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sidebar_position: 7
---
# How to cite
# Relevant publications
Open Science services are open and transparent and survive thanks to your active support and to the visibility and reward they gather. If you use one of the [OpenAIRE Graph dumps](https://zenodo.org/record/6616871) for your research, please provide a proper citation following the recommendation that you find on the dump's Zenodo page.
Open Science services are open and transparent and survive thanks to your active support and to the visibility and reward they gather. If you use one of the [OpenAIRE Graph dumps](https://doi.org/10.5281/zenodo.3516917) for your research, please provide a proper citation following the recommendation that you find on the dump's Zenodo page or as provided below.
## Relevant research products
:::note How to cite
Manghi P., Atzori C., Bardi A., Baglioni M., Schirrwagen J., Dimitropoulos H., La Bruzzo S., Foufoulas I., Mannocci A., Horst M., Czerniak A., Kiatropoulou K., Kokogiannaki A., De Bonis M., Artini M., Ottonello E., Lempesis A., Ioannidis A., Manola N., Principe P. (2022). "OpenAIRE Research Graph Dump", *Dataset*, Zenodo. [doi:10.5281/zenodo.3516917](https://doi.org/10.5281/zenodo.3516917) ([BibTex](/bibtex/OpenAIRE_Research_Graph_dump.bib))
:::
## Other relevant research products
Please also consider citing the related research products listed below.
### Aggregation system
Manghi, P., Artini, M., Atzori, C., Bardi, A., Mannocci, A., La Bruzzo, S., Candela, L., Castelli, D. and Pagano, P. (2014), “The D-NET software toolkit: A framework for the realization, maintenance, and operation of aggregative infrastructures”, Program: electronic library and information systems, Vol. 48 No. 4, pp. 322-354. [doi:10.1108/prog-08-2013-0045](http://doi.org/10.1108/prog-08-2013-0045)
Manghi P., Artini M., Atzori C., Bardi A., Mannocci A., La Bruzzo S., Candela L., Castelli D., Pagano P. (2014). "The D-NET software toolkit: A framework for the realization, maintenance, and operation of aggregative infrastructures", Program: electronic library and information systems, Vol. 48 No. 4, pp. 322-354. [doi:10.1108/prog-08-2013-0045](http://doi.org/10.1108/prog-08-2013-0045)
Atzori, C., Bardi, A., Manghi, P., & Mannocci, A. (2017, January). "The OpenAIRE workflows for data management". In Italian Research Conference on Digital Libraries (pp. 95-107). Springer, Cham. [doi:10.1007/978-3-319-68130-6_8](https://doi.org/10.1007/978-3-319-68130-6_8)
Atzori C., Bardi A., Manghi P., Mannocci A. (2017). "The OpenAIRE workflows for data management", In Italian Research Conference on Digital Libraries (IRCDL), pp. 95-107, Springer, Cham. [doi:10.1007/978-3-319-68130-6_8](https://doi.org/10.1007/978-3-319-68130-6_8)
*Software* Michele Artini, Claudio Atzori, Alessia Bardi, Sandro La Bruzzo, Paolo Manghi, & Andrea Mannocci. (2016, November 24). "The D-NET software toolkit: dnet-basic-aggregator (Version 1.3.0)". Zenodo. [doi:10.5281/zenodo.168356](https://doi.org/10.5281/zenodo.168356) <i className="fa-solid fa-arrow-up-right-from-square"></i>
Artini M., Atzori C., Bardi A., La Bruzzo S., Manghi P., Mannocci A. (2016). "The D-NET software toolkit: dnet-basic-aggregator (Version 1.3.0)". *Software*, Zenodo. [doi:10.5281/zenodo.168356](https://doi.org/10.5281/zenodo.168356) <i className="fa-solid fa-arrow-up-right-from-square"></i>
