- S. Alnegheimish, D. Liu, C. Sala, L. Berti-Equille, and K. Veeramachaneni. Sintel: An Overarching Ecosystem for End-to-End Time Series Anomaly Detection. Proc. of 2022 ACM SIGMOD International Conference on Management of Data (SIGMOD 2022). Download: [pdf] [code]
- U. Comignani, L. Berti-Equille, N. Novelli, and A. Bonifati. Provenance-aware Discovery of Functional Dependencies on Integrated Views. Proc. of IEEE International Conference on Data Engineering (ICDE 2022). Download: [arXiv.org] [code] [video]
- G. Chambaret, L. Berti-Equille, F. Bouchara, E. Bruno, V. Martin, and F. Chaillan. Stochastic pairing for contrastive anomaly detection on time series. Proc. of the 3rd International Conference on Pattern Recognition and Artificial Intelligence (ICPRAI 2022), June 2022, Paris, France. Download: [pdf]
- J. Machicao, A. Ben Abbes, L. Meneguzzi, P. Corrêa, A. Specht, R. David, G. Subsol, D. Vellenich, R. Devillers, S. Stall, N. Mouquet, M. Chaumont, L. Berti-Equille, and D. Mouillot. Mitigation Strategies to Improve Reproducibility of Poverty Estimations From Remote Sensing Images Using Deep Learning. Earth and Space Science Journal. Download: [pdf]
- J. Machicao, A. Ben Abbes, L. Meneguzzi, P. Corrêa, A. Specht, R. David, G. Subsol, D. Vellenich, R. Devillers, S. Stall, N. Mouquet, M. Chaumont, L. Berti-Equille, and D. Mouillot. Reproducing Deep Learning experiments: common challenges and recommendations for improvement. Poster at RDA 19th Plenary meeting, part of International Data Week, 20–23 June 2022, Seoul, South Korea Download: [pdf]
- A. Ben Abbes, J. Machicao, L. Meneguzzi, P. Corrêa, A. Specht, R. David, G. Subsol, D. Vellenich, R. Devillers, S. Stall, N. Mouquet, M. Chaumont, L. Berti-Equille, and D. Mouillot. Checklist Strategies to Improve the Reproducibility of Deep Learning Experiments with an Illustration. Poster at RDA 19th Plenary meeting, part of International Data Week, 20–23 June 2022, Seoul, South Korea Download: [pdf]
- A. Chibah, S. Amer-Yahia, L. Berti-Equille. A Framework for Statistically Sound Customer Segment Search. Proc. of IEEE 8th International Conference on Data Science and Advanced Analytics (DSAA 2021), Porto, Portugal, 2021. Download: [pdf] [code]
- R. Ghosh, M. T. Craig, H. S. Matthews, C. Samaras, L. Berti-Equille. Reconstruction of Long-Term Historical Electricity Demand Data. Proc. of ICML 2021 Workshop on Tackling Climate Change with Machine Learning, 2021. Download: [pdf]
- A. Personnaz, S. Amer-Yahia, L. Berti-Equille, M. Fabricius, S. Subramanian. Balancing Familiarity and Curiosity in Data Exploration with Deep Reinforcement Learning. Proc. of the 4th Workshop in Exploiting AI Techniques for Data Management in conjunction with SIGMOD 2021 (AIDM @ SIGMOD 2021), p. 16-23, 2021. Download: [pdf] [slides] [code]
- A. Personnaz, S. Amer-Yahia, L. Berti-Equille, M. Fabricius, S. Subramanian. DORA The Explorer: Exploring Data with Interactive Deep Reinforcement Learning [demonstration paper]. Proc. of the 30th ACM International Conference on Information and Knowledge Management (CIKM 2021). Best Demo Download: [pdf] [application] [code] [video ]
- A. Chibah, S. Amer-Yahia, L. Berti-Equille. QeNoBi: a system for QuErying and miNing BehavIoral patterns [demonstration paper]. Proc. of the 2021 IEEE 37th International Conference on Data Engineering (ICDE 2021), pp. 2673-2676, 2021. Download: [pdf] [code] [video]
- G. Chambaret, L. Berti-Equille, F. Bouchara, E. Bruno, V. Martin, F. Chaillan. Amélioration du pronostic par apprentissage profond pour des applications de maintenance prédictive, EGC 2021. Revue des Nouvelles Technologies de l’Information, vol. RNTI-E-37 pp. 325-332, Janvier 2021. Download: [pdf]
- L. Berti-Equille, D. Dao, S. Ermon, B. Goswami. Challenges in KDD and ML for Sustainable Development. Tutorial at the International Conference on Knowledge Discovery and Data Mining (KDD 2021), Singapore, 15 August 2021. Download: [website] [abstract]
- H. Patel, F. Ishikawa, L. Berti-Equille, N. Gupta, S. Mehta, S. Masuda, S. Mujumdar, S. Afzal, S. Bedathur, Y. Nishi Editors: Proc. of the 2nd International Workshop on Data Quality Assessment for Machine Learning of the 27th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (DQAML @ KDD 2021), August 2021, pp. 4147–4148 Download: [pdf]
- Robin Jarry, Marc Chaumont, Laure Berti-Equille, Gérad Subsol. Assessment of CNN-based Methods for Poverty Estimation from Satellite Images. Proc. of the 11th IAPR International Workshop on Pattern Recognition in Remote Sensing (PRRS @ ICPR 2020) in conjunction with the International Conference on Pattern Recognition (ICPR 2020). Download: [pdf]
- Ugo Comignani, Laure Berti-Equille, Noël Novelli. Discovering Multi-Table Functional Dependencies Without Full Join Computation. CoRR abs/2012.06237, 2020.
