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<!DOCTYPE HTML>
<html lang="en">
<!--Last update: August 25th, 2024-->
<head>
<title>Dr. habil. Damien Graux</title>
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<body>
<div class="header">
<h1>Damien Graux, PhD, HDR</h1>
<h2>~ Team Leader, Principal Research Scientist at Huawei UKRD ~</h2>
<h3>Knowledge Graphs Expert | LLM Practitioner</h3>
</div>
<h1 class="page-header">Short Bio.</h1>
<div class="row">
<div class="column middle">
<p>
<b>Since December 2022</b>, I am working as a Research Team
Leader
for <a href="https://www.huawei.com/uk/corporate-information/research-development">Huawei
Technologies Ltd.</a> in the United Kingdom. In particular,
I am working in the Knowledge Graph lab. where we conduct
cutting-edge research on knowledge computing challenges. My
efforts are at the crossroads of data structuration (usually
as Knowledge Graphs) and Large Language Models. My vision is
that there should be a way to bridge memorisation
(<i>i.e.</i> knowledge bases) and generalisation
(<i>i.e.</i> parametric knowledge). Therefore, together with
my team, we explore potential connections through different
projects, such as using KGs to plan LLM actions, or building
KGs with the sole use LLMs.
</p>
<hr>
<p>
<b>From January 2021 to December 2022</b>, I was a tenured
Researcher having an <i>Inria starting faculty
position</i>. Practically, I was working in
the <a href="https://team.inria.fr/wimmics/">Wimmics</a>
group, based in Sophia Antipolis, <i>ca.</i> Nice
(France). I mainly focused on exploring downstream use-cases
once Knowledge Graphs are built: by developing, for
instance, novel visualisations to help Semantic Web
lay-users accessing graphs or by setting-up analytics
strategies on Knowledge Graphs through embeddings.
</p>
<hr>
<p>
<b>From October 2019 to December 2020</b>, I was a Research
Fellow at Trinity College Dublin (Ireland) working in
the <a href="https://www.adaptcentre.ie/">ADAPT Centre</a>
under the lead of Prof. Declan O'Sullivan. Practically, I
was contributing to research efforts in Semantic Web
technologies: mainly focusing on analyzing large distributed
knowledge graphs and on designing complex transformation
pipelines for heterogeneous Big Data. In particular, from
July 2020, I could focus on these research topics thanks to
a <a href="https://elite-fellowship.eu/fellows/damien-graux/">Marie
Skłodowska-Curie ELITE-S fellowship</a>.
</p>
<hr>
<p>
<b>From January 2018 to September 2019</b>, I was a Senior
Researcher at
the <a href="https://www.iais.fraunhofer.de/en.html">Fraunhofer
IAIS</a> in Sankt Augustin (Germany, close to Bonn) focusing
on the domain of Semantic Web and Linked Data in the context
of large-scale datasets. My research topics include ontology
management, ontology engineering, Semantic Web, Linked Data,
clustering, machine learning methods. I also applied the
results of my research in various European and
Industry-funded projects. In parallel, I was an associated
postdoc researcher of the <a href="http://sda.tech/">Smart
Data Analytics</a> group at the University of Bonn, under
the lead of Prof. Jens Lehmann.
</p>
<hr>
<p>
<b>In 2017</b>, as a postdoc, still with
the <a href="http://tyrex.inria.fr/">Tyrex group</a> (in
Inria, France), I pushed further what I developed during my
PhD thesis by integrating SPARQL evaluators into larger
systems where various kinds of data structures are involved:
several query results are needed (and aggregated) to build a
complex answer. More specifically, I was trying to design
efficient languages to facilitate the development of
optimized ETL pipelines in a semantic context.
</p>
<hr>
<p>
<b>From 2013 to 2016</b>, during my PhD thesis at Inria,
with the <a href="http://tyrex.inria.fr/">Tyrex group</a> in
Grenoble, I focused on Semantic
Web <a href="https://en.wikipedia.org/wiki/Semantic_Web#Standards">standards</a>,
especially on the Resource Description
Framework <a href="https://www.w3.org/TR/2004/REC-rdf-primer-20040210/">RDF</a>
and its dedicated query language
<a href="https://www.w3.org/TR/sparql11-query/">SPARQL</a>. My
main goal was to design efficient tools to evaluate SPARQL
queries on very large RDF datasets (<i>i.e.</i>
≥100GB). Indeed, I provided a new reading grid to rank
SPARQL evaluators before designing several efficient ones.
</p>
<!-- <ul> -->
<!-- <li> -->
<!-- Distributed systems <i>e.g.</i> Apache Hadoop, Apache Spark... -->
<!-- </li> -->
<!-- <li> -->
<!-- RDF storage methods -->
<!-- </li> -->
<!-- <li> -->
<!-- SPARQL evaluation strategies in a distributed context -->
<!-- </li> -->
<!-- <li> -->
<!-- RDF/SPARQL Benchmarks -->
<!-- </li> -->
<!-- </ul> -->
<p>
As a past time during my PhD main activities, I also
designed a semantic pipeline for trip planning aggregating
heterogeneous datasets (<i>e.g.</i> GTFS, RDF, CSV) in order
to provide users touristic alternatives at plane stopovers.
</p>
<hr>
<p>
Previously, <b>before 2013</b>, I worked on designing and
implementing broadcast algorithms with special properties
such as UTO (uniform and totally ordered). This work, mainly
developed in C, is also openly available from
<a href="http://github.com/simatic/TrainsProtocol">github</a>.
