameras [8] The Target project launched in 2009 after receiving 32 million euros[9] of funding for a period of five years from the European Fund for Regional Development, the Dutch Ministry of Economic Affairs ("Pieken in de Delta" project), and the provinces of Groningen and Drenthe. The project runs under the auspices of the Northern Netherlands Provinces Alliance (SNN) and the Groningen municipality.

Technological findings edit

At the start of the project one aim was to develop a single integrated processing system, consisting of a multi-petabyte scale file system[10] and several different types of grid and compute clusters.[11] During the first years it became apparent that the requirements for the different e-Science disciplines are different. In some areas, a massive data streaming effort takes place, as in Lofar. In astronomy, the number of data objects may run in the billions, with a limited number of data columns.[12] In genomics, the number of rows is small, but the number of columns can be huge, in the hundreds of thousands. Other areas, such as visual text retrieval in the Monk search engine for historical manuscripts are at an intermediate position with hundreds of millions of rows and thousands of dimensions. Furthermore, genomics applications often require stringent access control,[13] whereas other disciplines have no privacy issues. Consequently, the various sub-projects within Target adopted a pragmatic approach on which aspects of the WISE technology and components of the Target hardware infrastructure were applicable to their field.

Projects edit

Target participates in a number of data-intensive scientific projects in astronomy, Big Data visualization (collaboration with the eScience center in Amsterdam),[14] handwritten text recognition algorithms, medical research on healthy aging, development of diagnostic tools for Parkinson's disease and more.

LOFAR Long-term Archive edit

 
Target has developed and maintains the LOFAR Long-term Archive.

Much of the data from the LOFAR telescope is stored, accessed from and archived on the LOFAR Long-Term archive, designed by ASTRON and Target.[15][16][17] The data will be hosted at the Target data center and several other European centers.

Monk edit

 
A screenshot of a page from the Archive of the Cabinet of the Dutch Queen (KdK) on which the word Groningen has been found by Monk.

Monk is a system, developed by Schomaker and his group at the Artificial Intelligence Institute (ALICE) at the University of Groningen. It uses pattern-recognition and machine-learning algorithms for handwritten text recognition in a variety of existing archives.[18][19][20] Currently a number of books from the Dutch National Archives as well as more than 70 international historical collections, ranging from Western, medieval to handwritten Chinese manuscripts have been ingested into Monk. The systems applies continuous ('24/7') machine learning over internet, yielding fundamental results.[vague][21] The MONK system employs the computational and storage resource of Target. It recently became part of a collaboration, led by Prof. Popovic from the Department of Theology and Religious Studies at the University of Groningen who will use a combination of carbon dating, paleography and text/image recognition techniques to try and pinpoint the authors of the popular Dead Sea Scrolls manuscripts.[22]

LifeLines edit

LifeLines is a long-term medical research project run by the University Medical Center Groningen (UMCG). An array of genotype and phenotype data will be gathered from 165000 people once every five years for a total period of thirty years. The accumulated data will be used by researchers and medical specialists to gain insights into the processes related to aging and understand why age-related health degradation varies so widely.[23] Target provides LifeLines with the infrastructure for data storage, access and processing. Data from LifeLines, as well as the SURFsara and Target infrastructure were used in the Genome of the Netherlands project, run by a consortium of the UMCG, LUMC, Erasmus MC, UMCU, Free University of Amsterdam. Results from the project using whole-genome sequencing to deduce population structure and demographic history of the Dutch population were published in June in the Nature Genetics journal.[24][25]

GLIMPS edit

Run by K. Leenders, a professor of neurology at the UMCG, GLIMPS is a research project set to find faster and more reliable diagnostic tools for Parkinson's disease.[26] GLIMPS explores the possibilities of using complex image-based algorithms and PET scans for early detection of Parkinson's.[citation needed] To test the effectiveness of such algorithms, GLIMPS is building a large database of PET scans delivered by numerous hospitals in the Netherlands. Target is responsible for building and maintaining the GLIMPS database as well as ensuring the smooth running of the image-based algorithms on its computing facilities.