- Laure Berti-Equille: Active Reinforcement Learning for Data Preparation: Learn2Clean with Human-In-The-Loop. Proc. of the Conference on Innovative Data Systems Research (CIDR 2020), Amsterdam, Netherlands, January 2020. Download: [pdf]
- Ugo Comignani, Noël Novelli, Laure Berti-Equille: Data Quality Checking for Machine Learning with MeSQuaL. Proc. of EDBT 2020: 591-594. Download: [pdf]
- Laure Berti-Equille. Truth Discovery. In: Sakr S., Zomaya A. (eds) Encyclopedia of Big Data Technologies. Springer, Cham, 2019. Download: [Author Copy]
- Laure Berti-Equille. Reinforcement Learning for Data Preparation with Active Reward Learning. Proc. of INSCI 2019, Download: LNCS 11938, 121-132.
- Laure Berti-Equille: ML-Based Knowledge Graph Curation: Current Solutions and Challenges. WWW (Companion Volume) 2019: 938-939
- Laure Berti-Equille. Learn2Clean: Optimizing the Sequence of Tasks for Web Data Preparation. Proc. of the Web Conference 2019, pp. 2580-2586, San Francisco, May 2019. Download: [pdf]
- Laure Berti-Equille. Reinforcement Learning for Data Cleaning and Data Preparation, HILDA workshop in conjunction with SIGMOD 2019, Amsterdam, The Netherlands, July 2019. Download: [pdf] [slides]
- Laure Berti-Equille, Ji Meng Loh, Saravanan Thirumuruganathan. Are Outlier Detection Methods Resilient to Sampling? (2019) Download: [arXiv.org]
- Laure Berti-Equille, Hazar Harmouch, Felix Naumann, Noël Novelli, Saravanan Thirumuruganathan. Discovery of Genuine Functional Dependencies from Relational Data with Missing Values. INFORSID 2019, pp. 287-288.
- Andrés Troya-Galvis, Pierre Gançarski, Laure Berti-Equille. Remote Sensing Image Analysis by Aggregation of Segmentation-Classification Collaborative Agents. Pattern Recognition, 73: 259-274, 2018. [Publisher Site]
- Laure Berti-Equille, Hazar Harmouch, Felix Naumann, Noël Novelli, Saravanan Thirumuruganathan. Discovery of Genuine Functional Dependencies from Relational Data with Missing Values. Proc. of the VLDB Endowment (PVLDB), Volume 11, No. 8, April 2018. Download: [pdf]
- Laure Berti-Equille, Angela Bonifati, Tova Milo. Machine Learning to Data Management: A Round Trip. Tutorial at the International Conference on Data Engineering (ICDE 2018), Paris, April 2018. [Publisher Site], Download: [slides]
- Laure Berti-Equille. Qualité des données. Techniques de l'Ingénieur, Dossier H3700v2, 10 oct. 2018. [Publisher Site]
- Andrés Troya-Galvis, Pierre Gançarski, Laure Berti-Equille. Interactions segmentation-classification dans un cadre multi-paradigme pour l'analyse d'images de télédétection. Revue d'Intelligence Artificielle 31(1-2): 133-152, 2017. [Publisher Site]
- Saravanan Thirumuruganathan, Laure Berti-Equille, Mourad Ouzzani, Jorge-Arnulfo Quiane-Ruiz and Nan Tang, UGuide – User-Guided Discovery of FD-Detectable Errors. Proc. of the 2017 ACM SIGMOD/PODS Conference, Chicago, May 2017. Download: [pdf]
- Eva C. Serrano Balderas, Laure Berti-Equille, Ma. Aurora Armienta Hernandez, and Corinne Grac, Principled Data Preprocessing: Application to Biological Aquatic Indicators of Water Pollution. Proc. of the DEXA-BIOKDD'17 workshop, Lyon, France, August 2017. Download: [pdf]
- Eva C. Serrano Balderas, Ma. Aurora Armienta Hernandez, Laure Berti-Equille, Corinne Grac and Jean-Christophe Desconnets, Evaluation of Heavy Metals, Pesticides and Emergent pollutants content in the Tula river Mexico. Proc. of the the 10th European Symposium for Freshwater Sciences (SEFS10), Olomouc, Czech Republic, July 2017. Download: [ResearchGate]
- Tahar Zanouda, Sofiane Abbar, Laure Berti-Equille, Kushal Shah, Abdelkader Baggag, Sanjay Chawla, Jaideep Srivastava. On the Role of Political Affiliation in Human Perception: The Case of Delhi OddEven Experiment. Proc. of Social Informatics 2017, Oxford UK, September 2017. Download: [pdf]
- Laure Berti-Equille, Yury Zhauniarovich. Profiling DRDoS Attacks with Data Analytics Pipeline. Proc. of the 26th ACM International on Conference on Information and Knowledge Management (CIKM 2017), Singapore, November 2017. Download: [pdf]
- Andrés Troya-Galvis, Pierre Gançarski, Laure Berti-Equille. A collaborative framework for joint segmentation and classification of remote sensing images. Advances in Knowledge Discovery and Management, 2016. Download: [pdf]
