Project deliverable Open Access

BigDataStack - D2.1 State of the art and Requirements analysis - I

Avila-García, Orlando; Paula Ta-Shma; Yosef Moatti; Everton Luís Berz; Ana Juan Ferrer; Ana Belén González Méndez; Bernat Quesada; Alberto Soler; Stathis Plitsos; Konstantinos Giannakakis; Amaryllis Raouzaiou; Pavlos Kranas; Sophia Karagiorgou; Panagiotis Gouvas; Anastasios Zafeiropoulos; Dimitris Poulopoulos; Giorgos Kousiouris; Stavroula Meimetea; Dimosthenis Kyriazis; Valerio Vianello; Richard McCreadie; Gal Hammer; Miki Kenneth; Nikos Drosos; Maurizio Megliola


MARC21 XML Export

<?xml version='1.0' encoding='UTF-8'?>
<record xmlns="http://www.loc.gov/MARC21/slim">
  <leader>00000nam##2200000uu#4500</leader>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">G. Beskales, I. F. Ilyas, and L. Golab, "Sampling the repairs of functional dependency violations under hard constraints," Proc. VLDB Endow., vol. 3, no. 1–2, pp. 197–207, 2010.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">W. Fan, J. Li, S. Ma, N. Tang, and W. Yu, "Towards certain fixes with editing rules and master data," Proc. VLDB Endow., vol. 3, no. 1–2, pp. 173–184, 2010.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">J. Wang and N. Tang, "Towards dependable data repairing with fixing rules," in Proceedings of the 2014 ACM SIGMOD international conference on Management of data, 2014, pp. 457–468.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">X. Chu, I. F. Ilyas, and P. Papotti, "Holistic data cleaning: Putting violations into context," in Data Engineering (ICDE), 2013 IEEE 29th International Conference on, 2013, pp. 458–469.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">M. Heinsman, "Trifacta," Trifacta. [Online]. Available: https://www.trifacta.com/. [Accessed: 23- May-2018].</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">M. Dallachiesa et al., "NADEEF: a commodity data cleaning system," in Proceedings of the 2013 ACM SIGMOD International Conference on Management of Data, 2013, pp. 541–552.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">J. Wang, S. Krishnan, M. J. Franklin, K. Goldberg, T. Kraska, and T. Milo, "A sample-and-clean framework for fast and accurate query processing on dirty data," in Proceedings of the 2014 ACM SIGMOD international conference on Management of data, 2014, pp. 469–480.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Z. Khayyat et al., "Bigdansing: A system for big data cleansing," in Proceedings of the 2015 ACM SIGMOD International Conference on Management of Data, 2015, pp. 1215–1230.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Y. Altowim, D. V. Kalashnikov, and S. Mehrotra, "Progressive approach to relational entity resolution," Proc. VLDB Endow., vol. 7, no. 11, pp. 999–1010, 2014.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Z. Li, S. Shang, Q. Xie, and X. Zhang, "Cost reduction for web-based data imputation," in International Conference on Database Systems for Advanced Applications, 2014, pp. 438–452.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">D. Haas, J. Wang, E. Wu, and M. J. Franklin, "Clamshell: Speeding up crowds for low-latency data labeling," Proc. VLDB Endow., vol. 9, no. 4, pp. 372–383, 2015.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">C. Gokhale et al., "Corleone: hands-off crowdsourcing for entity matching," in Proceedings of the 2014 ACM SIGMOD international conference on Management of data, 2014, pp. 601–612</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">B. Mozafari, P. Sarkar, M. Franklin, M. Jordan, and S. Madden, "Scaling up crowd-sourcing to very large datasets: a case for active learning," Proc. VLDB Endow., vol. 8, no. 2, pp. 125–136, 2014.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">X. Chu, I. F. Ilyas, S. Krishnan, and J. Wang, "Data Cleaning: Overview and Emerging Challenges," 2016, pp. 2201–2206.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">P. Bohannon, W. Fan, M. Flaster, and R. Rastogi, "A cost-based model and effective heuristic for repairing constraints by value modification," in Proceedings of the 2005 ACM SIGMOD international conference on Management of data, 2005, pp. 143–154.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">J. Wang, T. Kraska, M. J. Franklin, and J. Feng, "Crowder: Crowdsourcing entity resolution," Proc. VLDB Endow., vol. 5, no. 11, pp. 1483–1494, 2012.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">A. Chalamalla, I. F. Ilyas, M. Ouzzani, and P. Papotti, "Descriptive and prescriptive data cleaning," in Proceedings of the 2014 ACM SIGMOD international conference on Management of data, 2014, pp. 445–456.