Others edit

Additionally, Target is involved in the data management for other astronomical projects such as KiDs/VIKING astronomical survey[27][28] using OmegaCAM,[29][30] the ESO's MUSE[31] instrument (mounted on the Very Large Telescope) and MICADO (to be mounted on the E-ELT). In addition the datacentric approach to data management prompted by Target has been adopted by the ESA's Euclid mission.[32] The project's spin-off company Target Holding B.V. also manages a number of commercial projects with private businesses in the North of the Netherlands.[33]

Public outreach and education is also part of the project remit and Target has organised many public events.[34] The Infoversum 3D theatre[35][36] is a spin-off of the Target project and provides a facility for the visualisation and explanation of scientific data for large groups.

References edit

  1. ^ "Nederlands project kan 1,5 petabytes verwerken en opslaan" [Netherlands Project can process and save 1.5 petabytes]. nu.nl (in Dutch). 2 September 2010.
  2. ^ Edelman, Pieter (June 2, 2009). "Miljoenensubsidie voor Noord-Nederlands dataminingprogramma" [Millions in subsidy for North Netherlands datamining program]. Bits & Chips.
  3. ^ Witold, Kepinski (19 November 2010). "Gronings ICT-project klaar voor petabytes data" [Groningen ICT project ready for petabytes of data]. Computable (in Dutch).
  4. ^ Huisman, Zander (27 May 2011). "Aprycus breidt capaciteit Target-project uit" [Aprycus increases the capacity of the Target project]. Computable (in Dutch).
  5. ^ IBM Case Studies, Showcasing IBM client stories. "University of Groningen breaks new ground in scientific research". www-03.ibm.com/software/businesscasestudies/us/en/corp?OpenDocument&Site=corp&cty=en_us.
  6. ^ Begeman, Kor; A.N.Belikov; D.R. Boxhoorn; E.A.Valentijn (January 2013). "The Astro-WISE data centric information system". Experimental Astronomy. 35 (1–2): 1. arXiv:1208.0447. Bibcode:2013ExA....35....1B. doi:10.1007/s10686-012-9311-4. S2CID 118620001.
  7. ^ Mwebaze, Johnson (2012). Extreme Data Lineage in Ad-hoc Astronomical Data Processing (PhD). University of Groningen. ISBN 9789036757591.
  8. ^ Gilmore, Gerald (January 2001). "OPTICON: EC Optical Infrared Coordination Network for Astronomy". Organizations and Strategies in Astronomy II. Astrophysics and Space Science Library. Vol. 2. pp. 83–102. arXiv:astro-ph/0105562. Bibcode:2001ASSL..266...83G. doi:10.1007/978-94-010-0666-8_6. ISBN 978-0-7923-7172-4. S2CID 34032027. {{cite book}}: |journal= ignored (help)
  9. ^ Edelman, Peter (20 July 2009). "Miljoenensubsidie voor Noord Nederland Dataminingprogram" [Millioans of subsidy for North Netherlands Datamining Programme]. Bits and Chips (in Dutch). p. 45.
  10. ^ Jain, R; Sarkar, P.; Subhraveti, D. (2013), "GPFS-SNC: An enterprise cluster file system for Big Data", IBM Journal of Research and Development, 57 (3/4): 5:1, 5:10, doi:10.1147/JRD.2013.2243531
  11. ^ Begeman, Kor; Begeman, K. G.; Belikov, A. N.; Boxhoorn, D. R.; Dijkstra, F.; Valentijn, E. A.; Vriend, W. J.; Zhao, Z. (2010), "Merging grid technologies", Journal of Grid Computing, 8 (2): 199–221, doi:10.1007/s10723-010-9147-y