- Laure Berti-Equille, Mouhamadou Lamine Ba. Veracity of Big Data: Challenges of Cross-modal Truth Discovery, ACM Journal of Data and Information Quality, July 2016. Download: [pdf]
- Divy Agrawal, Lamine Ba, Laure Berti-Equille, Sanjay Chawla, Ahmed Elmagarmid, Hossam Hammady, Yasser Idris, Zoi Kaoudi, Zuhair Khayyat, Sebastian Kruse, Mourad Ouzzani, Paolo Papotti, Jorge-Arnulfo Quiané-Ruiz, Nan Tang, Mohammed J Zaki. Rheem: Enabling Multi-Platform Task Execution (Demo). Proc. of the ACM SIGMOD Conference, 2016. Download: [pdf]
- Hatim Chahdi, Nistor Grozavu, Isabelle Mougenot, Laure Berti-Equille and Younès Bennani. On the Use of Ontology as a priori Knowledge into Constrained Clustering, Proc. of the 2016 IEEE International Conference on Data Science and Advanced Analytics (DSAA’2016), Montreal, Canada, October 2016. Download: [HAL]
- Laure Berti-Equille, Monica Scannapieco. Quality of Web Data (Chapter). In the 2nd Edition of the book Data Quality: Concepts, Methodologies and Techniques, Springer, 2016. [Publisher Site] Download: [Author Copy]
- Laure Berti-Equille, Verikat N. Gudivada, Rihan Hai, Christoph Quix, Hongzhi Wang, (Eds) Proc. of the International Quality in Databases workshop (QDB 2016) in conjunction with VLDB 2016, Delhi, India, September 2016. [RWTH Publication]
- Ismael Caballero, Manuel Ángel Serrano, Laure Berti-Equille (Eds). Proc. of the 21st International Conference on Information Quality, Ciudad Real (Spain), June 2016. Download: [pdf]
- Andrés Troya-Galvis, Pierre Gançarski, Laure Berti-Equille. Collaborative segmentation and classification for remote sensing image analysis. Proc. of the International Conference on Pattern Recognition (ICPR 2016), Cancun, Mexico, December 2016. [Publisher Site]
- Hatim Chahdi, Nistor Grozavu, Isabelle Mougenot, Laure Berti-Equille and Younès Bennani. Towards Ontology Reasoning for Topological Cluster Labeling, Proc. of the 23rd International Conference on Neural Information Processing (ICONIP 2016), Kyoto, Japan, October 2016. [HAL] Download: [pdf]
- Sofiane Abbar, Tahar Zanouda, Laure Berti-Equille, Javier Borge-Holthoefer. Using Twitter to Understand Public Interest in Climate Change: The case of Qatar. Proc. of the 1st International Workshop on the Social Web for Environmental and Ecological Monitoring (SWEEM 2016) Workshop, Koln, Germany, May 2016. Download: [arXiv.org]
- Raghvendra Mall, Laure Berti-Equille, Halima Bensmail. Metabolomic Data Profiling to Diabetes Research in Qatar. Proc. of the 7th International Workshop on Biological Knowledge Discovery and Data Mining (BIOKDD'16) in conjunction with the 27th International Conference on Database and Expert Systems Applications (DEXA’16), June 2016. [Publisher Site]
- Eva Carmina Serrano Balderas, Laure Berti-Equille, Ma. Aurora Armienta Hernandez, Jean- Christophe Desconnets. Water Quality Data Analytics. Proc. of the 8th International Congress on Environmental Modelling and Software, International Environmental Modelling and Software Society (iEMSs), Toulouse, France, 2016. Download: [pdf]
- Hatim Chahdi, Nistor Grozavu, Isabelle Mougenot, Laure Berti-Equille, Younès Bennani. Génération de contraintes pour le clustering à partir d'une ontologie - Application à la classification d'images satellites. Proc. of EGC 2016, Reims, France, pp. 81-92, January2016.
- Andrés Troya-Galvis, Pierre Gançarski, Laure Berti-Equille. Un cadre collaboratif pour la segmentation et la classification d'images de télédétection. Proc. of EGC 2016, Reims, France, pp. 297-308, January 2016.
- Mouhamadou Lamine Ba, Laure Berti-Equille, Kushal Shah, Hossam M. Hammady. VERA: A Platform for Veracity Estimation over Web Data (demo). Proc. of the 25th World Wide Web Conference (WWW 2016), Montréal, Canada, 2016. Download: [pdf]
- Laure Berti-Equille, Javier Borge-Holthoefer, Veracity of Data: From Truth Discovery Computation Algorithms to Models of Misinformation Dynamics. Synthesis Lectures on Data Management, Morgan & Claypool Publishers, December 2015. [Publisher Site]
- Khalid Belhajjame, Domenico Beneventano, Laure Berti-Equille, James Cheney, Víctor Cuevas-Vicenttín, Tom De Nies, Helena Galhardas, Ashish Gehani, Boris Glavic, Paul T. Groth, Olaf Hartig, Scott Jensen, Andrea Maurino, Gianni Mecca, Renée J. Miller, Luc Moreau, Mourad Ouzzani, Jaehong Park (2015). Editorial. J. Data and Information Quality, 5(3): 8.