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">L. Golab, H. Karloff, F. Korn, D. Srivastava, and B. Yu, "On generating near-optimal tableaux for conditional functional dependencies," Proc. VLDB Endow., vol. 1, no. 1, pp. 376–390, 2008.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">G. Beskales, I. F. Ilyas, L. Golab, and A. Galiullin, "On the relative trust between inconsistent data and inaccurate constraints," in Data Engineering (ICDE), 2013 IEEE 29th International Conference on, 2013, pp. 541–552.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">M. Yakout, A. K. Elmagarmid, J. Neville, M. Ouzzani, and I. F. Ilyas, "Guided data repair," Proc. VLDB Endow., vol. 4, no. 5, pp. 279–289, 2011.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">] S. Krishnan, J. Wang, E. Wu, M. J. Franklin, and K. Goldberg, "Activeclean: Interactive data cleaning while learning convex loss models," ArXiv Prepr. ArXiv160103797, 2016.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Carbonell, J. (1990). Machine learning: paradigms and methods. Elsevier North-Holland, Inc.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Yu, H., Han, J. &amp; Chang, K. C.-C., "PEBL: Positive example based learning for Web page classification using SVM." In 'Proceedings of ACM SIGKDD 2002 International Conference on Knowledge Discovery and Data Mining'</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Agichtein, E., Brill, E. &amp; Dumais, S. T.,"Improving Web search ranking by incorporating user behavior information." In 'Proceedings of the 29th International ACM SIGIR Conference on Research and Development in Information Retrieval'.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Liu, T.-Y., "Learning to rank for information retrieval." Foundations Trends Information Retrieval. 3, 225–331.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Page, L., Brin, S., Motwani, R. &amp; Winograd, T.,"The PageRank Citation Ranking: Bringing Order to the Web." Technical report. Stanford InfoLab. 1999</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Macdonald, C., Santos, R. &amp; Ounis, "The whens and hows of learning to rank." Information Retrieval. 2012</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">J. N. Gray, "Notes on data base operating systems," Lecture Notes in Computer Science, vol. 60, pp. 393-481, 1978.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">H. Sturgis and B. Lampson, "Crash recovery in a distributed data storage system," Computer Science Laboratory, Xerox, Palo Alto, 1976.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">D. Peng and F. Dabek, "Large-scale incremental processing using distributed transactions and notifications," in Proceedings of the 9th USENIX Symposium on Operating Systems Design and Implementation (OSDI'10), 2010.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">J. C. Corbett, J. Dean, M. Epstein, A. Fikes, C. Frost, J. J. Furman, S. Ghemawat, A. Gubarev, C. Heiser, P. Hochschild, W. Hsieh, S. Kanthak, E. Kogan, H. Li, A. Lloyd and S. Melnik, "Spanner: Google's globally-distributed database," in Proceedings of the 10th USENIX Conference on Operating Systems Design and Implementation (OSDI '12), 2012.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">D. G. Ferro, F. Junqueira, I. Kelly, B. Reed and M. Yabandeh, "Omid: Lock-free transactional support for distributed data stores," in IEEE 30th International Conference on Data Engineering (ICDE), Chicago, 2014.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Apache, "Apache Tephra," [Online]. Available: http://tephra.incubator.apache.org. [Accessed May 2018].</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Amr Osman, Mohamed El-Refaey, Ayman Elnaggar, Towards Real-Time Analytics in the Cloud, In Proceedings of IEEE SERVICES, 2013</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Mike Barlow, Real-Time Big Data Analytics: Emerging Architecture, O'Reilly Media, Inc.,2013</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">T. Özsu, P. Valduriez. Principles of Distributed Database Systems. Springer, 2011</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Alfons Kemper and Thomas Neumann. HyPer: A hybrid OLTP&amp;OLAP main memory database system based on virtual memory snapshots. In Proceedings of ICDE, 2011</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Franz Färber, Sang Kyun Cha, Jürgen Primsch, Christof Bornhövd, Stefan Sigg, and Wolfgang Lehner. SAP HANA database: data management for modern business applications. In Proceedings of SIGMOD, 2012.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">V. Gulisano, R. Jiménez-Peris, M. Patiño-Martínez, C. Soriente, P. Valduriez (2012) StreamCloud: An Elastic and Scalable Data Streaming System. IEEE Trans. Parallel Distrib. Syst. 23(12): 2351-2365.