Compositional Methods for Utility under Local Privacy Mechanisms
il y a 4 semaines
Job Opportunity at INRIA
The Comete project team at the INRIA Saclay Center is seeking a researcher to work on developing methods and software for estimating statistics from data protected with local differential privacy (DP). The goal of this project is to remove the same-mechanism restriction and investigate efficient methods to achieve good precision of the distribution estimation in the scenario in which the mechanisms and/or the level of noise are very different from each other.
Main Responsibilities
- Collaborate with the research team to develop efficient methods for statistical estimation from data protected by personalized local DP
- Develop programs based on the above methods
- Conduct experiments on real and synthetic data
- Write documentation and develop demos
- Write reports and papers
Required Skills
- PhD in Computer Science on topics that require expertise in anonymization techniques
- Knowledge of data anonymization methodology
- Knowledge of methods for analyzing re-identification risk and associated inference risks, knowledge of measures of data usefulness for statistical analyses
- Practical knowledge of data analysis languages (R, Python, C++) and database management software (MySQL, etc.)
- Ability to write scientific papers
- Ability to monitor methodologies
- Rigor, good organization, sense of priorities, autonomy
- Mathematical skills
- Teamwork skills
Benefits
- Subsidized meals
- Partial reimbursement of public transport costs
- Leave: 7 weeks of annual leave + 10 extra days off due to RTT (statutory reduction in working hours) + possibility of exceptional leave (sick children, moving home, etc.)
- Possibility of teleworking and flexible organization of working hours
- Professional equipment available (videoconferencing, loan of computer equipment, etc.)
- Social, cultural and sports events and activities
- Access to vocational training
- Social security coverage
Salary
According to profile
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Palaiseau, Île-de-France INRIA Temps pleinJob DescriptionThe Inria Saclay Center is seeking a researcher to join the COMETE project team, specializing in security and privacy protection. The successful candidate will work with the team to develop methods and software for estimating statistics from data protected with local differential privacy (DP).Classical data analysis methods assume that all...
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