- Andres Troya-Galvis, Pierre Gançarski, Nicolas Passat, Laure Berti-Equille, Unsupervised Quantification of Under and Over Segmentation for Object Based Remote Sensing Image Analysis, IEEE Journal of Selected Topics in Applied Earth Observations and Remote Sensing, vol. 8(4), JSTARS-2014-00825.R3, 2015. Download: [pdf]
- Lilia Berrahou, Nathalie Lalande, Eva Serrano, Guilhem Molla, Laure Berti-Equille, Sandro Bimonte, Sandra Bringay, Flavie Cernesson, Corinne Grac, Dino Ienco, Florence Le Ber and Maguelonne Teisseire. A quality-aware spatial datawarehouse for querying hydroecological data, Computers & Geosciences, 2015. [pdf]
- Eva Carmina Serrano Balderas, Corinne Grac, Laure Berti-Equille, Ma. Aurora Armienta Hernandez. Potential application of biological indices based on macroinvertebrates on Mexican streams. Ecological Indicators Journal, 2015. Download: [HAL]
- Laure Berti-Equille. Data veracity estimation with ensembling truth discovery methods. Proc. of IEEE Big Data Conference 2015, pp. 2628-2636, 2015. [Publisher Site]
- Ismael Caballero, Laure Berti-Equille, Mario Piattini. Towards Principled Data Science Assessment - The Personal Data Science Process (PdsP). Proc. of International Conference on Enterprise Information Systems, ICEIS, (1):374-378, 2015. [Publisher Site]
- Dalia Attia Waguih, Naman Goel, Hossam M. Hammady, Laure Berti-Equille. AllegatorTrack: Visualizing and Explaining Truth Discovery Results from Multisource Data (Demo). Proc. of ICDE 2015, Seoul, Korea, April 2015. Download: [pdf]
- Laure Berti-Equille, Ji Meng Loh, Tamraparni Dasu, A masking index for quantifying hidden glitches, Knowledge and Information Systems, Springer, July 2014, Online ISSN 0219-3116. [Publisher Site]
- Amrapali Zaveri, Andrea Maurino, Laure Berti-Equille. Web Data Quality: Current State and New Challenges. Int. J. Semantic Web Inf. Syst., 10(2): 1-6, 2014. [Publisher Site]
- Dalia Attia Waguih, Laure Berti-Equille, Truth Discovery Algorithms: An Experimental Evaluation. CoRR abs/1409.6428 (2014). Download: [arXiv.org]
- Laure Berti-Equille, Ji Meng Loh, Tamraparni Dasu, A masking index for quantifying hidden glitches, Proc. of ICDM 2013, Dallas, TX, USA, December 2013. Download: [pdf]
- Mohamed Yakout, Laure Berti-Equille and Ahmed Elmagarmid, "Don't be SCAREd: Use SCalable Automatic REpairing with Maximal Likelihood and Bounded Changes", Proc. of the 2013 ACM SIGMOD/PODS, New York, June 2013. Download: [pdf]
- Xin Luna Dong, Laure Berti-Equille, Divesh Srivastava. Data fusion: Resolving conflicts from mutiple sources. Proc. of the 14th nternational Conference on Web-Age Information Management (WAIM), 2013. Download: [pdf]
- Vincent Moron, Barbero Renaud, Morgan Mangeas, Laurent Borgniet, Thomas Curt, Laure Berti-Equille. Prediction of September-December fire in New Caledonia (SW Pacific) using July Nino 4 sea surface temperature index. Journal of Applied Meteorology and Climatology, 52 (3), pp. 623-633. ISSN 1558-8424, 2013. Download: [Publisher Site] [pdf]
- Fouzia Moussouni, Laure Berti-Equille. Cleaning, Integrating, and Warehousing Genomic Data from Biomedical Resources (Chapter). In Biological Knowledge Discovery Handbook: Preprocessing, Mining and Postprocessing of Biological Data. Wiley Book Series on Bioinformatics: Computational Techniques and Engineering, Wiley-Blackwell, John Wiley &Sons Ltd, USA. ISBN: 978-1-118-13273-9, September 2013. Download: [pdf]
- Xin Luna Dong, Laure Berti-Equille, Divesh Srivastava, Data Fusion: Resolving Conflicts from Multiple Sources (Chapter). In Managing and Mining Uncertain Data. Springer, 2012. Download: [pdf]
- Melanie Herschel, Laure Berti-Equille, Application de mesures de distance pour la détection de problèmes de qualité de données, In La qualité et la gouvernance des données au service de la performance des entreprises, Hermès-Lavoisier, September 2012. [Amazon]
- Alice Novello, Doris Barboni, Laure Berti-Equille, Jean-Charles Mazur, Pierre Poilecot, Patrick Vignaud. Phytolith Signal of Aquatic Plants and Soils in Chad, Central Africa. Review of Palaeobotany and Palynology, 178, pp. 43-58, 2012. Download: [ResearchGate]
- Laure Berti-Equille, Multi-Scale Data Integration Challenges in the Open Science Data Space. Special issue on Data Integration of the iT - Information Technology Journal, Vol. 54, No. 3, 05/2012. [Publisher Site]
- Laure Berti-Equille, Isabelle Comyn-Wattiau, Monica Scannapieco (Eds), Proc. of the 17th International Conference on Information Quality (ICIQ 2012), Paris, 16-17 November 2012. Download: [pdf]
- Laure Berti-Equille (Ed), La qualité et la gouvernance des données au service de la performance des entreprises (in French). Hermès-Lavoisier, September 2012. [Amazon] [Publisher Site]
- Noel Novelli, Laure Berti-Equille, Christophe Hurter. ADVISU: Interactive Visualization of Anomalies and Dependencies from Massive Scientific Datasets (Demo). Proc. of the National Conference on Extraction and Management of Knowledge (EGC-Extraction et Gestion des Connaissances), Bordeaux, France, January 2012. Download: [pdf]
