DIAMS : Data Integration, Analysis, and Management as Services

Keys Words

Exploratory data analysis, Heterogeneous and multimodal data management, Data Analytics pipelines and services composition, Optimization and personalization

 

Applications

IoT, Smart Cities, Defense, Sustainable Development, Maritime Transport

 

Head

Omar BOUCELMA

 

Permanent Members

BERTI-EQUILLE LaureProfesseur des Universités
Courriel : laure.berti@lis-lab.fr
Page personnelle : https://pageperso.lis-lab.fr/laure.berti/
BOUCELMA OmarProfesseur des Universités
Courriel : omar.boucelma@lis-lab.fr
BRUNO EmmanuelMaitre de Conférences
Courriel : emmanuel.bruno@lis-lab.fr
MADJAROV IvanMaitre de Conférences
Courriel : ivan.madjarov@lis-lab.fr
MURISASCO ÉlisabethProfesseur des Universités
Courriel : elisabeth.murisasco@lis-lab.fr
NOVELLI NoelMaitre de Conférences
Courriel : noel.novelli@lis-lab.fr
Page personnelle : https://pageperso.lis-lab.fr/noel.novelli/
SELLAMI SanaMaitre de Conférences
Courriel : sana.sellami@lis-lab.fr
Page personnelle : https://pageperso.lis-lab.fr/sana.sellami/
THUILLIER EtienneMaitre de Conférences
Courriel : etienne.thuillier@lis-lab.fr

 

Phd Studients

GUERMAZI YassineDoctorant
Courriel : yassine.guermazi@lis-lab.fr
LERCH SoëlieDoctorant
Courriel : soelie.lerch@lis-lab.fr
PENG TaoDoctorant
Courriel : tao.peng@lis-lab.fr

 

Other staff members

COMIGNANI UgoPost-Doctorant
Courriel : ugo.comignani@lis-lab.fr

 

Scientific goal

DIAMS’ focus is on automating and orchestrating data processing, integration, and analysis tasks in analytics workflows of massive, multi-modal, and multi-source data.

The data we are interested in is typically heterogeneous, massive, rapidly evolving, multi-modal, and often dirty with errors, missing values, duplicates, uncertainties, or outliers. It is extracted from the Web, social and wireless networks, connected objects, sensors and scientific applications.

Our main application domains are : healthcare, sustainable development and environmental sciences, Defense, Marine transportation, Smart Cities and IoT thanks to our fruitful collaborations with industries and scientific institutions.

 

Scientific publications



16 documents

Article dans une revue


Communication dans un congrès

  • Ugo Comignani, Noël Novelli, Laure Berti-Équille. Data Quality Checking for Machine Learning with MeSQuaL. Advances in Database Technology - EDBT 2020, 23rd International Conference on Extending Database Technology,, Mar 2020, Copenhagen, Denmark. ⟨hal-02865824⟩
  • Laure Berti-Équille. Reinforcement Learning for Data Preparation with Active Reward Learning. International Conference on Internet Science INSCI 2019: Internet Science, Dec 2019, Perpignan, France. pp.121-132, ⟨10.1007/978-3-030-34770-3_10⟩. ⟨hal-02865911⟩
  • Ivan Madjarov, Fatma Slaimi. A Multigraph for RESTful Services Discovery in IoT Ecosystem. 2019 IEEE World Congress on Services (SERVICES), Jul 2019, Milan, Italy. ⟨10.1109/SERVICES.2019.00107⟩. ⟨hal-02192564⟩
  • Laure Berti-Equille, Hazar Harmouch, Felix Naumann, Noël Novelli, Thirumuruganathan Saravanan. Discovery of Genuine Functional Dependencies from Relational Data with Missing Values [Abstract for INFORSID 2019]. INFORSID 2019, Jun 2019, Paris, France. ⟨ird-02092569⟩
  • L. Berti-Equille. Learn2Clean: Optimizing the Sequence of Tasks for Web Data Preparation. The Web Conf 2019, ACM, May 2019, San Francisco, United States. ⟨10.1145/3308558.3313602⟩. ⟨ird-02092548⟩
  • Laure Berti-Équille. ML-Based Knowledge Graph Curation: Current Solutions and Challenges. Companion The 2019 World Wide Web Conference, May 2019, San Francisco, United States. pp.938-939. ⟨hal-02150652⟩
  • Patrice Bellot, Lerch Soëlie, Bruno Emmanuel, Elisabeth Murisasco. Influence des lexiques d'émotions et de sentiments sur l'analyse de sentiments - Application à des critiques de livres. COnférence en Recherche d'Informations et Applications - CORIA 2019, 16th French Information Retrieval Conference, Mar 2019, Lyon, France. ⟨hal-02442701⟩
  • Lerch Soëlie, Bellot Patrice, Bruno Emmanuel, Elisabeth Murisasco. Influence des lexiques d'émotions et de sentiments sur l'analyse des sentiments Application à des critiques de livres. CORIA-EARIA 2019, Mar 2019, Villeurbanne, France. ⟨hal-02448203⟩
  • Alban Gabillon, Emmanuel Bruno. A Security Model for IoT Networks. International Conference on Future Data and Security Engineering, Nov 2018, Ho Chi Minh City, Vietnam. pp.39-56, ⟨10.1007/978-3-030-03192-3_4⟩. ⟨hal-02060668⟩
  • Ivan Madjarov. Salle informatique "Administration Systèmes & Services Réseaux". Actes du 4ème Workshop Pédagogique des IUT Réseaux et Télécoms (WPRT 2018), ACD-R&T, Nov 2018, Hendaye, France. ⟨hal-02396151⟩
  • Ivan Madjarov. Applications hybrides et adaptatives basées Apache Cordova. Les cahiers pédagogiques R&T, Actes du 4ème Workshop Pédagogique des IUT Réseaux et Télécoms (WPRT 2018), Nov 2018, Hendaye, France. ⟨hal-02396140⟩
  • Tao Peng, Sana Sellami, Omar Boucelma. IoT Data Repairing with Incremental Multiple Linear Regression. BDA 2018 34ème Conférence sur la Gestion de Données – Principes, Technologies et Applications, Oct 2018, Bucarest, Romania. ⟨hal-02092757⟩
  • Alban Gabillon, Emmanuel Bruno. Regulating IoT Messages. International Conference on Information Security Practice and Experience (ISPEC 2018), Sep 2018, Tokyo, Japan. pp.468-480, ⟨10.1007/978-3-319-99807-7_29⟩. ⟨hal-01893582⟩
  • Laure Berti-Équille, Hazar Harmouch, Felix Naumann, Noël Novelli, Thirumuruganathan Saravanan. Discovery of Genuine Functional Dependencies from Relational Data with Missing Values. The 44th International Conference on Very Large Data Bases (VLDB), Aug 2018, Rio de Janeiro, Brazil. ⟨10.14778/3204028.3204032⟩. ⟨hal-01795311⟩

Poster

  • Soëlie Lerch, Patrice Bellot, Emmanuel Bruno, Elisabeth Murisasco. Analyse multimodale d'émotions utilisant l'audio, la vidéo, la transcription et des signaux physiologiques. Workshop sur les Affects, Compagnons artificiels et Interactions, Jun 2020, Saint Pierre d'Oléron, France. ⟨hal-02934663⟩