  12. ^ Luri, X.; Palmer, M.; Arenou, F.; Masana, E.; De Bruijne, J.; Antiche, E.; Babusiaux, C.; Borrachero, R.; Sartoretti, P.; Julbe, F.; Isasi, Y.; Martinez, O.; Robin, A. C.; Reylé, C.; Jordi, C.; Carrasco, J. M. (2014). "Overview and stellar statistics of the expected Gaia Catalogue using the Gaia Object Generator". Astronomy & Astrophysics. 566: A119. arXiv:1404.5861. Bibcode:2014A&A...566A.119L. doi:10.1051/0004-6361/201423636. S2CID 119233012.
  13. ^ Malin, B.; Loukides, G.; Benitez, K.; Clayton, E. W. (2011). "Identifiability in biobanks: Models, measures, and mitigation strategies". Human Genetics. 130 (3): 383–392. doi:10.1007/s00439-011-1042-5. PMC 3621020. PMID 21739176.
  14. ^ "eScience Center Projects". esciencecenter.nl.
  15. ^ Belikov, A.N; Begeman, K.; Boxhoorn, D.R.; Dijkstra, F.; Holties, H.; Meyer-Zhao, Z.; Renting, G.A.; Valentijn, E.A.; Vriend, W-J. (2011). "LOFAR information system". Proc. Of ADASS XXI, ASP Conf. Series. 461: 693. arXiv:1111.6443. Bibcode:2012ASPC..461..693B.
  16. ^ Begeman, K.; Boxhoorn, D.; Dijkstra, F.; Holties, H.A.; Vriend, W.-J (2011). "Target for LOFAR Long Term Archive: Architecture and Implementation". Future Generation Computer Systems. 27 (3): 319–328. doi:10.1016/j.future.2010.08.010.
  17. ^ Holties, H.A; van Diepen, G.; et al. (2012). "Data Analysis in the LOFAR Long Term Archive". ASP Conference Series. 461, Astronomical Data Analysis Software and Systems XXI: 536. Bibcode:2012ASPC..461..635H.
  18. ^ van der Zant, T; Schomaker, L.R.B.; Zinger, S.; van Schie, H. (2009). "Where are the Search Engines for Handwritten Documents?". Interdisciplinary Science Reviews. 34 (2–3): 224–235. Bibcode:2009ISRv...34..224V. doi:10.1179/174327909X441126. S2CID 57037481.
  19. ^ van der Zant, T; Schomaker, L.R.B.; Valentijn, E.; B.A. Yanikoglu; K. Berkner (January 28, 2008). Yanikoglu, Berrin A; Berkner, Kathrin (eds.). "Large-scale parallel document-image processing". Proceedings of Document Recognition and Retrieval XV, IS&T/SPIE International Symposium on Electronic Imaging. Document Recognition and Retrieval XV. 6815: 68150N. Bibcode:2008SPIE.6815E..0SV. doi:10.1117/12.765482. S2CID 40083465.
  20. ^ Schomaker, L.R.B.; B.A. Yanikoglu; K. Berkner (January 28, 2008). Yanikoglu, Berrin A.; Berkner, Kathrin (eds.). "Word mining in a sparsely-labeled handwritten collection". Proceedings of Document Recognition and Retrieval XV, IS&T/SPIE International Symposium on Electronic Imaging. Document Recognition and Retrieval XV. 6815: 6815–6823. Bibcode:2008SPIE.6815E..0NS. doi:10.1117/12.766329. S2CID 15863576.van der Zant, T; Schomaker, L.R.B.; Haak, K. (2008). "Handwritten-word spotting using biologically inspired features". IEEE Transactions on Pattern Analysis and Machine Intelligence. 30 (11): 1945–1957. doi:10.1109/tpami.2008.144. PMID 18787243. S2CID 18702898.
  21. ^ van Oosten, J.-P.; Schomaker, L.R.B. (2014). "Separability versus Prototypicality in Handwritten Word-Image Retrieval" (PDF). Pattern Recognition. 47 (3): 1031–1038. Bibcode:2014PatRe..47.1031V. doi:10.1016/j.patcog.2013.09.006. hdl:11370/ca3dd93d-fbd9-4ae3-bfac-90bb148ea1dd. S2CID 215715932.