Mannocci, A., & Manghi, P. (2016, September). "DataQ: a data flow quality monitoring system for aggregative data infrastructures". In International Conference on Theory and Practice of Digital Libraries (pp. 357-369). Springer, Cham. [doi:10.1007/978-3-319-43997-6_28](https://doi.org/10.1007/978-3-319-43997-6_28)
Mannocci A., Manghi P. (2016). "DataQ: a data flow quality monitoring system for aggregative data infrastructures", International Conference on Theory and Practice of Digital Libraries (TPDL), pp. 357-369, Springer, Cham. [doi:10.1007/978-3-319-43997-6_28](https://doi.org/10.1007/978-3-319-43997-6_28)
### Deduplication
Vichos K., De Bonis M., Kanellos I., Chatzopoulos S., Atzori C., Manola N., Manghi P., Vergoulis T. (Feb. 2022), "A preliminary assessment of the article deduplication algorithm used for the OpenAIRE Graph". IRCDL 2022 - 18th Italian Research Conference on Digital Libraries, Padua, Italy. CEUR-WS Proceedings. [http://ceur-ws.org/Vol-3160](http://ceur-ws.org/Vol-3160/)
Vichos K., De Bonis M., Kanellos I., Chatzopoulos S., Atzori C., Manola N., Manghi P., Vergoulis T. (2022). "A preliminary assessment of the article deduplication algorithm used for the OpenAIRE Graph", In Italian Research Conference on Digital Libraries (IRCDL), Padua, Italy, CEUR-WS Proceedings. [http://ceur-ws.org/Vol-3160](http://ceur-ws.org/Vol-3160/)
De Bonis, M., Manghi, P., & Atzori, C. (2022). "FDup: a framework for general-purpose and efficient entity deduplication of record collections". PeerJ Computer Science, 8, e1058. [https://peerj.com/articles/cs-1058](https://peerj.com/articles/cs-1058)
De Bonis M., Manghi P., Atzori C. (2022). "FDup: a framework for general-purpose and efficient entity deduplication of record collections", PeerJ Computer Science, 8, e1058. [https://peerj.com/articles/cs-1058](https://peerj.com/articles/cs-1058)
Manghi, P., Atzori, C., De Bonis, M., & Bardi, A. (2020). "Entity deduplication in big data graphs for scholarly communication". Data Technologies and Applications. [doi:10.1108/dta-09-2019-0163](https://doi.org/10.1108/dta-09-2019-0163)
Manghi P., Atzori C., De Bonis M., Bardi, A. (2020). "Entity deduplication in big data graphs for scholarly communication", Data Technologies and Applications. [doi:10.1108/dta-09-2019-0163](https://doi.org/10.1108/dta-09-2019-0163)
Atzori, C., Manghi, P., & Bardi, A. (2018, December). "GDup: de-duplication of scholarly communication big graphs". In 2018 IEEE/ACM 5th International Conference on Big Data Computing Applications and Technologies (BDCAT) (pp. 142-151). IEEE. [doi:10.1109/bdcat.2018.00025](https://doi.org/10.1109/bdcat.2018.00025)
Atzori C., Manghi P., Bardi, A. (2018). "GDup: de-duplication of scholarly communication big graphs", In 2018 IEEE/ACM 5th International Conference on Big Data Computing Applications and Technologies (BDCAT) (pp. 142-151). IEEE. [doi:10.1109/bdcat.2018.00025](https://doi.org/10.1109/bdcat.2018.00025)
*Software* Claudio Atzori, & Paolo Manghi. (2017, February 17). "GDup: a big graph entity deduplication system" (Version 4.0.5). Zenodo. [doi:/10.5281/zenodo.292980](https://doi.org/10.5281/zenodo.292980)
Atzori C., & Paolo Manghi. (2017). "GDup: a big graph entity deduplication system" (Version 4.0.5), *Software*, Zenodo. [doi:/10.5281/zenodo.292980](https://doi.org/10.5281/zenodo.292980)