</p>
</div>
<div class="column side">
<a href="./IMG_20180513_115203.jpg">
<img src="./IMG_20180513_115203.jpg" alt="Appearance as of May 2018" width="95%" align="right">
</a>
</div>
</div>
<h2 class="page-header">Contact</h2>
<ul>
<li>
Office Address (<a href="https://www.openstreetmap.org/node/5703031196#map=18/55.94481/-3.20614" target="_blank">view <i>via</i> OSM</a>):
<br/> Huawei Technologies Ltd.<br/> Semple Str., 2<br> Edinburgh<br/> United Kingdom
</li>
<li>Email: damien [DOT] graux [AT] huawei [DOT] com</li>
</ul>
<h1 class="page-header">Publications</h1>
<h3 class="page-header">Book</h3>
<!-- LAMBDA Book on Knowledge Graphs and Big Data processing -->
<div class="row">
<a href="https://link.springer.com/book/10.1007/978-3-030-53199-7" target="_blank">
<img src="./publications/LAMBDA-Book-Cover.png" alt="Book Cover" width="6%" align="left" style="margin: 0px 20px 5px 0px">
</a>
<p>
<b>Knowledge Graphs and Big Data Processing</b>
[<a href="https://link.springer.com/book/10.1007/978-3-030-53199-7"
target="_blank">Open Access</a>]<hr width="10%" align="left"><i>Editors</i>:
Valentina Janev, <u>Damien Graux</u>, Hajira Jabeen, Emanuel
Sallinger<br><i>Publisher</i>: Springer<br><i>DOI</i>:
https://doi.org/10.1007/978-3-030-53199-7<br>2020
</p>
</div>
<h3 class="page-header">As editor of proceedings</h3>
<ol type="i">
<li><b>Proceedings of the 1st international workshop on Prompt
Engineering for Pre-Trained Language Models (PromptEng)</b>
[<a href="./publications/Preface_PromptEng_2024.pdf"
target="_blank">Preface</a>; <a href="https://dl.acm.org/doi/proceedings/10.1145/3589335#heading9"
target="_blank">Full Volume</a>]<br><u>Damien Graux</u>,
Sébastien Montella, Hajira Jabeen, Claire Gardent, Jeff
Z. Pan<br>Co-located with the 33rd ACM Web Conf (ex WWW),
2024</li>
<li><b>Joint Proceedings of the QuWeDa and MEPDaW 2023: 7th
Workshop on Storing, Querying and Benchmarking Knowledge Graphs
and 9th Workshop on Managing the Evolution and Preservation of
the Data Web</b>
[<a href="./publications/Preface_QuWeDa_MEPDaW_2023.pdf"
target="_blank">Preface</a>; <a href="https://ceur-ws.org/Vol-3565/"
target="_blank">Full Volume</a>]<br>Muhammad Saleem,
Axel-Cyrille Ngonga Ngomo, <u>Damien Graux</u>, Fabrizio
Orlandi, Emetis Niazmand, Gabriela Ydler, Maria-Esther
Vidal<br>Co-located with the 22th International Semantic Web
Conference (ISWC), 2023</li>
<li><b>Proceedings of the 8th Workshop on Managing the Evolution
and Preservation of the Data Web (MEPDaW)</b>
[<a href="./publications/Preface_MEPDaW_2022.pdf"
target="_blank">Preface</a>; <a href="https://ceur-ws.org/Vol-3339/"
target="_blank">Full Volume</a>]<br><u>Damien
Graux</u>, Fabrizio Orlandi, Emetis Niazmand, Gabriela Ydler, Maria-Esther
Vidal<br>Co-located with the 21th International Semantic Web
Conference (ISWC), 2022</li>
<li><b>Proceedings of the 7th Workshop on Managing the Evolution
and Preservation of the Data Web (MEPDaW)</b>
[<a href="./publications/Preface_MEPDaW_2021.pdf"
target="_blank">Preface</a>; <a href="https://ceur-ws.org/Vol-3225/"
target="_blank">Full Volume</a>]<br>Fabrizio Orlandi, <u>Damien
Graux</u>, Julio Cesar dos Reis, Maria-Esther
Vidal<br>Co-located with the 20th International Semantic Web
Conference (ISWC), 2021</li>
<li><b>Proceedings of the 1st Ph.D. Workshop on Big Data
Analytics</b>
[<a href="./publications/Preface_LAMBDA-PhD_2021.pdf"
target="_blank">Preface</a>; <a href="https://ceur-ws.org/Vol-3195/"
target="_blank">Full Volume</a>]<br><u>Damien Graux</u>,
Valentina Janev<br>Co-located with the 3rd International Big
Data Analytics Summer School (BDA), 2021</li>
<li><b>Proceedings of the 6th Workshop on Managing the Evolution
and Preservation of the Data Web (MEPDaW)</b>
[<a href="./publications/Preface_MEPDaW_2020.pdf"
target="_blank">Preface</a>; <a href="https://ceur-ws.org/Vol-2821/"
target="_blank">Full Volume</a>]<br>Fabrizio Orlandi, <u>Damien
Graux</u>, Maria-Esther Vidal, Javier D. Fernández, Jeremy
Debattista<br>Co-located with the 19th International Semantic
Web Conference (ISWC), 2020</li>
<li><b>Joint Proceedings of the 1st International Workshop on
Knowledge Graph Building and 1st International Workshop on Large
Scale RDF Analytics</b>
[<a href="./publications/Preface_LASCAR_2019.pdf"
target="_blank">Preface</a>; <a href="https://ceur-ws.org/Vol-2489/"
target="_blank">Full Volume</a>]<br>David Chaves-Fraga, Pieter
Heyvaert, Freddy Priyatna, Juan Sequeda, Anastasia Dimou, Hajira
Jabeen, <u>Damien Graux</u>, Gezim Sejdiu, Mohammed Saleem, Jens