  22. ^ RUG News (11 December 2014). "Prestigious ERC Starting Grant for Mladen Popović". Rijksuniversiteit Groningen. Retrieved 19 January 2015.
  23. ^ Stolk, Ronald P; Rosmalen JG; Postma DS; de Boer RA; Navis G; Slaets JP; Ormel J; Wolffenbuttel BH (January 2008). "Universal risk factors for multifactorial diseases: LifeLines: a three-generation population-based study". European Journal of Epidemiology. 23 (1): 67–74. doi:10.1007/s10654-007-9204-4. PMID 18075776.
  24. ^ Francioli, Laurent; Menelaou, Androniki; et al. (29 June 2014). "Whole-genome sequence variation, population structure and demographic history of the Dutch population". Nature Genetics. 46 (8): 818–825. doi:10.1038/ng.3021. PMID 24974849. S2CID 14316238.
  25. ^ van Wijngaarden, Arend (June 30, 2014). "Genoom Nederlandse volk ontrafeld". Dagblad van het Noorden.
  26. ^ Teune, Laura Klaaske (2013). Glucose metabolic patterns in neurodegenerative brain diseases (Thesis fully internal (DIV)). PhD Dissertation.
  27. ^ Jong, J.T.; J.T. de Jong; G.A.V. Kleijn; K.H. Kuijken; E.A. Valentijn (2013). "The kilo-degree survey". Experimental Astronomy. 35 (1–2): 25–44. arXiv:1206.1254. Bibcode:2013ExA....35...25D. doi:10.1007/s10686-012-9306-1. S2CID 3082399.
  28. ^ Netherlands Research School for Astronomy (NOVA). "NOVA Annual Report 2011-2011-2012" (PDF). nova-astronomy. NOVA.
  29. ^ Schilling, Govert (8 June 2011). "Direct succes met supercamera" [Immediate success with super camera]. De Volkskrant (in Dutch).
  30. ^ "Superscherpe hemelfotos vanaf Chileense berg" [Super sharp photos of the heavens from Chilean mountain]. NRC Handelsblad (in Dutch). 9 June 2011.
  31. ^ Weilbacher, Peter; Peter M. Weilbacher; Ole Streicher; Tanya Urrutia; Aurélien Jarno; Arlette Pécontal-Rousset; Roland Bacon; Petra Böhm (September 2012). Radziwill, Nicole M; Chiozzi, Gianluca (eds.). "Design and capabilities of the MUSE data reduction software and pipeline". Proc. SPIE. Software and Cyberinfrastructure for Astronomy II. 8451: 84510B. Bibcode:2012SPIE.8451E..0BW. doi:10.1117/12.925114. S2CID 120263291.
  32. ^ Pasian, Fabio; Fabio Pasian; John Hoar; Marc Sauvage; Christophe Dabin; Maurice Poncet; Oriana Mansutti (September 2012). Radziwill, Nicole M; Chiozzi, Gianluca (eds.). "Science ground segment for the ESA Euclid Mission". Proc. SPIE. Software and Cyberinfrastructure for Astronomy II. 8451: 845104. Bibcode:2012SPIE.8451E..04P. doi:10.1117/12.926026. S2CID 123008296.
  33. ^ Huisman, Zander (31 January 2013). "Target-project levert vier nieuwe bedrijven op" [Target project delivers four new companies]. Computable (in Dutch).
  34. ^ Wind, Maike (12 May 2014). "Rapportage Big Data: De man met één been en vijf kinderen" [Big Data Report: The man with one leg and five children]. Dagblad van het Noorden (in Dutch). p. 2.
  35. ^ Wind, Maike (19 June 2014). "Theater Infoversum open voor publiek" [Infoversum Theatre Opens to the public]. Groninger Gezinsbode (in Dutch). p. 19.
  36. ^ "Infoversum". De Telegraaf (in Dutch). 4 July 2014.

