Complex Event Processing in An Ai System for
Il y a 4 mois
**Complex Event Processing in an AI System for Healthcare**:
- Réf **ABG-125694**
- Sujet de Thèse- 05/09/2024- Autre financement public- Laboratoire des Sciences du Numériques de Nantes (UMR 6004)- Lieu de travail- Nantes - Pays de la Loire - France- Intitulé du sujet- Complex Event Processing in an AI System for Healthcare- Champs scientifiques- Science de la donnée (stockage, sécurité, mesure, analyse)
- Informatique
- Mots clés- Complex Event Processing, AI System, Healthcare Data, Digital Twin, Data Stream Processing, Root Cause Analysis, Counterfactual Analysis**Description du sujet**:
**PhD Title**:Complex Event Processing in an AI System for Healthcare**
**Supervisors**: Fabien Picarougne, Guillaume Raschia, Vincent Ricordel
**Laboratory & Teams**:
LS2N (Laboratoire des Sciences du Numérique de Nantes, UMR 6004)
IPI (Image Perception Interaction) team
Duke (Data User Knowledge) team
**Context**
The PhD will take place in the European THCS “Transforming Health and Care Systems” project RENEW which means “Reshaping data-driven smart healthcare to optimize resources and personalize care for hypertensive patients through AI and digital twin models”. The RENEW project has started in June 2024 for 3 years long. It involves 9 partners from Romania, Suede, Switzerland, Poland, Italy, Slovenia and France. The LS2N partner leads the work package about the smart data processing, the personal profiles and digital twin design.
**Objectives**
Health and well-being at home require to monitor in near-real time a bunch of measures and raw events at a large scale and a high frequency, coming both from the individuals and their environment. Focusing on hypertensive patients only, it is well-known that lifestyle (diet, physical activity, tobacco, alcohol, overweight) plays a crucial role in risk assessment.
Thus, the PhD aims at building, maintaining and analyzing digital twins for healthcare [1]. As part of the RENEW project, the ultimate goal is to give feedback to individuals on their practices and lifestyle based on IA models [2] and stream processing [3,4]. Also, health institutions should be able to conduct real-time analyzes and gain insights from personal models of a large cohort of patients. All in all, it is then necessary to develop an online architecture capable of continuously collecting, preparing and analyzing health and care data from multiple sources.
**Guidelines**
At a larger scale, personal model and patterns of each patient would be streamed to a central node where the all collection of _digital twins_ is expected to consistently describe the population of individuals with interesting properties. Hence, it provides the material to conduct online predictive analyzes regarding the health of the population. It also allows for _counterfactual scenarios, root cause analy_z_es _and _prescriptions_ [8] back to each patient.
**References**:
[1] EROL, Tolga, MENDI, Arif Furkan, et DOĞAN, Dilara. The digital twin revolution in healthcare. In : 2020 4th international symposium on multidisciplinary studies and innovative technologies (ISMSIT). IEEE, 2020. p. 1-7.
[2] GOMES, Hector Murilo, READ Jesse, BIFET Albert, BARDDAL Jean-Paul, GAMA Joao. Machine learning for streaming data: state of the art, challenges, and opportunities, SIGKDD Explor. 21(2): 6-22 (2019).
[3] GIATRAKOS, Nikos, ALEVIZOS, Elias, ARTIKIS, Alexander, et al. Complex event recognition in the big data era: a survey. The VLDB Journal, 2020, vol. 29, p. 313-352.
[4] ZIEHN, Ariane, GRULICH, Philipp M., ZEUCH, Steffen and MARKL, Volker. Bridging the Gap: Complex Event Processing on Stream Processing Systems. In Proceedings of EDBT (EDBT’24), pp 447-460 (2024).
[5] Shei RJ, Holder IG, Oumsang AS, Paris BA, Paris HL. Wearable activity trackers-advanced technology or advanced marketing? Eur J Appl Physiol. 2022 Sep;122(9):1975-1990. doi: 10.1007/s00421-022-04951-1. Epub 2022 Apr 21. PMID: 35445837; PMCID: PMC9022022.
[6] L. Wang, X. Zhang, H. Su and J. Zhu, A Comprehensive Survey of Continual Learning: Theory, Method and Application, in IEEE Transactions on Pattern Analysis and Machine Intelligence, vol. 46, no. 8, pp. 5362-5383, Aug. 2024, doi: 10.1109/TPAMI.2024.3367329.