Atzori, Claudio. "GDup: an Integrated, Scalable Big Graph Deduplication System." (2016). [doi:10.5281/zenodo.1454879](https://doi.org/10.5281/zenodo.1454879)
Atzori C. (2016). "GDup: an Integrated, Scalable Big Graph Deduplication System.". [doi:10.5281/zenodo.1454879](https://doi.org/10.5281/zenodo.1454879)
Manghi, Paolo, Marko Mikulicic, and Claudio Atzori. "De-duplication of aggregation authority files." International Journal of Metadata, Semantics and Ontologies 7.2 (2012): 114-130. [doi:10.1504/ijmso.2012.050014](https://doi.org/10.1504/ijmso.2012.050014)
Manghi P., Mikulicic M., Atzori C. (2012). "De-duplication of aggregation authority files." International Journal of Metadata, Semantics and Ontologies 7.2: 114-130. [doi:10.1504/ijmso.2012.050014](https://doi.org/10.1504/ijmso.2012.050014)
Manghi, P., & Mikulicic, M. (2011, October). "PACE: A general-purpose tool for authority control". In Research Conference on Metadata and Semantic Research (pp. 80-92). Springer, Berlin, Heidelberg. [doi:10.1007/978-3-642-24731-6_8](https://doi.org/10.1007/978-3-642-24731-6_8)
Manghi P., Mikulicic M. (2011). "PACE: A general-purpose tool for authority control", In Research Conference on Metadata and Semantic Research, pp. 80-92, Springer, Berlin, Heidelberg. [doi:10.1007/978-3-642-24731-6_8](https://doi.org/10.1007/978-3-642-24731-6_8)
### Mining
Giannakopoulos T., Foufoulas Y., Dimitropoulos H., Manola N. (2019) “Interactive Text Analysis and Information Extraction”. In: Manghi P., Candela L., Silvello G. (eds) Digital Libraries: Supporting Open Science. IRCDL 2019. Communications in Computer and Information Science, vol 988. Springer, Cham. [doi:10.1007/978-3-030-11226-4_27](https://doi.org/10.1007/978-3-030-11226-4_27)
Giannakopoulos T., Foufoulas Y., Dimitropoulos H., Manola N. (2019). "Interactive Text Analysis and Information Extraction", In Italian Research Conference on Digital Libraries (IRCDL), vol 988. Springer, Cham. [doi:10.1007/978-3-030-11226-4_27](https://doi.org/10.1007/978-3-030-11226-4_27)
Foufoulas Y., Stamatogiannakis L., Dimitropoulos H., Ioannidis Y. (2017) “High-Pass Text Filtering for Citation Matching”. In: Kamps J., Tsakonas G., Manolopoulos Y., Iliadis L., Karydis I. (eds) Research and Advanced Technology for Digital Libraries. TPDL 2017. Lecture Notes in Computer Science, vol 10450. Springer, Cham. [doi:10.1007/978-3-319-67008-9_28](https://doi.org/10.1007/978-3-319-67008-9_28)
Foufoulas Y., Stamatogiannakis L., Dimitropoulos H., Ioannidis Y. (2017). "High-Pass Text Filtering for Citation Matching", In International Conference on Theory and Practice of Digital Libraries (TPDL). Springer, Cham. [doi:10.1007/978-3-319-67008-9_28](https://doi.org/10.1007/978-3-319-67008-9_28)
Y. Chronis, Y. Foufoulas, V. Nikolopoulos, A. Papadopoulos, L. Stamatogiannakis, C. Svingos, Y. E. Ioannidis, "A Relational Approach to Complex Dataflows", in Workshop Proceedings of the EDBT/ICDT 2016 (MEDAL 2016) Joint Conference (March 15, 2016, Bordeaux, France) on CEUR-WS.org (ISSN 1613-0073) [http://ceur-ws.org/Vol-1558/paper45.pdf](http://ceur-ws.org/Vol-1558/paper45.pdf)
Chronis Y., Foufoulas Y., Nikolopoulos V., Papadopoulos A., Stamatogiannakis L., Svingos C., Ioannidis Y. E. (2016). "A Relational Approach to Complex Dataflows", In Workshop Proceedings of the EDBT/ICDT 2016 (MEDAL 2016) Joint Conference on CEUR-WS.org (ISSN 1613-0073) [http://ceur-ws.org/Vol-1558/paper45.pdf](http://ceur-ws.org/Vol-1558/paper45.pdf)