target, project, target, name, collaborative, research, project, specialising, data, processing, management, northern, netherlands, public, private, cooperation, initiated, 2009, supported, government, subsidies, consortium, academic, computer, industry, partn. Target is the name of a collaborative research project specialising in big data processing and management in northern Netherlands 1 It is a public private cooperation initiated in 2009 and supported by government subsidies 2 It is run by a consortium of ten academic and computer industry partners coordinated by the University of Groningen and researches data management of science projects in the area of astronomy life sciences artificial intelligence and medical diagnosis TargetLocationUniversity of Groningen NetherlandsEstablishedJanuary 2009FundingFunded by the European Fund for Regional Development amp partnersWebsiterug wbr nl wbr target Cooperating in the Target project are various divisions of the University of Groningen its medical center IBM Oracle ASTRON and Dutch IT firms Elkoog Heeii and Nspyre Target s computer center is hosted by the Center for Information Technology the computing center of the University of Groningen and consist of more than 10 petabytes of storage 3 4 based on IBM s GPFS storage technology 5 a high performance computing cluster and a grid cluster which is a part of the European Grid Infrastructure The Target data center is hosted by the Donald Smits Center for Information Technology located at the University of Groningen The Netherlands Contents 1 History 2 Technological findings 3 Projects 3 1 LOFAR Long term Archive 3 2 Monk 3 3 LifeLines 3 4 GLIMPS 3 5 Others 4 ReferencesHistory editThe project was initiated to transfer expertise of astronomers in massive data processing to other areas of science Target builds on a distributed computing environment called Astro WISE 6 7 Astro WISE itself originated as an initiative of the OPTICON Wide Field Imaging Working Group which was set up to consider a standardised European survey system to facilitate research data reduction and data mining using data from the new generation of wide field survey cameras 8 The Target project launched in 2009 after receiving 32 million euros 9 of funding for a period of five years from the European Fund for Regional Development the Dutch Ministry of Economic Affairs Pieken in de Delta project and the provinces of Groningen and Drenthe The project runs under the auspices of the Northern Netherlands Provinces Alliance SNN and the Groningen municipality Technological findings editAt the start of the project one aim was to develop a single integrated processing system consisting of a multi petabyte scale file system 10 and several different types of grid and compute clusters 11 During the first years it became apparent that the requirements for the different e Science disciplines are different In some areas a massive data streaming effort takes place as in Lofar In astronomy the number of data objects may run in the billions with a limited number of data columns 12 In genomics the number of rows is small but the number of columns can be huge in the hundreds of thousands Other areas such as visual text retrieval in the Monk search engine for historical manuscripts are at an intermediate position with hundreds of millions of rows and thousands of dimensions Furthermore genomics applications often require stringent access control 13 whereas other disciplines have no privacy issues Consequently the various sub projects within Target adopted a pragmatic approach on which aspects of the WISE technology and components of the Target hardware infrastructure were applicable to their field Projects editTarget participates in a number of data intensive scientific projects in astronomy Big Data visualization collaboration with the eScience center in Amsterdam 14 handwritten text recognition