Lehmann<br>Co-located with 16th Extended Semantic Web Conference
(ESWC), 2019</li>
</ol>
<h3 class="page-header">As author</h3>
<ol>
<li>
<b>Around Semantic Web data: distributed, heterogeneous and
advanced processing</b> <!-- [<a href="" target="_blank"></a>]
--><br> <u>Damien Graux</u><br>Habilitation Thesis, 2024
</li>
<li>
<b>CardiO: Predicting Cardinality from Online Sources</b>
[<a href="./publications/Cardio_WWW_2024.pdf"
target="_blank">PDF</a>]<br>Shrestha Ghosh, Simon
Razniewski, <u>Damien Graux</u>, Gerhard Weikum<br>The ACM Web
Conference (ex WWW), 2024
</li>
<li>
<b>Auto-generation of Blockchain-based Distributed
Applications using Ontologies</b>
[<a href="https://doi.org/10.1007/978-3-031-50028-2_8"
target="_blank">Springer</a>]<br>Muhammad Uzair
Qureshi, <u>Damien Graux</u>, Fabrizio Orlandi, Declan
O’Sullivan<br>Chapter 8 in <i>Blockchain and Smart-Contract
Technologies for Innovative Applications</i> (pages 217-258),
2024
</li>
<li>
<b>Reproduce, Replicate, Reevaluate. The Long but Safe Way to
Extend Machine Learning Methods</b>
[<a href="./publications/ReproduceReplicateReevaluate_AAAI_2024.pdf"
target="_blank">PDF</a>]<br>Luisa Werner, Nabil Layaïda,
Pierre Genevès, Jérôme Euzenat, <u>Damien Graux</u><br>AAAI,
2024
</li>
<hr>
<li>
<b>Large Language Models and Knowledge Graphs: Opportunities
and Challenges</b>
[<a href="./publications/LLM-KG_TGDK_2023.pdf"
target="_blank">PDF</a>]<br>Jeff Z. Pan, Simon Razniewski,
Jan-Christoph Kalo, Sneha Singhania, Jiaoyan Chen, Stefan
Dietze, Hajira Jabeen, Janna Omeliyanenko, Wen Zhang, Matteo
Lissandrini, Russa Biswas, Gerard de Melo, Angela Bonifati,
Edlira Vakaj, Mauro Dragoni, <u>Damien
Graux</u><br>Transactions on Graph Data and Knowledge (TGDK),
Volume 1 Issue 1: 2:1-2:38, 2023
</li>
<li>
<b>Multi Platform-based Hate Speech Detection</b>
[<a href="./publications/HateSpeech_ICAART_2023.pdf"
target="_blank">PDF</a>]<br>Shane Cooke, <u>Damien Graux</u>,
Soumyabrata Dev<br>ICAART, 2023
</li>
<hr>
<li>
<b>LOV-ES: Guiding the Ontology Selection to Structure Textual
Data using Topic Modeling</b>
[<a href="./publications/LOV-ES_ISWC_2022_Demo.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Anaïs
Ollagnier<br>ISWC (Posters and Demos), 2022
</li>
<li>
<b>Multi-Level Visual Tours of Weather Linked Data</b>
[<a href="./publications/MultilevelVisualTours_Voila_2022.pdf"
target="_blank">PDF</a>]<br>Nadia Yacoubi, <u>Damien
Graux</u>, Catherine Faron<br>Visualization and Interaction
for Ontologies and Linked Data (Voila!) collocated with the
International Semantic Web Conference (ISWC), 2022
</li>
<li>
<b>Efficient semantic summary graphs for querying large
knowledge graphs</b>
[<a href="./publications/SemanticSummary_IJIMDI_2022.pdf"
target="_blank">PDF</a>]<br>Emetis Niazmand, Gezim
Sejdiu, <u>Damien Graux</u>, Maria-Esther Vidal<br>The
International Journal of Information Management Data Insights,
2022
</li>
<li>
<b>Navigating the Earth with pure SPARQL</b>
[<a href="./publications/NavigatingEarthSPARQL_GeoLD_2022.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u><br>The 5th
International Workshop on Geospatial Linked Data (GeoLD)
collocated with the European Semantic Web Conference (ESWC),
2022
</li>
<li>
<b>Through the Lens of the Web Conference Series: A Look Into
the History of the Web</b>
[<a href="./publications/HistoryOfTheWeb_WWW_2022.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Fabrizio
Orlandi<br>The ACM Web Conference (ex WWW), 2022
</li>
<hr>
<li>
<b>Hash-ssessing the freshness of SPARQL pipelines</b>
[<a href="./publications/Freshness_SPARQL_pipelines_ISWC_2021_Poster.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Fabrizio
Orlandi, Declan O'Sullivan<br>ISWC (Posters and Demos), 2021
</li>
<li>
<b>De-icing federated SPARQL pipelines: a method for assessing
the “freshness” of result sets</b>
[<a href="./publications/De-icing-Federated-SPARQL_MEPDaW_2021.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Fabrizio
Orlandi, Declan O'Sullivan<br> Managing the Evolution and
Preservation of the Data Web (MEPDaW) collocated with the
International Semantic Web Conference (ISWC), 2021
</li>
<li>
<b>Timelining Knowledge Graphs in the Browser</b>
[<a href="./publications/TimeliningKG_Voila_2021.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Fabrizio
Orlandi, Tanmay Kaushik, David Kavanagh, Hailing Jiang, Brian
Bredican, Matthew Grouse, and Dáithí Geary<br>Visualization
and Interaction for Ontologies and Linked Data (Voila!)