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">B. F. van Dongen, A. K. A. de Medeiros, H. M. W. Verbeek, A. J. M. M. Weijters, and W. M. P. van der Aalst, "The ProM Framework: A New Era in Process Mining Tool Support," in Applications and Theory of Petri Nets 2005, vol. 3536, G. Ciardo and P. Darondeau, Eds. Berlin, Heidelberg: Springer Berlin Heidelberg, 2005, pp. 444–454.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">International Organization for Standardization, "ISO/IEC/IEEE 29148:2011 – Systems and software engineering — Life cycle processes — Requirements engineering," ISO/IEC/IEEE, Nov. 2011.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Open Grid Forum, "Web Services Agreement Specification (WS-Agreement)," Oct. 10, 2011. http://ogf.org/documents/GFD.192.pdf</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Open Grid Forum, "WS-Agreement Negotiation Version 1.0," Jan. 31, 2011. https://www.ogf.org/Public_Comment_Docs/Documents/2011-03/WS-AgreementNegotiation+v1.0.pdf</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">P. Pietzuch, J. Ledlie, J. Shneidman, M. Roussopoulos, M. Welsh, and M. Seltzer, "Network-Aware Operator Placement for Stream-Processing Systems", 22nd International Conference on Data Engineering (ICDE '06), pp. 49–53, IEEE Computer Society, 2006.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">V. Cardellini, V. Grassi, F. Lo Presti, and M. Nardelli, "Distributed QoS-aware Scheduling in Storm", 9th ACM International Conference on Distributed Event-Based Systems, pp. 344-347, ACM, 2015.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Y. Xing, S. Zdonik, and J.-H. Hwang, "Dynamic Load Distribution in the Borealis Stream Processor", 21st International Conference on Data Engineering (ICDE '05), pp. 791–802, IEEE Computer Society, 2005.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">M. Hirzel, R. Soule, S. Schneider, B. Gedik, and R. Grimm, "A Catalog of Stream Processing Optimizations", ACM Computing Surveys, vol. 46, Mar. 2014, pp 1–34.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">MongoDB MongoDB and MySQL Compare. [Accessed: 27/05/2018] https://www.mongodb.com/compare/mongodb-mysql.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">L. Sun, M. J. Franklin, S. Krishnan, and R. S. Xin, "Fine-grained partitioning for aggressive data skipping," SIGMOD, 2014.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">L. Sun, S. Krishnan, R. S. Xin, and M. J. Franklin, "A partitioning framework for aggressive data skipping," VLDB, 2014.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">A. Shanbhag, A. Jindal, S. Madden, J. Quiane, and A. J. Elmore, "A robust partitioning scheme for ad-hoc query workloads," SoCC, 2017.</subfield>
  </datafield>
  <datafield tag="999" ind1="C" ind2="5">
    <subfield code="x">Y. Lu, A. Shanbhag, A. Jindal, and S. Madden, "Adaptdb: Adaptive partitioning for distributed joins," VLDB, 2017.</subfield>
  </datafield>
  <controlfield tag="005">20200828005923.0</controlfield>
  <controlfield tag="001">4004049</controlfield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">IBM</subfield>
    <subfield code="a">Paula Ta-Shma</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">IBM</subfield>
    <subfield code="a">Yosef Moatti</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">NEC</subfield>
    <subfield code="0">(orcid)0000-0003-3549-0161</subfield>
    <subfield code="a">Everton Luís Berz</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">ATOS</subfield>
    <subfield code="0">(orcid)0000-0003-1977-5423</subfield>
    <subfield code="a">Ana Juan Ferrer</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">ATOS</subfield>
    <subfield code="0">(orcid)0000-0002-8299-6301</subfield>
    <subfield code="a">Ana Belén González Méndez</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">ATOS</subfield>
    <subfield code="a">Bernat Quesada</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">ATOS</subfield>
    <subfield code="a">Alberto Soler</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">DAN</subfield>
    <subfield code="0">(orcid)0000-0002-9439-4703</subfield>
    <subfield code="a">Stathis Plitsos</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">ATC</subfield>
    <subfield code="0">(orcid)0000-0002-8470-1917</subfield>
    <subfield code="a">Konstantinos Giannakakis</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">ATC</subfield>
    <subfield code="a">Amaryllis Raouzaiou</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">LXS</subfield>
    <subfield code="a">Pavlos Kranas</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">UBI</subfield>