algorithms medical research on healthy aging development of diagnostic tools for Parkinson s disease and more LOFAR Long term Archive edit nbsp Target has developed and maintains the LOFAR Long term Archive Much of the data from the LOFAR telescope is stored accessed from and archived on the LOFAR Long Term archive designed by ASTRON and Target 15 16 17 The data will be hosted at the Target data center and several other European centers Monk edit nbsp A screenshot of a page from the Archive of the Cabinet of the Dutch Queen KdK on which the word Groningen has been found by Monk Monk is a system developed by Schomaker and his group at the Artificial Intelligence Institute ALICE at the University of Groningen It uses pattern recognition and machine learning algorithms for handwritten text recognition in a variety of existing archives 18 19 20 Currently a number of books from the Dutch National Archives as well as more than 70 international historical collections ranging from Western medieval to handwritten Chinese manuscripts have been ingested into Monk The systems applies continuous 24 7 machine learning over internet yielding fundamental results vague 21 The MONK system employs the computational and storage resource of Target It recently became part of a collaboration led by Prof Popovic from the Department of Theology and Religious Studies at the University of Groningen who will use a combination of carbon dating paleography and text image recognition techniques to try and pinpoint the authors of the popular Dead Sea Scrolls manuscripts 22 LifeLines edit LifeLines is a long term medical research project run by the University Medical Center Groningen UMCG An array of genotype and phenotype data will be gathered from 165000 people once every five years for a total period of thirty years The accumulated data will be used by researchers and medical specialists to gain insights into the processes related to aging and understand why age related health degradation varies so widely 23 Target provides LifeLines with the infrastructure for data storage access and processing Data from LifeLines as well as the SURFsara and Target infrastructure were used in the Genome of the Netherlands project run by a consortium of the UMCG LUMC Erasmus MC UMCU Free University of Amsterdam Results from the project using whole genome sequencing to deduce population structure and demographic history of the Dutch population were published in June in the Nature Genetics journal 24 25 GLIMPS edit Run by K Leenders a professor of neurology at the UMCG GLIMPS is a research project set to find faster and more reliable diagnostic tools for Parkinson s disease 26 GLIMPS explores the possibilities of using complex image based algorithms and PET scans for early detection of Parkinson s citation needed To test the effectiveness of such algorithms GLIMPS is building a large database of PET scans delivered by numerous hospitals in the Netherlands Target is responsible for building and maintaining the GLIMPS database as well as ensuring the smooth running of the image based algorithms on its computing facilities Others edit Additionally Target is involved in the data management for other astronomical projects such as KiDs VIKING astronomical survey 27 28 using OmegaCAM 29 30 the ESO s MUSE 31 instrument mounted on the Very Large Telescope and MICADO to be mounted on the E ELT In addition the datacentric approach to data management prompted by Target has been adopted by the ESA s Euclid mission 32 The project s spin off company Target Holding B V also manages a number of commercial projects with private businesses in the North of the Netherlands 33 Public outreach and education is also part of the project remit and Target has organised many public events 34 The Infoversum 3D theatre 35 36 is a spin off of the Target project and provides a facility for the visualisation