T. Giannakopoulos, I. Foufoulas, E. Stamatogiannakis, H. Dimitropoulos, N. Manola, and Y. Ioannidis. 2015. “Visual-Based Classification of Figures from Scientific Literature”. In Proceedings of the 24th International Conference on World Wide Web (WWW '15 Companion). Association for Computing Machinery, New York, NY, USA, 1059–1060. [doi:10.1145/2740908.2742024](https://doi.org/10.1145/2740908.2742024)
Giannakopoulos T., Foufoulas I., Stamatogiannakis E., Dimitropoulos H., Manola N., Ioannidis Y. (2015). "Visual-Based Classification of Figures from Scientific Literature", In Proceedings of the 24th International Conference on World Wide Web (WWW), Association for Computing Machinery, New York, NY, USA, 1059–1060. [doi:10.1145/2740908.2742024](https://doi.org/10.1145/2740908.2742024)
Giannakopoulos, T., Foufoulas, I., Stamatogiannakis, E., Dimitropoulos, H., Manola, N., & Ioannidis, Y. (2014). “Discovering and Visualizing Interdisciplinary Content Classes in Scientific Publications”. D-Lib Mag., Volume 20, Number 11/12. [doi:10.1045/november14-giannakopoulos](https://doi.org/10.1045/november14-giannakopoulos)
Giannakopoulos T., Foufoulas I., Stamatogiannakis E., Dimitropoulos H., Manola N., Ioannidis Y. (2014). "Discovering and Visualizing Interdisciplinary Content Classes in Scientific Publications". D-Lib Mag., Volume 20, Number 11/12. [doi:10.1045/november14-giannakopoulos](https://doi.org/10.1045/november14-giannakopoulos)
Giannakopoulos T., Stamatogiannakis E., Foufoulas I., Dimitropoulos H., Manola N., Ioannidis Y. (2014) “Content Visualization of Scientific Corpora Using an Extensible Relational Database Implementation”. In: Bolikowski Ł., Casarosa V., Goodale P., Houssos N., Manghi P., Schirrwagen J. (eds) Theory and Practice of Digital Libraries -- TPDL 2013 Selected Workshops. TPDL 2013. Communications in Computer and Information Science, vol 416. Springer, Cham. [doi:10.1007/978-3-319-08425-1_10](https://doi.org/10.1007/978-3-319-08425-1_10)
Giannakopoulos T., Stamatogiannakis E., Foufoulas I., Dimitropoulos H., Manola N., Ioannidis Y. (2014). "Content Visualization of Scientific Corpora Using an Extensible Relational Database Implementation", International Conference on Theory and Practice of Digital Libraries (TPDL), Springer, Cham. [doi:10.1007/978-3-319-08425-1_10](https://doi.org/10.1007/978-3-319-08425-1_10)
Giannakopoulos T., Dimitropoulos H., Metaxas O., Manola N., Ioannidis Y. (2013) “Supervised Content Visualization of Scientific Publications: A Case Study on the ArXiv Dataset”. In: Kłopotek M.A., Koronacki J., Marciniak M., Mykowiecka A., Wierzchoń S.T. (eds) Language Processing and Intelligent Information Systems. IIS 2013. Lecture Notes in Computer Science, vol 7912. Springer, Berlin, Heidelberg. [doi:10.1007/978-3-642-38634-3_23](https://doi.org/10.1007/978-3-642-38634-3_23)
Giannakopoulos T., Dimitropoulos H., Metaxas O., Manola N., Ioannidis Y. (2013). "Supervised Content Visualization of Scientific Publications: A Case Study on the ArXiv Dataset", Intelligent Information Systems Symposium (IIS) vol 7912, Springer, Berlin, Heidelberg. [doi:10.1007/978-3-642-38634-3_23](https://doi.org/10.1007/978-3-642-38634-3_23)