[7] Liu, B., Ding, M., Shaham, S., Rahayu, W., Farokhi, F., & Lin, Z. (2021). When machine learning meets privacy: A survey and outlook. ACM Computing Surveys (CSUR), 54(2), 1-36.
[8] Prosperi, Mattia C. F. et al. “Causal inference and counterfactual prediction in machine learning for actionable healthcare.” Nature Machine Intelligence 2 (2020): 369 - 375.
**Prise de fonction**:
- 01/10/2024**Nature du financement**:
- Autre financement public**Précisions sur le financement**:
- THCS European project**Présentation établissement et labo d'accueil**:
- Laboratoire des Sciences du Numériques de Nantes (UMR 6004)LS2N (Laboratoire des Sciences du Numérique de Nantes, UMR 6004)
IPI (Image Perception Interaction) team
Duke (Data User Kno
-
Data Processing Platform Senior Software Engineer
Il y a 7 mois
Nantes, France Qlik Temps plein**What makes us Qlik**?** A Gartner® Magic Quadrant Leader for 13 years in a row, Qlik transforms complex data landscapes into actionable insights, driving strategic business outcomes. Serving over 40,000 global customers, our portfolio leverages pervasive data quality and advanced AI/ML capabilities that lead to better decisions, faster. We excel in...
-
Project Research Engineer Specialized in Geophysics
Il y a 7 mois
Nantes, France Geolinks Temps pleinOur talented team members are looking for passionate research-oriented engineers like you, with a keen interest in geophysics and, above all, the fight against climate change! **What you will be doing** - Lead the realization of applied geophysics projects involving passive seismic interferometry acquisition, data analysis and interpretation, and...
-
R&d Internship
il y a 3 semaines
Nantes, France My Script Temps plein**Job description**: **Subject: Development and Optimization of a Handwriting Recognition Solution for Images** MyScript has a working prototype using deep learning techniques to recognize handwriting in images (notebooks, tables, etc.). However, this solution presents two major challenges: Insufficient performance: slow processing on complex...
-
Data Engineer for Cloud Services
il y a 1 mois
Nantes, Pays de la Loire, France Qlik Temps pleinA leading data analytics company, Qlik helps organizations transform complex data landscapes into actionable insights.We have over 40,000 global customers across various industries, leveraging our portfolio of pervasive data quality and advanced AI/ML capabilities to make better decisions faster.About the RoleThis position is part of our Software Factory...
-
Embedded Systems Engineer
il y a 2 semaines
Nantes, France Dynamixyz Temps pleinPermanent contract Cesson-sévigné (35) Position Duties Dynamixyz, A Take-Two Interactive Technology Studio, is looking for an Embedded Systems Engineer specializing in camera interface and video encoding on Linux systems. The position You will join Dynamixyz's Hardware Operating Software (HOS) department (5 people), which is responsible for exploring,...
-
Senior People Operations Analyst
il y a 4 semaines
Nantes, France Qlik Temps plein**What makes us Qlik?** A Gartner® Magic Quadrant Leader for 13 years in a row, Qlik transforms complex data landscapes into actionable insights, driving strategic business outcomes. Serving over 40,000 global customers, our portfolio leverages pervasive data quality and advanced AI/ML capabilities that lead to better decisions, faster. We excel in...
-
Electrical Engineer
Il y a 7 mois
Nantes, France Tetra Pak Temps pleinfor project offer. - Build Specification package for supplier in charge of electrical engineering, manufacturing and/or installation in line with Tetra Pak strategy, standards, guidelines, tools and methods for electrical design. - Reports to the Project Manager for budget, schedule, progress report & forecasting. - Selects supplier in collaboration with...
-
Nantes, France European Nurse Recruitment Temps pleinRef11 We are looking for Nurses for a specialized orthopaedic and sports medicine hospital in Qatar focused on providing services in sports medicine orthopaedic surgery rehabilitation and scientific support for athletes. The hospital likely seeks nurses with expertise in sports medicine rehabilitation and clinical support especially those with...
-
Development of Conceptual Design Software for
Il y a 7 mois
Nantes, France Innosea Temps plein**Description**: **Be the energy behind change. Join ABL Group.** INNOSEA, part of the ABL Group, is a specialized multidisciplinary engineering, strategy advisory, and R&D consultant in marine renewable energies. We work in offshore wind, floating solar PV, wave and tidal energy, deep-water technology, hydrogen power, and decarbonization initiatives. 100%...