    <subfield code="0">(orcid)0000-0002-1099-8463</subfield>
    <subfield code="a">Sophia Karagiorgou</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">UBI</subfield>
    <subfield code="a">Panagiotis Gouvas</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">UBI</subfield>
    <subfield code="0">(orcid)0000-0003-0078-8697</subfield>
    <subfield code="a">Anastasios Zafeiropoulos</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">UPRC</subfield>
    <subfield code="a">Dimitris Poulopoulos</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">UPRC</subfield>
    <subfield code="0">(orcid)0000-0003-0961-3471</subfield>
    <subfield code="a">Giorgos Kousiouris</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">UPRC</subfield>
    <subfield code="a">Stavroula Meimetea</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">UPRC</subfield>
    <subfield code="0">(orcid)0000-0001-7019-7214</subfield>
    <subfield code="a">Dimosthenis Kyriazis</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">UPM</subfield>
    <subfield code="0">(orcid)0000-0002-1398-0437</subfield>
    <subfield code="a">Valerio Vianello</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">GLA</subfield>
    <subfield code="0">(orcid)0000-0002-2751-2087</subfield>
    <subfield code="a">Richard McCreadie</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">RHT</subfield>
    <subfield code="a">Gal Hammer</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">RHT</subfield>
    <subfield code="a">Miki Kenneth</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">SILO</subfield>
    <subfield code="0">(orcid)0000-0002-9583-0482</subfield>
    <subfield code="a">Nikos Drosos</subfield>
  </datafield>
  <datafield tag="700" ind1=" " ind2=" ">
    <subfield code="u">GFT</subfield>
    <subfield code="a">Maurizio Megliola</subfield>
  </datafield>
  <datafield tag="856" ind1="4" ind2=" ">
    <subfield code="s">2067268</subfield>
    <subfield code="z">md5:1b1ca712b87a0d1489173399a27c5555</subfield>
    <subfield code="u">https://zenodo.org/record/4004049/files/BigDataStack_D2.1_v1.0.pdf</subfield>
  </datafield>
  <datafield tag="542" ind1=" " ind2=" ">
    <subfield code="l">open</subfield>
  </datafield>
  <datafield tag="260" ind1=" " ind2=" ">
    <subfield code="c">2020-08-27</subfield>
  </datafield>
  <datafield tag="909" ind1="C" ind2="O">
    <subfield code="p">openaire</subfield>
    <subfield code="o">oai:zenodo.org:4004049</subfield>
  </datafield>
  <datafield tag="100" ind1=" " ind2=" ">
    <subfield code="u">ATOS</subfield>
    <subfield code="0">(orcid)0000-0003-1549-2960</subfield>
    <subfield code="a">Avila-García, Orlando</subfield>
  </datafield>
  <datafield tag="245" ind1=" " ind2=" ">
    <subfield code="a">BigDataStack - D2.1 State of the art and Requirements analysis - I</subfield>
  </datafield>
  <datafield tag="536" ind1=" " ind2=" ">
    <subfield code="c">779747</subfield>
    <subfield code="a">High-performance data-centric stack for big data applications and operations</subfield>
  </datafield>
  <datafield tag="540" ind1=" " ind2=" ">
    <subfield code="u">https://creativecommons.org/licenses/by/4.0/legalcode</subfield>
    <subfield code="a">Creative Commons Attribution 4.0 International</subfield>
  </datafield>
  <datafield tag="650" ind1="1" ind2="7">
    <subfield code="a">cc-by</subfield>
    <subfield code="2">opendefinition.org</subfield>
  </datafield>
  <datafield tag="520" ind1=" " ind2=" ">
    <subfield code="a">&lt;p&gt;This is the first version of the state-of-the-art and requirements analysis to drive the architecture and research effort in BigDataStack. User requirements have been collected through the BigDataStack&amp;rsquo;s use case providers and complemented with emerging technical requirements. They have also been tracked during the project lifetime so far to ensure that the BigDataStack platform will be fully addressed and properly considered.&lt;/p&gt;</subfield>
  </datafield>
  <datafield tag="773" ind1=" " ind2=" ">
    <subfield code="n">doi</subfield>
    <subfield code="i">isVersionOf</subfield>
    <subfield code="a">10.5281/zenodo.4004048</subfield>
  </datafield>
  <datafield tag="024" ind1=" " ind2=" ">
    <subfield code="a">10.5281/zenodo.4004049</subfield>
    <subfield code="2">doi</subfield>
  </datafield>
  <datafield tag="980" ind1=" " ind2=" ">
    <subfield code="a">publication</subfield>
    <subfield code="b">deliverable</subfield>
  </datafield>
</record>
64
43
views
downloads
All versions This version
Views 6464
Downloads 4343
Data volume 88.9 MB88.9 MB
Unique views 6060
Unique downloads 4141

Share

Cite as