Tkaczyk, D., Szostek, P., Fedoryszak, M. et al. "CERMINE: automatic extraction of structured metadata from scientific literature". IJDAR 18, 317–335 (2015). [doi:10.1007/s10032-015-0249-8](https://doi.org/10.1007/s10032-015-0249-8)
Tkaczyk, D., Szostek, P., Fedoryszak, M., Jan Dendek P., Bolikowski Ł. (2015). "CERMINE: automatic extraction of structured metadata from scientific literature", International Journal on Document Analysis and Recognition (IJDAR), 317–335. [doi:10.1007/s10032-015-0249-8](https://doi.org/10.1007/s10032-015-0249-8)
M. Kobos, Ł. Bolikowski, M. Horst, P. Manghi, N. Manola, J. Schirrwagen (2014) “Information inference in scholarly communication infrastructures: the OpenAIREplus project experience”, Procedia Computer Science 38, 92-99. [doi:10.1016/j.procs.2014.10.016](https://doi.org/10.1016/j.procs.2014.10.016)
Kobos M., Bolikowski Ł., Horst M., Manghi P., Μanola N., Schirrwagen J. (2014). "Information inference in scholarly communication infrastructures: the OpenAIREplus project experience", Procedia Computer Science 38, 92-99. [doi:10.1016/j.procs.2014.10.016](https://doi.org/10.1016/j.procs.2014.10.016)
### Portals
Baglioni M. et al. (2019) "The OpenAIRE Research Community Dashboard: On Blending Scientific Workflows and Scientific Publishing". In: Doucet A., Isaac A., Golub K., Aalberg T., Jatowt A. (eds) Digital Libraries for Open Knowledge. TPDL 2019. Lecture Notes in Computer Science, vol 11799. Springer, Cham. [doi:10.1007/978-3-030-30760-8_5](https://doi.org/10.1007/978-3-030-30760-8_5)
Baglioni Μ., Bardi Α., Kokogiannaki Α., Manghi P., Iatropoulou K., Principe P., Vieira A., Nielsen L. H., Dimitropoulos H., Foufoulas I., Manola N., Atzori C., La Bruzzo S., Lazzeri E., Artini M., De Bonis M., Dell’Amico A. (2019). "The OpenAIRE Research Community Dashboard: On Blending Scientific Workflows and Scientific Publishing",
International Conference on Theory and Practice of Digital Libraries (TPDL). Lecture Notes in Computer Science, vol 11799. Springer, Cham. [doi:10.1007/978-3-030-30760-8_5](https://doi.org/10.1007/978-3-030-30760-8_5)
### Broker Service
Manghi, P., Atzori, C., Bardi, A., La Bruzzo, S., & Artini, M. (2016, February). "Realizing a Scalable and History-Aware Literature Broker Service for OpenAIRE". In Italian Research Conference on Digital Libraries (pp. 92-103). Springer, Cham. [doi:10.1007/978-3-319-56300-8_9](https://doi.org/10.1007/978-3-319-56300-8_9)
Manghi P., Atzori C., Bardi A., La Bruzzo S., Artini M. (2016). "Realizing a Scalable and History-Aware Literature Broker Service for OpenAIRE", Italian Research Conference on Digital Libraries (IRCDL), pp. 92-103, Springer, Cham. [doi:10.1007/978-3-319-56300-8_9](https://doi.org/10.1007/978-3-319-56300-8_9)
Artini, M., Atzori, C., Bardi, A., La Bruzzo, S., Manghi, P., & Mannocci, A. (2015). "The OpenAIRE literature broker service for institutional repositories". D-Lib Magazine, 21(11/12), 1. [doi:10.1045/november2015-artini](https://doi.org/10.1045/november2015-artini)
Artini M., Atzori C., Bardi A., La Bruzzo S., Manghi P., Mannocci A. (2015). "The OpenAIRE literature broker service for institutional repositories", D-Lib Magazine, 21(11/12), 1. [doi:10.1045/november2015-artini](https://doi.org/10.1045/november2015-artini)

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