collocated with the International Semantic Web Conference
(ISWC), 2021
</li>
<li>
<b>Formal Concept Analysis for Semantic Compression of
Knowledge Graph Versions</b>
[<a href="./publications/FCA_Semantic_Compression_FCA4AI_2021.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Diego
Collarana, Fabrizio Orlandi<br>FCA4AI (Ninth Edition)
co-located with IJCAI, 2021
</li>
<li>
<b>Hints to Save Time when Dealing with Big Data</b>
[<a href="./publications/LAMBDA_PhD_Workshop_Keynote_2021.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u><br>Keynote for
the PhD. workshop of the third Big Data Summer School in
Belgrade, 2021
</li>
<li>
<b>Beyond Classical SERVICE Clause in Federated SPARQL
Queries: Leveraging the Full Potential of URI Parameters</b>
[<a href="./publications/Service_URI_Parameters_WEBIST_2021.pdf"
target="_blank">PDF</a>]<br>Olivier Corby, Catherine Faron,
Fabien Gandon, <u>Damien Graux</u>, Franck Michel<br>WEBIST,
2021
</li>
<li>
<b>Embedding Knowledge Graphs Attentive to Positional and
Centrality Qualities</b>
[<a href="./publications/Embedding_Graph_features_ECMLPKDD_2021.pdf"
target="_blank">PDF</a>]
[<a href="./publications/Embedding_Graph_features_ECMLPKDD_2021_Appendix.pdf"
target="_blank">Appendix</a>]<br>Afshin Sadeghi, Diego
Collarana, <u>Damien Graux</u>, Jens Lehmann<br>ECML PKDD,
2021
</li>
<li>
<b>A fully decentralized triplestore managed via the Ethereum
blockchain</b>
[<a href="./publications/RDF_Ethereum_SEMANTiCS_2021.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Sina
Mahmoodi<br>SEMANTiCS, 2021
</li>
<li>
<b>Involvement of OpenStreetMap in European H2020 Projects</b>
[<a href="./publications/OSMinH2020_SotM_2021.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Thibaud
Michel<br>State of the Map (Academic Track), 2021
</li>
<li>
<b>Deploying a Strategy to Unlock Big Data Research and
Teaching Activities in the West Balkan Region</b>
[<a href="./publications/LAMBDA_ITiCSE_2021.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Valentina
Janev, Hajira Jabeen, Emanuel Sallinger<br>26th ACM Conference
on Innovation and Technology in Computer Science Education
V. 1 (ITiCSE), 2021
</li>
<li>
<b>A Big Data Learning Platform for the West Balkans and
Beyond</b>
[<a href="./publications/LAMBDA_ITiCSE_2021_TTC.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Valentina
Janev, Hajira Jabeen, Emanuel Sallinger<br>26th ACM Conference
on Innovation and Technology in Computer Science Education
V. 2 (ITiCSE), <i>Tips, Techniques and Courseware</i>, 2021
</li>
<li>
<b>Benchmarking RDF Metadata Representations: Reification,
Singleton Property and RDF*</b>
[<a href="./publications/REF-Benchmark_ICSC_2021.pdf"
target="_blank">PDF</a>]<br>Fabrizio Orlandi, <u>Damien
Graux</u>, Declan O'Sullivan<br>IEEE 15th International
Conference on Semantic Computing (ICSC), 2021
</li>
<hr>
<li>
<b>A real-time visual dashboard for Wikidata edits</b>
[<a href="./publications/Real_Time_WikiData_Visual_Dashboard_Voila_2020.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Fabrizio
Orlandi, Brian Lynch, Isobel Mahon, Odhran Mullen, Alex Mahon,
Flora Molnar, Lexes Mantiquilla<br>Visualization and
Interaction for Ontologies and Linked Data (Voila!) collocated
with the International Semantic Web Conference (ISWC), 2020
</li>
<li>
<b>Semantic Schema Mapping for Interoperable Data-Exchange</b>
[<a href="./publications/MappingForDataExchange_OM_2020.pdf"
target="_blank">PDF</a>]<br>Harshvardhan J. Pandit, <u>Damien
Graux</u>, Fabrizio Orlandi, Ademar Crotti Junior, Declan
O’Sullivan, Dave Lewis<br>International Workshop on Ontology
Matching (OM) collocated with the International Semantic Web
Conference (ISWC), 2020
</li>
<li>
<b>Verbalizing the Evolution of Knowledge Graphs with Formal
Concept Analysis</b>
[<a href="./publications/VerbalizingEvolutionKG_NLIWOD_2020.pdf"
target="_blank">PDF</a>]<br>Martín Arispe Riveros, Mayesha
Tasnim, <u>Damien Graux</u>, Fabrizio Orlandi, Diego
Collarana<br>Natural Language Interfaces for the Web of Data
Workshop (NLIWOD) collocated with the International Semantic
Web Conference (ISWC), 2020
</li>
<li>
<b>LAMBDA learning and consulting platform</b>
[<a href="./publications/LAMBDA_eLearning_2020.pdf"
target="_blank">PDF</a>]<br>Valentina Janev, Dejan Paunović,