- Jérôme Azé, Nicolas Béchet, Laure Berti-Equille, Sylvie Guillaume, Mathieu Roche, Fatiha Saïs (Eds). Mesurer et évaluer la qualité des données et des connaissances, Proc. of the 7th Workshop Data and Knowledge Quality (QDC Qualité des Données et des Connaissances) in conjunction with the French conference EGC 2011 (Extraction et Gestion des Connaissances - EGC), Éditions Hermann, RNTI-E-22, 2011. ISBN : 9782705682866. Download: [pdf]
- Laure Berti-Equille, Isabelle Comyn-Wattiau, Mireille Cosquer, Zoubida Kedad, Sylvaine Nugier, Verónika Peralta, Samira Si-Saïd Cherfi, Virginie Thion-Goasdoué. Assessment and analysis of information quality: a multidimensional model and case studies. International Journal of Information Quality, vol. 2(4), pp. 300-323, 2011, (doi:10.1504/IJIQ.2011.043780). Download: [pdf]
- César Guerra-García, Ismael Caballero, Laure Berti-Equille, Mario Piattini. DAQ_UWE : A Framework for Designing Data Quality Aware Web Applications. Proc. of the 16th International Conference on Information Quality (ICIQ), Adelaide, Australia, November 2011. (Best Paper Award). [Publisher Site]
- Laure Berti-Equille, Tamraparni Dasu, Divesh Srivastava : Discovery of complex glitch patterns : A novel approach to Quantitative Data Cleaning. Proc. of the International Conference on Data Engineering, (ICDE 2011), pp. 733-744, Hannover, Germany, Avril 2011. [Publisher Site]
- Minji Wu, Laure Berti-Equille, Amélie Marian, Cecilia M. Procopiuc, Divesh Srivastava. Processing Top-k Join Queries. Proc. of VLDB (VLDB 2010) , Singapore, September 2010. Download: [pdf]
- Xin Luna Dong, Laure Berti-Equille, Yifan Hu, Divesh Srivastava. SOLOMON: Seeking the Truth Via Copying Detection (Demo). Proc. of VLDB (VLDB 2010), Singapore, September 2010. Download: [pdf]
- Xin Luna Dong, Laure Berti-Equille, Yifan Hu, Divesh Srivastava. Global Detection of Complex Copying Relationships Between Sources. Proc. of the VLDB Endowment (VLDB 2010), Singapore, September 2010. Download: [pdf]
- Bernd Amann, Laure Berti-Equille, Zoé Lacroix, Maria-Esther Vidal. Challenges of Quality-Driven Resource Discovery. Resource Discovery - Third International Workshop, RED 2010, Paris, France, November 5, 2010, pp.181-189. Lecture Notes in Computer Science 6799 Springer 2012, ISBN 978-3-642-27391-9 [pdf]
- Jérôme Azé, Laure Berti-Equille, Sylvie Guillaume (Eds). Proc. of the 6th Workshop QDC 2010 (Qualité des Données et des Connaissances) in conjunction with the French conference EGC 2010 (Extraction et Gestion des Connaissances - EGC), Hammamet, Tunisia, 26 Janvier 2010. Download: [pdf]
- L. Berti-Equille, T. Dasu. New Directions for Data Quality Mining. Tutorial presented at the International Conference on Knowledge Discovery and Data Mining (KDD), Paris, France, 28 June 2009. Download: [slides]
- L. Berti-Equille, T. Dasu. Data Quality Mining: New Directions. Tutorial presented at the 2009 IEEE International Conference on Data Mining (ICDM), Miami, Florida, USA, 7 December 2009. Download: [slides]
- L. Berti-Equille, A. Das Sarma, X. L. Dong, A. Marian, and D. Srivastava. Sailing the information ocean with awareness of currents: discovery and application of source dependence. Proc. of the Biennial Conference on Innovative Data Systems Research (CIDR), January 2009. [Publisher Site]
- X. L. Dong, L. Berti-Equille, and D. Srivastava. Integrating conflicting data: the role of source dependence. Proc. of the International Conference on Very Large Databases (VLDB 2009), Lyon, France, August 2009. Download: [pdf]
- X. L. Dong, Laure Berti-Equille, and D. Srivastava. Truth discovery and copying detection in a dynamic world. Proc. of the International Conference on Very Large Databases (VLDB 2009), Lyon, France, August 2009. Download: [pdf]
- V. Peralta, V. Thion-Goasdoué, Z. Kedad, L. Berti-Equille, , I. Comyn-Wattiau, S. Nugier, S. Sisaïd-Cherfi, Multidimensional Management and Analysis of Quality Measures for CRM Applications at EDF, Proc. of the 14th International Conference on Information Quality (ICIQ’09), Hasso Plattner Institute, University of Potsdam, Germany, November 2009.
- Laure Berti-Equille, Melanie Herschel, Ahmed Elmagarmid (Eds). Proc. of the 7th international workshop on Quality in Databases (QDB 2009) in conjunction with VLDB 2009, Lyon, France, 2009. Download: [pdf]
- L. Berti-Equille. Tracing Data Pollution in Large Business Applications. Proc. of the 13th International Conference on Information Quality (ICIQ’08), Massachusetts Institute of Technology, Cambridge, U.S.A., November 2008.
- L. Berti-Equille. Measuring and Constraining Data Quality with Analytic Workflows. Proc. of the 6th International Workshop on Quality in Databases (QDB'09) in conjunction with the International Conference on Very Large Databases (VLDB 2008), Auckland, New Zealand, August 2008.