and explanation of scientific data for large groups References edit Nederlands project kan 1 5 petabytes verwerken en opslaan Netherlands Project can process and save 1 5 petabytes nu nl in Dutch 2 September 2010 Edelman Pieter June 2 2009 Miljoenensubsidie voor Noord Nederlands dataminingprogramma Millions in subsidy for North Netherlands datamining program Bits amp Chips Witold Kepinski 19 November 2010 Gronings ICT project klaar voor petabytes data Groningen ICT project ready for petabytes of data Computable in Dutch Huisman Zander 27 May 2011 Aprycus breidt capaciteit Target project uit Aprycus increases the capacity of the Target project Computable in Dutch IBM Case Studies Showcasing IBM client stories University of Groningen breaks new ground in scientific research www 03 ibm com software businesscasestudies us en corp OpenDocument amp Site corp amp cty en us Begeman Kor A N Belikov D R Boxhoorn E A Valentijn January 2013 The Astro WISE data centric information system Experimental Astronomy 35 1 2 1 arXiv 1208 0447 Bibcode 2013ExA 35 1B doi 10 1007 s10686 012 9311 4 S2CID 118620001 Mwebaze Johnson 2012 Extreme Data Lineage in Ad hoc Astronomical Data Processing PhD University of Groningen ISBN 9789036757591 Gilmore Gerald January 2001 OPTICON EC Optical Infrared Coordination Network for Astronomy Organizations and Strategies in Astronomy II Astrophysics and Space Science Library Vol 2 pp 83 102 arXiv astro ph 0105562 Bibcode 2001ASSL 266 83G doi 10 1007 978 94 010 0666 8 6 ISBN 978 0 7923 7172 4 S2CID 34032027 a href Template Cite book html title Template Cite book cite book a journal ignored help Edelman Peter 20 July 2009 Miljoenensubsidie voor Noord Nederland Dataminingprogram Millioans of subsidy for North Netherlands Datamining Programme Bits and Chips in Dutch p 45 Jain R Sarkar P Subhraveti D 2013 GPFS SNC An enterprise cluster file system for Big Data IBM Journal of Research and Development 57 3 4 5 1 5 10 doi 10 1147 JRD 2013 2243531 Begeman Kor Begeman K G Belikov A N Boxhoorn D R Dijkstra F Valentijn E A Vriend W J Zhao Z 2010 Merging grid technologies Journal of Grid Computing 8 2 199 221 doi 10 1007 s10723 010 9147 y Luri X Palmer M Arenou F Masana E De Bruijne J Antiche E Babusiaux C Borrachero R Sartoretti P Julbe F Isasi Y Martinez O Robin A C Reyle C Jordi C Carrasco J M 2014 Overview and stellar statistics of the expected Gaia Catalogue using the Gaia Object Generator Astronomy amp Astrophysics 566 A119 arXiv 1404 5861 Bibcode 2014A amp A 566A 119L doi 10 1051 0004 6361 201423636 S2CID 119233012 Malin B Loukides G Benitez K Clayton E W 2011 Identifiability in biobanks Models measures and mitigation strategies Human Genetics 130 3 383 392 doi 10 1007 s00439 011 1042 5 PMC 3621020 PMID 21739176 eScience Center Projects esciencecenter nl Belikov A N Begeman K Boxhoorn D R Dijkstra F Holties H Meyer Zhao Z Renting G A Valentijn E A Vriend W J 2011 LOFAR information system Proc Of ADASS XXI ASP Conf Series 461 693 arXiv 1111 6443 Bibcode 2012ASPC 461 693B Begeman K Boxhoorn D Dijkstra F Holties H A Vriend W J 2011 Target for LOFAR Long Term Archive Architecture and Implementation Future Generation Computer Systems 27 3 319 328 doi 10 1016 j future 2010 08 010 Holties H A van Diepen G et al 2012 Data Analysis in the LOFAR Long Term Archive ASP Conference Series 461 Astronomical Data Analysis Software and Systems XXI 536 Bibcode 2012ASPC 461 635H van der Zant T Schomaker L R B Zinger S van Schie H 2009 Where are the Search Engines for Handwritten Documents Interdisciplinary Science Reviews 34 2 3 224 235 Bibcode 2009ISRv 34 224V doi 10 1179 174327909X441126 S2CID 57037481 van der Zant T Schomaker L R B Valentijn E B A Yanikoglu K Berkner January 28 2008 Yanikoglu Berrin A Berkner Kathrin eds Large scale parallel document image processing Proceedings of Document Recognition and Retrieval XV IS amp T SPIE International