Emanuel Sallinger, <u>Damien Graux</u><br>11th International
Conference on eLearning (eLearning), 2020
</li>
<li>
<b>Federated Query Processing</b><br>Kemele M. Endris,
Maria-Esther Vidal, <u>Damien Graux</u><br>Chapter 5
in <i>Knowledge Graphs and Big Data Processing</i> (pages
73-86), 2020
</li>
<li>
<b>Scalable Knowledge Graph Processing Using
SANSA</b><br>Hajira Jabeen, <u>Damien Graux</u>, Gezim
Sejdiu<br>Chapter 7 in <i>Knowledge Graphs and Big Data
Processing</i> (pages 105-121), 2020
</li>
<li>
<b>Context-Based Entity Matching for Big Data</b><br>Mayesha
Tasnim, Diego Collarana, <u>Damien Graux</u>, Maria-Esther
Vidal<br>Chapter 8 in <i>Knowledge Graphs and Big Data
Processing</i> (pages 122-146), 2020
</li>
<li>
<b>Meta-Hyperband: Hyperparameter optimization with
meta-learning and Coarse-to-Fine</b>
[<a href="./publications/Metahyperband_IDEAL_2020.pdf"
target="_blank">PDF</a>]<br>Samin Payrosangari, Afshin
Sadeghi, <u>Damien Graux</u>, Jens Lehmann<br>IDEAL, 2020
</li>
<li>
<b>MINDS: a translator to embed mathematical expressions
inside SPARQL queries</b>
[<a href="./publications/MINDS_Semantics_2020.pdf"
target="_blank">PDF</a>]<br><u>Damien Graux</u>, Gezim Sejdiu,
Claus Stadler, Giulio Napolitano, Jens Lehmann<br>SEMANTiCS,
2020 <!--Rephrase when proceedings are out-->
</li>
<li>
<b>How many stars do you see in this constellation?</b>
[<a href="./publications/CountingStars_ESWC_2020_Poster.pdf"
target="_blank">PDF</a>]<br> Fabrizio Orlandi, <u>Damien
Graux</u>, Declan O'Sullivan<br>ESWC (Poster Track),
2020 <!--Rephrase when proceedings are out-->
</li>
<li>
<b>Semantic Data Integration for the SMT Manufacturing Process
using SANSA Stack</b>
[<a href="./publications/SANSA-DL_VQB_ESWC_2020_Industry.pdf"
target="_blank">PDF</a>]<br> Mohamed Nadjib Mami, Irlán
Grangel-González, <u>Damien Graux</u>, Enkeleda Elezi, Felix
Lösch<br> ESWC (Industry Track), 2020 <!--Rephrase when
proceedings are out-->
</li>
<li>
<b>Knowledge Graph-based Legal Search over German Court
Cases</b>
[<a href="./publications/Legal-KG_ESWC_2020_Industry.pdf"
target="_blank">PDF</a>]<br>Ademar Crotti Junior, Fabrizio
Orlandi, <u>Damien Graux</u>, Murhaf Hossari, Declan
O'Sullivan, Christian Hartz, Christian Dirschl<br> ESWC
(Industry Track), 2020 <!--Rephrase when proceedings are
out-->
</li>
<li>
<b>Establishing a Strong Baseline for Privacy Policy
Classification</b>
[<a href="./publications/Privacy_Policy_IFIP_SEC_2020.pdf"
target="_blank">PDF</a>]<br> Najmeh Mousavi Nejad, Pablo
Jabat, Rostislav Nedelchev, Simon Scerri, <u>Damien
Graux</u><br> IFIP-SEC, 2020 <!--Rephrase once accepted-->
</li>
<li>
<b>MDE: Multiple Distance Embeddings for Link Prediction in
Knowledge Graphs</b>
[<a href="./publications/MDE_ECAI_2020.pdf"
target="_blank">PDF</a>][<a href="https://arxiv.org/abs/1905.10702"
target="_blank">arXiv</a>]<br> Afshin Sadeghi, <u>Damien
Graux</u>, Hamed Shariat Yazdi, Jens Lehmann<br> ECAI,
2020 <!--Rephrase once accepted-->
</li>
<hr>
<li>
<b>The Query Translation Landscape: a Survey</b>
[<a href="https://arxiv.org/abs/1910.03118"
target="_blank">PDF</a>]<br> Mohamed Nadjib Mami, <u>Damien
Graux</u>, Harsh Thakkar, Simon Scerri, Sören Auer, Jens
Lehmann<br> Pre-print version, 2019 <!--Rephrase once
accepted-->
</li>
<li>
<b>Uniform Access to Multiform Data Lakes using Semantic
Technologies</b>
[<a href="./publications/Squerall_iiWAS_2019.pdf"
target="_blank">PDF</a>]<br> Mohamed Nadjib Mami, <u>Damien
Graux</u>, Simon Scerri, Hajira Jabeen, Sören Auer, Jens
Lehmann<br> iiWAS, 2019 <!--Rephrase when proceedings are out
-->
</li>
<li>
<b>SemanGit: A Linked Dataset from git</b>
[<a href="./publications/SemanGit_ISWC_2019.pdf"
target="_blank">PDF</a>]<br> Dennis Oliver Kubitza, Matthias
Böckmann, <u>Damien Graux</u><br> ISWC, 2019 <!--Rephrase when
proceedings are out -->
</li>
<li>
<b>Sparklify: A Scalable Software Component for Efficient
evaluation of SPARQL queries over distributed RDF datasets</b>
[<a href="./publications/Sparklify_ISWC_2019.pdf"
target="_blank">PDF</a>]<br> Claus Stadler, Gezim
Sejdiu, <u>Damien Graux</u>, Jens Lehmann<br> ISWC,
2019 <!--Rephrase when proceedings are out -->
</li>
<li>
<b>Squerall: Virtual Ontology-Based Access to Heterogeneous
and Large Data Sources</b>
[<a href="./publications/Squerall_ISWC_2019.pdf"