- J. Akoka, L. Berti-Equille, O. Boucelma, M. Bouzeghoub, I. Comyn-Wattiau, M. Cosquer, V. Goasdoué, Z. Kedad, S. Nugier V. Peralta, M. Quafafou, S. Sisaïd-Cherfi. Évaluation de la qualité des systèmes multisources. Une approche par les patterns. Proc. of the 2nd Workshop on Data and Knowledge Quality (QDC 2008) in conjunction with the French National Conf. on Extraction and Management of Knowledge (Extraction et Gestion des Connaissances - EGC), Nice, France, January 29, 2008. Download:
- Laure Berti-Equille, Quality-Extended Query Processing for Mediation Systems (Chapter). In Information Quality Management: Theory and Practice, pp. 23-50, Springer, 2007. Download: [pdf]
- Laure Berti-Equille, Modelling and Measuring Data Quality for Quality-Awareness in Association Rule Mining (Chapter). In Quality Measures in Data Mining, pp. 101-126, Fabrice Guillet and Howard Hamilton (Eds.), Springer, 2007. [Publisher Site]
- Laure Berti-Equille, Quality Awareness for Managing and Mining Data, Habilitation à Diriger des Recherhes University of Rennes 1, France, 2007. Download: [pdf] [slides]
- Laure Berti-Equille. Data Quality Awareness: a Case Study for Cost Optimal Association Rule Mining. Knowledge and Information Systems, 11(2):191-215, 2007. Download: [pdf]
- Toufik Ahmed, Ahamed Asgari, Ahmed Mehaoua, Eugene Borcoci, Laure Berti-Equille, Georgious Kormentzas. End-to-End Quality of Service Provisioning Through an Integrated Management System for Multimedia Content Delivery. Special Issue of Computer Communications on Emerging Middleware for Next Generation Networks, 30(3), 638-651, 2007. Download: [pdf]
- F. Moussouni, L. Berti-Equille, G. Rozé, O. Loréal and E. Guérin. Q-DEX : A Database Profiler for Generic Bio-Data Exploration and Quality Aware Integration, Proc. of the Intl. Workshop on Approaches and Architectures for Web Data Integration and Mining in Life Sciences (WebDIM4LS) in conjunction with the 8th Intl. Conference on Web Information Systems Engineering (WISE2007), Nancy, France, December 2007. Download: [pdf]
- J. Akoka, L. Berti-Equille, O. Boucelma, M. Bouzeghoub, I. Comyn-Wattiau, M. Cosquer, V. Goasdoué, Z. Kedad, S. Nugier V. Peralta, S. Si-Said-Cherfi, A Framework for Quality Evaluation in Data Integration Systems, Proc. of the 9th International Conference on Enterprise Information Systems (ICEIS 2007), Madeira, Portugal, June 2007. Download: [pdf]
- Laure Berti-Equille. Contributions to Quality-Aware Online Query Processing, IEEE Data Eng. Bull. 29(2):32-42, 2006. Download: [PS]
- Laure Berti-Equille, Fabrice Guillet (Eds). Proc. of the 2nd Workshop on Data and Knowledge Quality (QDC 2006) in conjunction with the French conference EGC 2006, Villeneuve d’Ascq, France, January 17, 2006. Download: [pdf]
- Monica Scannapieco, Laure Berti-Equille. Report from the First and Second International Workshops on Information Quality in Information Systems - IQIS 2004 and IQIS 2005 in conjunction with ACM SIGMOD/PODS Conferences, ACM SIGMOD Record, 35(2):51-54, June 2006. Download: [pdf]
- L. Berti-Equille. Qualité des données, Techniques de l’Ingénieur H3700, pp. 1-19, collection Technologies logicielles – Architecture des systèmes, 2006. [Publisher Site]
- J.-A. Benvenuti, L. Berti-Equille, E. Jacopin. Lessons Learned from Ontology Design. Proc. of the 9th Intl. Protégé Conference, pp. 101-104, Stanford, CA, USA, July 23-26, 2006. Download: [pdf]
- L. Berti-Equille, F. Guillet (Eds). Proc. of the 2nd Workshop on Data and Knowledge Quality (QDC 2006) in conjunction with the French National Conf. on Extraction and Management of Knowledge (Extraction et Gestion des Connaissances - EGC), Villeneuve d’Ascq, France, January 17, 2006. Download: Download: [pdf]
- M. Scannapieco, L. Berti-Equille, F. Naumann, C. Batini, D. Srivastava. Report from the First and Second International Workshops on Information Quality in Information Systems - IQIS 2004 and IQIS 2005 in conjunction with ACM SIGMOD/PODS Conferences, ACM SIGMOD Record, 35(2):51-54, June 2006.
- L. Berti-Equille. Quality-Aware Association Rule Mining. Proc. of the 10th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2006), LNCS 3918, pp. 440-449, Singapore, April 9-12, 2006.
- L. Berti-Equille, Modèle décisionnel basé sur la qualité des données pour sélectionner les règles d’associations légitimement intéressantes. Actes de la Conférence Extraction et Gestion des Connaissances, (EGC 2006), Cépaduès, pp. 593-598, Villeneuve d’Ascq, France, January 17, 2006.