-
Numerical Geophysicist Researcher Specialized in
Il y a 7 mois
Nantes, France Geolinks Temps pleinOur talented team members are looking for passionate research-oriented engineers like you, with a keen interest in geophysics and, above all, the fight against climate change! **What you will be doing** - Carry out numerical research projects within the R&D team in collaboration with other researchers and engineers from Geolinks and external partners. -...
-
Post-doctoral Position in Functional Analysis of
Il y a 3 mois
Nantes, France Ifremer Temps pleinThe holobiont approach aims to assess the health of host organisms in the context of their associated microbiomes. Studies have demonstrated a clear association between shifts in the composition of microbiomes in response to changes in the surrounding environment and disturbances in host physiology or fitness. Interactions within microbiomes are important...
-
Looking for Spanish Speakers in Nantes
Il y a 7 mois
Nantes, France Lokafy Temps pleinWe are looking for locals/ natives who want to share their love of the city with travelers. You can be a local or a student or an expat who has been living in the city for a duration enough to know the ins and outs of **Nantes** **What you will be doing**: Meeting with individuals or a small group of travelers( sometimes up to 6) and show them around the...
-
Software Engineering Expert with a Passion for Innovation
il y a 4 semaines
Nantes, Pays de la Loire, France Akeneo Temps pleinAkeneo is the product experience (PX) company and global leader in Product Information Management (PIM); Akeneo empowers business leaders with software, education, and an engaged community all focused on the practice of product experience management.We want our people to help us grow and to grow with us, and that's why we do whatever it takes to equip our...
-
System and Network Engineer
Il y a 7 mois
Nantes, France My Script Temps plein**Job description**: MyScript is recruiting a system and network engineer for its complex and constantly evolving infrastructure. Within our IT & Networks team - made up of 4 members - and in liaison with the CISO, you hold an essential role of managing the architecture and maintenance of the company's system and network infrastructure. **Your...
-
Senior Software Engineer
Il y a 7 mois
Nantes, France Qlik Temps plein**What makes us Qlik**?** A Gartner® Magic Quadrant Leader for 13 years in a row, Qlik transforms complex data landscapes into actionable insights, driving strategic business outcomes. Serving over 40,000 global customers, our portfolio leverages pervasive data quality and advanced AI/ML capabilities that lead to better decisions, faster. We excel in...
-
Systems Administrator
il y a 2 semaines
Nantes, France Vantiva Temps pleinCompany Description **Pushing the Edge** VANTIVA, headquartered in Paris, France and formerly known as Technicolor, is a global technology leader in designing, developing and supplying innovative products and solutions that connect consumers around the world to the content and services they love - whether at home, at work or in other smart spaces. VANTIVA...
-
Business Developer Sur Nantes
il y a 7 jours
Nantes, France Avena Event Temps plein**A propos de nous**: Chez **AVENA EVENT**, nous organisons des événements sportifs uniques qui rassemblent entreprises, collaborateurs et passionnés de sport. Rejoignez notre équipe dynamique en tant que **Business Developer** et jouez un rôle clé dans le développement commercial de nos événements emblématiques comme l’EcoTrail Paris, Les...
-
Software Engineering Expert with a Passion for Innovation
il y a 4 semaines
Nantes, Pays de la Loire, France Akeneo Temps pleinAbout AkeneoAkeneo is the product experience (PX) company and global leader in Product Information Management (PIM). We empower business leaders with software, education, and an engaged community focused on product experience management. Our unique approach ignites passion and drives excellence.Job DescriptionWe are seeking a talented Senior Software...
-
Systems and Support Administrator
Il y a 7 mois
Nantes, France My Script Temps plein**Job description**: **At MyScript, we are a team of passionate technophiles who developed an artificial intelligence-based engine that allows for handwriting recognition. Thanks to this technology, our users can create and interact with digital content, and boost their productivity.** MyScript is a cosmopolitan company of 110 employees, based in Nantes,...
-
Opérateur Systèmes Automatisés
Il y a 7 mois
Nantes, France WITRON Group Temps pleinThis is WITRON - The WITRON group is a strong partner for highly automated logistic systems. From planning to realization and up to maintenance. Our teams - far more than just mechanics, electronic technicians, mechatronic engineers - follow the beat and lend a hand with our high-tech systems. Professional and perfectly equipped with full power for finding...