target="_blank">PDF</a>]<br> Mohamed Nadjib Mami, <u>Damien
Graux</u>, Simon Scerri, Hajira Jabeen, Sören Auer, Jens
Lehmann<br> ISWC, 2019 <!--Rephrase when proceedings are out
-->
</li>
<li>
<b>Towards Semantically Structuring GitHub</b>
[<a href="./publications/SemanGit_ISWC_2019_Poster.pdf"
target="_blank">PDF</a>]<br> Dennis Oliver Kubitza, Matthias
Böckmann, <u>Damien Graux</u><br> ISWC (Posters and Demos),
2019 <!--Rephrase when proceedings are out -->
</li>
<li>
<b>Querying large-scale RDF datasets using the SANSA
framework</b>
[<a href="./publications/Sparklify_ISWC_2019_Demo.pdf"
target="_blank">PDF</a>]<br> Claus Stadler, Gezim
Sejdiu, <u>Damien Graux</u>, Jens Lehmann<br> ISWC (Posters
and Demos), 2019 <!--Rephrase when proceedings are out -->
</li>
<li>
<b>How to feed the Squerall with RDF and other data nuts?</b>
[<a href="./publications/Squerall_ISWC_2019_Demo.pdf"
target="_blank">PDF</a>]<br> Mohamed Nadjib Mami, <u>Damien
Graux</u>, Simon Scerri, Hajira Jabeen, Sören Auer, Jens
Lehmann<br> ISWC (Posters and Demos), 2019 <!--Rephrase when
proceedings are out -->
</li>
<li>
<b>Interroger des Lacs de Données en utilisant Spark &
Presto</b> [<a href="./publications/Squerall_BDA_2019.pdf"
target="_blank">PDF</a>]<br> Mohamed Nadjib Mami, <u>Damien
Graux</u>, Simon Scerri, Hajira Jabeen, Sören Auer<br> BDA
(Demo Track), 2019 <!--Rephrase when proceedings are out -->
</li>
<li>
<b>Big Data Analytics: Lectures from the LAMBDA network</b>
[<a href="./publications/LAMBDA_eLearning_2019.pdf"
target="_blank">PDF</a>]<br>Valentina Janev, Dejan
Paunović, <u>Damien Graux</u>, Hajira Jabeen, Emanuel
Sallinger, Sahar Vahdati<br> 10th International Conference on
eLearning (eLearning), 2019
</li>
<li>
<b>Towards A Scalable Semantic-based Distributed Approach for
SPARQL query evaluation</b>
[<a href="./publications/Semantic-based-Approach_Semantics_2019.pdf"
target="_blank">PDF</a>]<br> Gezim Sejdiu, <u>Damien
Graux</u>, Imran Khan, Ioanna Lytra, Hajira Jabeen, Jens
Lehmann<br> SEMANTiCS, 2019 <!--Rephrase when proceedings are
out -->
</li>
<li>
<b>The Hubs and Authorities Transaction Network Analysis using
the SANSA framework</b>
[<a href="./publications/SANSA_Alethio_Semantics_2019_Poster.pdf"
target="_blank">PDF</a>]<br> Danning Sui, Gezim Sejdiu, <u>Damien
Graux</u>, Jens Lehmann<br> SEMANTiCS (Poster Track),
2019 <!--Rephrase when proceedings are out -->
</li>
<li>
<b>COMET: A Contextualized Molecule-Based Matching
Technique</b> [<a href="./publications/COMET_DEXA_2019.pdf"
target="_blank">PDF</a>]<br>Mayesha Tasnim, Diego
Collarana, <u>Damien Graux</u>, Mikhail Galkin, Maria-Esther
Vidal<br> DEXA, 2019 <!--Rephrase when proceedings are out -->
</li>
<!-- <li> -->
<!-- <b>MDE: Multi Distance Embeddings for Link Prediction in -->
<!-- Knowledge Graphs</b> -->
<!-- [<a href="https://arxiv.org/abs/1905.10702" -->
<!-- target="_blank">PDF</a>]<br> Afshin Sadeghi, <u>Damien -->
<!-- Graux</u>, Hamed Shariat Yazdi, Jens Lehmann<br> Pre-print -->
<!-- version, 2019 <\!--Rephrase once accepted-\-> -->
<!-- </li> -->
<li>
<b>Towards Measuring Risk Factors in Privacy Policies</b>
[<a href="./publications/PrivacyPolicy_RiskFactors_AIAS_2019.pdf"
target="_blank">PDF</a>]<br> Najmeh Mousavi Nejad, <u>Damien
Graux</u>, Diego Collarana<br> Workshop on Artificial
Intelligence and the Administrative State collocated with
ICAIL'19 (Position Paper) <!--Rephrase when proceedings are
out-->
</li>
<li>
<b>Clustering Pipelines of large RDF POI Data</b>
[<a href="./publications/PipingClustering_ESWC_2019_Poster.pdf"
target="_blank">PDF</a>]<br> Rajjat Dadwal, <u>Damien Graux</u>,
Gezim Sejdiu, Hajira Jabeen, Jens Lehmann<br> ESWC
2019 (Poster Track) <!--Rephrase when proceedings are out-->
</li>
<li>
<b>Summarizing Entity Temporal Evolution in Knowledge
Graphs</b> [<a href="./publications/COMET_MepDaw_2019.pdf"
target="_blank">PDF</a>]<br> Mayesha Tasnim, Diego
Collarana, <u>Damien Graux</u>, Fabrizio Orlandi, Maria-Esther
Vidal<br> MepDaw, WWW (Companion Volume) 2019: 961-965
</li>
<li>
<b>Querying Data Lakes using Spark and Presto</b>
[<a href="./publications/Squerall_WWW_2019_Demo.pdf"
target="_blank">PDF</a>]<br> Mohamed Nadjib Mami, <u>Damien
Graux</u>, Simon Scerri, Hajira Jabeen, Sören Auer<br> WWW