Symposium on Electronic Imaging Document Recognition and Retrieval XV 6815 68150N Bibcode 2008SPIE 6815E 0SV doi 10 1117 12 765482 S2CID 40083465 Schomaker L R B B A Yanikoglu K Berkner January 28 2008 Yanikoglu Berrin A Berkner Kathrin eds Word mining in a sparsely labeled handwritten collection Proceedings of Document Recognition and Retrieval XV IS amp T SPIE International Symposium on Electronic Imaging Document Recognition and Retrieval XV 6815 6815 6823 Bibcode 2008SPIE 6815E 0NS doi 10 1117 12 766329 S2CID 15863576 van der Zant T Schomaker L R B Haak K 2008 Handwritten word spotting using biologically inspired features IEEE Transactions on Pattern Analysis and Machine Intelligence 30 11 1945 1957 doi 10 1109 tpami 2008 144 PMID 18787243 S2CID 18702898 van Oosten J P Schomaker L R B 2014 Separability versus Prototypicality in Handwritten Word Image Retrieval PDF Pattern Recognition 47 3 1031 1038 Bibcode 2014PatRe 47 1031V doi 10 1016 j patcog 2013 09 006 hdl 11370 ca3dd93d fbd9 4ae3 bfac 90bb148ea1dd S2CID 215715932 RUG News 11 December 2014 Prestigious ERC Starting Grant for Mladen Popovic Rijksuniversiteit Groningen Retrieved 19 January 2015 Stolk Ronald P Rosmalen JG Postma DS de Boer RA Navis G Slaets JP Ormel J Wolffenbuttel BH January 2008 Universal risk factors for multifactorial diseases LifeLines a three generation population based study European Journal of Epidemiology 23 1 67 74 doi 10 1007 s10654 007 9204 4 PMID 18075776 Francioli Laurent Menelaou Androniki et al 29 June 2014 Whole genome sequence variation population structure and demographic history of the Dutch population Nature Genetics 46 8 818 825 doi 10 1038 ng 3021 PMID 24974849 S2CID 14316238 van Wijngaarden Arend June 30 2014 Genoom Nederlandse volk ontrafeld Dagblad van het Noorden Teune Laura Klaaske 2013 Glucose metabolic patterns in neurodegenerative brain diseases Thesis fully internal DIV PhD Dissertation Jong J T J T de Jong G A V Kleijn K H Kuijken E A Valentijn 2013 The kilo degree survey Experimental Astronomy 35 1 2 25 44 arXiv 1206 1254 Bibcode 2013ExA 35 25D doi 10 1007 s10686 012 9306 1 S2CID 3082399 Netherlands Research School for Astronomy NOVA NOVA Annual Report 2011 2011 2012 PDF nova astronomy NOVA Schilling Govert 8 June 2011 Direct succes met supercamera Immediate success with super camera De Volkskrant in Dutch Superscherpe hemelfotos vanaf Chileense berg Super sharp photos of the heavens from Chilean mountain NRC Handelsblad in Dutch 9 June 2011 Weilbacher Peter Peter M Weilbacher Ole Streicher Tanya Urrutia Aurelien Jarno Arlette Pecontal Rousset Roland Bacon Petra Bohm September 2012 Radziwill Nicole M Chiozzi Gianluca eds Design and capabilities of the MUSE data reduction software and pipeline Proc SPIE Software and Cyberinfrastructure for Astronomy II 8451 84510B Bibcode 2012SPIE 8451E 0BW doi 10 1117 12 925114 S2CID 120263291 Pasian Fabio Fabio Pasian John Hoar Marc Sauvage Christophe Dabin Maurice Poncet Oriana Mansutti September 2012 Radziwill Nicole M Chiozzi Gianluca eds Science ground segment for the ESA Euclid Mission Proc SPIE Software and Cyberinfrastructure for Astronomy II 8451 845104 Bibcode 2012SPIE 8451E 04P doi 10 1117 12 926026 S2CID 123008296 Huisman Zander 31 January 2013 Target project levert vier nieuwe bedrijven op Target project delivers four new companies Computable in Dutch Wind Maike 12 May 2014 Rapportage Big Data De man met een been en vijf kinderen Big Data Report The man with one leg and five children Dagblad van het Noorden in Dutch p 2 Wind Maike 19 June 2014 Theater Infoversum open voor publiek Infoversum Theatre Opens to the public Groninger Gezinsbode in Dutch p 19 Infoversum De Telegraaf in Dutch 4 July 2014 Retrieved from https en wikipedia org w index php title Target project amp oldid 1172314649, wikipedia, wiki, book, books, library,

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