- Laure Berti-Equille, Carlo Batini, Divesh Srivastava (Eds). Proc. of the 2nd ACM Workshop on Information Quality in Information Systems (IQIS 2005) in conjunction with ACM SIGMOD/PODS International Conference, Baltimore, MD, USA, June 17, 2005. Download: Download: [pdf]
- Laure Berti-Equille, Fabrice Guillet (Eds). Proc. of the 1st Workshop on Data and Knowledge Quality (DKQ 2005) Workshop in conjunction with the French National Conference on Extraction and Management of Knowledge (Extraction et Gestion des Connaissances - EGC 2005), Paris, France, January 18, 2005. Download: [pdf]
- L. Berti-Equille, C. Batini, D. Srivastava (Eds). Proc. of the 2nd ACM Workshop on Information Quality in Information Systems (IQIS 2005) in conjunction with ACM SIGMOD/PODS International Conference, Baltimore, MD, USA, June 17, 2005. Download: [pdf]
- L. Berti-Equille, F. Guillet (Eds). Proc. of the 1st Workshop on Data and Knowledge Quality (DKQ 2005) Workshop in conjunction with the French National Conference on Extraction and Management of Knowledge (Extraction et Gestion des Connaissances - EGC 2005), Paris, France, January 18, 2005. Download: [pdf]
- W. Jouve, B. Rousseau, L. Berti-Equille, Enriching Multimedia Content Description for Broadcast Environments: From A Unified Metadata Model to A New Generation of Authoring Tool. Proc. of IEEE International Symposium on Multimedia (ISM 2005), pp. 87-94, IEEE Computer Society, Irvine, California, U.S.A., December 2005.
- L. Berti-Equille, F. Moussouni. Quality-Aware Integration and Warehousing of Genomic Data. Proc. of the 10th Intl. Conference on Information Quality (ICIQ'05), pp. 442-454, Massachusetts Institute of Technology, Cambridge, MA, U.S.A., November 2005. Download: [pdf]
- L. Berti-Equille, Assurer la qualité des données: un défi permanent pour les systèmes d'information, bases et entrepôts de données, Genie Logiciel, 74, pp. 13-20, Septembre, 2005.
- L. Berti-Equille. Cost of Low-Quality Data over Association Rules Discovery. Proc. of International Symposium on Applied Stochastic Models and Data Analysis (AMSDA 2005), Brest, France, May 2005.
- J.-A. Benvenuti, L. Berti-Equille, E. Jacopin. When Protégé and Rules becomes Parsing for Learning. Proc. of the First International Workshop Protégé with Rules in conjunction with the 8th Intl. Protégé Conference, Madrid, Spain, July 2005. Download: [pdf]
- E. Guérin, G. Marquet, A. Burgun, O. Loréal, L. Berti-Equille, U. Leser, F. Moussouni. Integrating and Warehousing Liver Gene Expression Data and Related Biomedical Resources in GEDAW. Proc. of the Second International Workshop on Data Integration in the Life Sciences (DILS 2005), pp. 158-174, San Diego, CA, U.S.A., July 2005. Download: [pdf]
- A. Kouomou-Choupo, L. Berti-Equille, A. Morin. Optimizing Progressive Query-By-Example over Pre-Clustered Large Image Databases. Proc. of the 2nd ACM SIGMOD International Workshop on Computer Vision meets DataBases (CVDB'05) in conjunction with ACM SIGMOD/PODS Conference, pp. 13-20, Baltimore, MD, USA, June 2005. Also published Actes des Journées Bases de Données Avancées (BDA 2005), Saint-Malo, France, pp. 215-226. Download: [pdf]
- L. Berti-Equille. Recommendation of XML Documents Exploiting Quality Metadata and Views. Proc. of the 2nd International Workshop on Data and Information Quality (DIQ 2005) in conjunction with the 17th Conference on Advanced Information Systems Engineering (CAiSE'05), Porto, Portugal, June 2005.
- L. Berti-Equille. Nettoyage des données XML: combien ça coûte ?, Actes du 1er Atelier Qualités des Données et des Connaissances (QDC 2005) en conjonction avec la conférence Extraction et Gestion des Connaissances (EGC 2005), Paris, France, pp. 11-18, Paris, Janvier 2005.
- A. Kouomou-Choupo, L. Berti-Equille. Visual Feature Mining for Adapting Query-by-Example over Large Image Databases. Proc. of International Workshop on Multidisciplinary, Video, and Audio Retrieval and Mining, Sherbrooke-Canada, October 2004.
- L. Berti-Equille. Quality-Adaptive Query Processing over Distributed Sources. Proc. of the 9th International Conference on Information Quality (ICIQ’04), pp. 285-296, Massachusetts Institute of Technology, Cambridge, MA, U.S.A., November 2004.
- A. Kouomou-Choupo, L. Berti-Equille, A. Morin. Multimedia Indexing and Retrieval with Features Association Rules Mining. Proc. of the IEEE International Conference on Multimedia and Expo (ICME'2004), pp. 1299-1302, Taipei, Taiwan, June 2004.
- L. Berti-Equille, A. Kouomou-Choupo, A. Morin. Feature Mining for Multimedia Indexing and Retrieval (Poster). Proc. of the 5th International Workshop on Image Analysis for Multimedia Interactive Services (WIAMIS 2004), Lisbon, Portugal, April 2004.
- A. Morin, A. Kouomou-Choupo, L. Berti-Equille. Research in Image Databases: How Statistical Data Analysis Methods can enrich the Association Rules (Poster). Proc. of the 16th Symposium of International Association for Statistical Computing (COMPSTAT'2004), Prague, Czech Republic, 2004.
- L. Berti-Equille. Un état de l'art sur la qualité des données. Revue des Sciences et Technologies de l’information (RSTI), Numéro Spécial Qualité des Systèmes d'Information, Hermès, 9(5-6) :117-143, 2004.
- A. Kouomou-Choupo, A. Morin, L. Berti-Equille. Recherche dans de grandes bases d'images fixes : une nouvelle approche guidée par les règles d'association. Revue Nationale des Technologies de l'Information RNTI-E-2 (Actes de conférence nationale Extraction et Gestion des Connaissances, EGC 2004), Cépaduès, pp. 65-70, 2004.