2019: 3574-3578
</li>
<li>
<b>Big POI Data Integration with Linked Data Technologies</b>
[<a href="./publications/SLIPO_EDBT_2019.pdf"
target="_blank">PDF</a>]<br> Spiros Athanasiou, Giorgos
Giannopoulos, <u>Damien Graux</u>, Nikos Karagiannakis, Jens
Lehmann, Axel-Cyrille Ngonga Ngomo, Kostas Patroumpas, Mohamed
Ahmed Sherif, Dimitrios Skoutas<br> 22nd International
Conference on Extending Database Technology, Lisbon,
Portugal. pp. 477–488 (EDBT 2019)
</li>
<hr>
<li>
<b>A Multi-Criteria Experimental Ranking of Distributed SPARQL
Evaluators</b>
[<a href="./publications/Experiment_Analyses_IEEEBigData_2018.pdf"
target="_blank">PDF</a>]<br>
<u>Damien Graux</u>, Louis Jachiet, Pierre Genevès, Nabil
Layaïda<br> 2018 IEEE International Conference on Big Data
(Big Data). IEEE, 2018. p. 693-702
</li>
<li>
<b>Profiting from Kitties on Ethereum: Leveraging Blockchain
RDF Data with SANSA</b>
[<a href="./publications/SANSA_Alethio_Semantics_2018_Poster.pdf"
target="_blank">PDF</a>]<br>
<u>Damien Graux</u>, Gezim Sejdiu, Hajira Jabeen, Jens
Lehmann, Danning Sui, Dominik Muhs, Johannes Pfeffer<br>
Proceedings of the Posters and Demos Track of the 14th
International Conference on Semantic Systems co-located with
the 14th International Conference on Semantic Systems
(SEMANTiCS 2018), Vienna, Austria, September 10-13, 2018.
</li>
<li>
<b>MINDS: a translator to embed mathematical expressions
inside SPARQL queries</b>
[<a href="https://smartdataanalytics.github.io/minds/MINDS_v0.1_report.pdf"
target="_blank">PDF</a>]<br> <u>Damien Graux</u>, Gezim
Sejdiu, Claus Stadler, Giulio Napolitano, Jens Lehmann<br>
Technical Report, 2018.
</li>
<hr>
<li>
<b>Une classification expérimentale multi-critère des
évaluateurs SPARQL répartis</b>
[<a href="./publications/Experiment_Analyses_BDA_2017.pdf"
target="_blank">PDF</a>]<br>
<u>Damien Graux</u>, Louis Jachiet, Pierre Genevès, Nabil
Layaïda<br> BDA 2017 - 33ème Conférence sur la Gestion de
Données - Principes, Technologies et Applications, Nov 2017,
Nancy, France. BDA2017
</li>
<li>
<b>SPARUB: SPARQL UPDATE Benchmark</b>
[<a href="./publications/SPARUB_Report_2017.pdf"
target="_blank">PDF</a>]<br>
<u>Damien Graux</u>, Pierre Genevès, Nabil Layaïda<br>
Technical report, 2017
</li>
<li>
<b>HAP: Building Pipelines with Heterogeneous Data and
Hive</b> [<a href="./publications/HAP_Report_2017.pdf"
target="_blank">PDF</a>]<br>
<u>Damien Graux</u>, Pierre Genevès, Nabil Layaïda<br>
Technical report, 2017
</li>
<hr>
<li>
<b>On the Efficient Distributed Evaluation of SPARQL
Queries</b> [<a href="./publications/PhD_Thesis_2016.pdf"
target="_blank">PDF</a>]<br>
<u>Damien Graux</u><br>
PhD Thesis, 2016
</li>
<li>
<b>SPARQLGX : Une Solution Distribuée pour RDF Traduisant
SPARQL vers Spark</b>
[<a href="./publications/SPARQLGX_BDA_2016.pdf"
target="_blank">PDF</a>]<br>
<u>Damien Graux</u>, Louis Jachiet, Pierre Genevès, Nabil
Layaïda<br> BDA 2016 - 32ème Conférence sur la Gestion de
Données - Principes, Technologies et Applications, Nov 2016,
Poitiers, France. BDA2016
</li>
<li>
<b>SPARQLGX in Action: Efficient Distributed Evaluation of
SPARQL with Apache Spark</b>
[<a href="./publications/SPARQLGX_ISWC_demo_2016.pdf"
target="_blank">PDF</a>]<br>
<u>Damien Graux</u>, Louis Jachiet, Pierre Genevès, Nabil
Layaïda<br/> 15th International Semantic Web Conference (ISWC
2016 demo paper), Oct 2016, Kobe, Japan. 15th International
Semantic Web Conference
</li>
<li>
<b>Smart Trip Alternatives for the Curious</b>
[<a href="./publications/Trip_ISWC_2016.pdf"
target="_blank">PDF</a>]<br>
<u>Damien Graux</u>, Pierre Genevès, Nabil Layaïda<br> 15th
International Semantic Web Conference (ISWC 2016 demo paper),
Oct 2016, Kobe, Japan. 15th International Semantic Web
Conference
</li>
<li>
<b>SPARQLGX: Efficient Distributed Evaluation of SPARQL with
Apache Spark</b>
[<a href="./publications/SPARQLGX_ISWC_2016.pdf"
target="_blank">PDF</a>]<br>
<u>Damien Graux</u>, Louis Jachiet, Pierre Genevès, Nabil
Layaïda<br/> The 15th International Semantic Web Conference,
Oct 2016, Kobe, Japan. The 15th International Semantic Web
Conference, <10.1007/978-3-319-46547-0_9>
</li>
<hr>
<li>
<b>TRAINS : a Throughput-Efficient Uniform Total Order
Broadcast Algorithm</b>
[<a href="./publications/TRAINS_NOTERE_2015.pdf"