- J-A. Benvenuti, L. Berti-Equille, É. Jacopin, Le projet SABRE : de l'ontologie а l'inférence, (Poster), Actes des 15èmes Journées francophones d'Ingénierie des Connaissances (IC’04), Lyon, France, May 2004. Download: [pdf]
- L. Berti-Equille. La qualité des données comme condition а la qualité des connaissances : un état de l'art. Mesures de qualité pour la fouille de données. Numéro spécial, Revue Nationale des Technologies de l'Information (RNTI-E), Cépaduès, 2004.
- A. Kouomou-Choupo, A. Morin, L. Berti-Equille. Recherche par le contenu dans une base d’images fixes : l’intérêt des règles d’association, Actes de l’atelier Fouille de données complexes dans un processus d’extraction de connaissances (FDC 2004) en conjonction avec la conférence nationale Extraction et Gestion des Connaissances EGC 2004, pp. 73-82, Clermont Ferrand, France, 2004.
- L. Berti-Equille. Quality-Based Recommendation of XML Documents. Journal of Digital Information Management, 1(3):117-128, September 2003.
- L. Berti-Equille. Quality-Extended Query Processing for Distributed Sources. Proc. of the International Workshop on Data Quality in Cooperative Information Systems (DQCIS 2003) in conjunction with the 9th International Conference on Database Theory (ICDT 2003), pp. 55-63, Siena, Italy, January 2003.
- J.-A. Benvenuti, L. Berti-Equille, É. Jacopin. Ontological Parsing of XML Documents: A Use Case in the Domain of Training French Military Staff. Proc. of the 21st World Conference on Open Learning and Distance Education, Hong-Kong, February 2003.
- L. Berti-Equille. Renseigner la qualité des connaissances par la fusion d'indicateurs sur la qualité des données. Revue des Sciences et Technologies de l’information RSTI-RIA-ECA (Actes de la conférence nationale Extraction et Gestion des Connaissances, EGC 2003), Cépaduès, 17(1-2-3), 2003.
- L. Berti-Equille. Annotation et recommandation collaboratives de documents selon leur qualité (in French). Revue Ingénierie des Systèmes d'Information (ISI-NIS), Numéro Spécial Recherche et Filtrage d'Information, Hermès, 7(1-2/2002):125-156, 2002.
- L. Berti-Equille. Integration of Biological Data and Quality-driven Source Negotiation. Proc. of the Intl. Conference on Conceptual Modeling (ER'2001), LNCS, Volume 2224, pp. 256-269, Yokohama, Japan, November 2001.
- L. Berti-Equille, A. Arcade. Integration of Biological Data on Transcriptome. Revue Ingénierie des Systèmes d'Information (ISI-NIS), Numéro Spécial Interopérabilité et Intégration des Systèmes d'Information, Hermès, 6(3/2001):61-86, 2001.
- L. Berti-Equille, D. Graveleau, Documents, données et méta-données : une approche mixte pour un système de veille, Actes du colloque Veille Stratégique, Scientifique et Technologique (VSST01), Barcelona, Spain, pp. 115-126, 2001.
- E. Guérin, F. Moussouni, L. Berti-Equille, Intégration des données sur le transcriptome, Actes de la journée de travail bi-thématique du GDR-PRC I3, pp. 219-228, Lyon, France.
- L. Berti-Equille. Quality and Recommendation of Multi-source Data for Assisting Technological Intelligence Applications. Proc. of the Intl. Conference on Database and Expert Systems Applications (DEXA'99), LNCS, Volume 1677, pp. 282-291, Florence, Italy, September 1999.
- L. Berti-Equille. Qualité des données multi-sources et recommandation multi-critère, Actes du Congrès francophone INFormatique des ORganisations et Systèmes d’Information Décisionnels (INFORSID'99), Toulon, France, pp. 185-204, 1999.
- L. Berti-Equille. Qualité des données et leur recommandation : modèle conceptuel, formalisation et application а la veille technologique, Thèse, Université de Toulon et du Var, 1999.
- L. Berti-Equille. From Data Source Quality to Information Quality: the relative dimension. Proc. of the 3rd Conference on Information Quality (ICIQ'98), pp. 247-264, Massachusetts Institute of Technology, Cambridge, MA, U.S.A., October 1998.
- L. Berti-Equille, J.-L. Damoiseaux, E. Murisasco. Combining the Power of Query Languages and Search Engines for On-line Document and Information Retrieval: the QIRi@D Environment. Proc. of the Intl. Workshop on Principles of Digital Document Processing (PODDP'98), LNCS, Volume 1481, pp. 116-127, St-Malo, France, Mars 1998.
- L. Berti-Equille. Out of Overinformation by Information Filtering and Information Weighting. Proc. of the 2nd Conference on Information Quality (ICIQ'97), pp. 187-193, Massachusetts Institute of Technology, Cambridge, MA, U.S.A, October 1997.
- L. Berti-Equille. Designing and Filtering On-Line Information Quality: New Perspectives for Information Service Providers, Proc. of the 4th International Conference on Ethical Issues of Information Technology (ETHICOMP98), Utrecht, The Netherlands, pp. 79-88, 1998.
- L. Berti-Equille, D. Graveleau. Contribution а la définition d’un vigiciel : quelle modélisation de l’information factuelle, événementielle et référentielle ? Actes du colloque français Veille Stratégique Scientifique et Technologique (VSST’98), Ile Rousse, France, pp. 227-240, 1998.
- L. Berti-Equille. Merging an Active Database and a Reflective System: Modeling a New Several Architecture, (Poster), Proc. of the 15th British National Conference on Databases (BNCOD’97), London, U.K., pp. 119-120, 1997.