target="_blank">PDF</a>]<br> Michel Simatic, Arthur
Foltz, <u>Damien Graux</u>, Nicolas Hascoet, Stéphanie
Ouillon, Nathan Reboud, Tiezhen Wang<br> NTDS - ICPE 2015 :
International Conference on Protocol Engineering (ICPE) and
International Conference on New Technologies of Distributed
Systems (NTDS), Jul 2015, Paris, France. IEEE, Proceedings
NTDS - ICPE 2015 : International Conference on Protocol
Engineering (ICPE) and International Conference on New
Technologies of Distributed Systems (NTDS), pp.1 - 8, 2015,
<10.1109/NOTERE.2015.7293477>
</li>
</ol>
<h1 class="page-header">Funded Research Projects</h1>
<table id="t01">
<col width="10%">
<col width="75%">
<col width="15%">
<tr>
<th>Project [<i>Role</i>]</th>
<th>Abstract</th>
<th>Date</th>
</tr>
<tr>
<td><a href="https://project-lambda.org/">LAMBDA</a><br>[<i>Lecturer</i>]</td>
<td><b>LAMBDA</b> defines a scientific strategy for stepping
up and stimulating scientific excellence and innovation
capacity, increasing research capacities and unlocking the
research potential of the biggest and the oldest R&D
Institute in the ICT area in the whole West Balkan region,
turning the Institute Mihajlo Pupin into a regional point of
reference when it comes to multidisciplinary ICT competence
related to Big Data analytics.</td>
<td>Since 2019</td>
</tr>
<tr>
<td><a href="http://www.semangit.de/">SemanGit</a><br>[<i>Leader</i>]</td>
<td><b>SemanGit</b> provides a resource at the crossroads of
both Semantic Web and git web-based version control
systems. It is actually the first collection of linked data
extracted from GitHub based on a git ontology we designed and
extended to include specific GitHub features.</td>
<td>Since 2018</td>
</tr>
<tr>
<td><a href="https://qualichain-project.eu/">QualiChain</a><br>[<i>Tasks Leader</i>]</td>
<td><b>QualiChain</b> targets the creation, piloting and
evaluation of a decentralised platform for storing, sharing
and verifying education and employment qualifications and
focuses on the assessment of the potential of blockchain
technology, algorithmic techniques and computational
intelligence for disrupting the domain of public education, as
well as its interfaces with private education, the labour
market, public sector administrative procedures and the wider
socio-economic developments.</td>
<td>2019</td>
</tr>
<tr>
<td><a href="https://www.ec-better.eu/">Better</a><br>[<i>Task Leader</i>]</td>
<td><b>BETTER</b> is implementing a Big Data intermediate
service layer focused on creating user-centric services and
tools, while addressing the full data lifecycle associated
with EO data, to bring more downstream users to the EO market
and maximise exploitation of Copernicus data and information
services.</td>
<td>2018-2019</td>
</tr>
<tr>
<td><a href="http://slipo.eu/">SLIPO</a><br>[<i>Work Package Leader</i>]</td>
<td><b>SLIPO</b> develops software, models and processes for:
transforming conventional POI formats and schemas into RDF
data; interlinking POI entities from different datasets;
enriching POI entities with additional metadata, including
temporal, thematic and semantic properties; fusing Linked POI
data in order to produce more complete and accurate POI
profiles; assessing the quality of the integrated POI data;
offering value added services based on spatial aggregation,
association extraction and spatiotemporal prediction.</td>
<td>2018-2019</td>
</tr>
<tr>
<td><a href="http://tyrex.inria.fr/clear/">Clear</a><br>[<i>Contributor</i>]</td>
<td><b>Clear</b> addresses one fundamental challenge of our
time: the construction of effective programming models and
compilation techniques for the correct, efficient and scalable
exploitation of large amounts of data.</td>
<td>2017</td>
</tr>
<tr>
<td><a href="http://www.datalyse.fr/">Datalyse</a><br>[<i>Contributor</i>]</td>
<td><b>Datalyse</b> is a smart treatment demonstrator
dedicated to Big Data focusing on collecting, certificating,
integrating, categorizing, securing, enriching and sharing
data.</td>
<td>2013-2016</td>
</tr>
</table>
<h1 class="page-header">Software Projects</h1>
<ul>
<li>
<a href="http://sansa-stack.net/">SANSA</a>: a big data
processing engine for scalable processing of large-scale RDF
data
</li>
<li>
<a href="https://eis-bonn.github.io/Squerall/">Squerall</a>: a
Semantic DataLake query engine