{"id":"https://openalex.org/G7336094271","display_name":"New Challenges for Statistical Methods in Large and Complex Data Settings: Analysis of Dependent Data and Model Selection","description":"As the collection of data grows in size and complexity, one important aspect of scientific research lies in finding patterns or signals hidden in massive amounts of data that are of relevance to problems that need to be tackled in practice. Given the size of the problems, there is also a need to carry out this procedure in a computationally efficient manner and, more importantly, using sound statistical methods. Indeed, the fast growing production and gathering of data, at least indirectly, produces problems whose complexity grows at an equivalent speed and therefore new efficient statistical methods for proper data analysis become unavoidably necessary. In many cases, the complexity of the considered models and the relative numerical challenges entailed by them make the currently available statistical methods not viable, without considering their possible extensions which would be equally not sustainable. In the project I propose, I intend to contribute to the development of new computationally efficient statistical methods for the analysis of dependent data (in time and space) and model selection. The computational efficiency will be achieved by proposing simplified statistical methods which, remaining numerically tractable, will preserve desirable statistical properties with very little loss in terms of statistical efficiency. Moreover, I also intend to develop statistical methods that can directly take into account the expertise of scientists within a general theoretical framework, thereby attempting to avoid consequent data analyses that are performed sequentially, often leading to significant losses of information from one step to the subsequent one. This research project will be completed by the development of software and computational tools for a direct access to the research output on behalf of users from academia, public sector or private sector.","funder_award_id":"176843","funder":{"id":"https://openalex.org/F4320320924","display_name":"Schweizerischer Nationalfonds zur F\u00f6rderung der Wissenschaftlichen Forschung","doi":"10.13039/501100001711"},"funded_outputs":["https://openalex.org/W2943226194","https://openalex.org/W3127196363","https://openalex.org/W3128299425","https://openalex.org/W3130133832","https://openalex.org/W3133585998","https://openalex.org/W3133733035","https://openalex.org/W3176086238","https://openalex.org/W4220966620","https://openalex.org/W4287182034","https://openalex.org/W4289597901","https://openalex.org/W4307381077","https://openalex.org/W4319263108","https://openalex.org/W4362514058","https://openalex.org/W4366310794","https://openalex.org/W4390012768","https://openalex.org/W4391251209","https://openalex.org/W4391530506","https://openalex.org/W4394674259","https://openalex.org/W4401933860","https://openalex.org/W4412406440"],"funded_outputs_count":20,"parent_awards":[],"sub_awards":[],"sub_awards_count":0,"amount":1662752.0,"currency":"CHF","amount_usd":1689458.73,"amount_usd_basis":"daily_rate","recipients":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","roles":["lead"],"share":null,"basis":"affiliation_matcher","asserted_by":"funder"}],"recipient_countries":[{"country_code":"CH","share":1.0,"amount_usd":1689458.73,"basis":"organisation_location"}],"recipient_regions":[],"research_scope":{"is_research":true,"basis":"funder_default","tier":1},"funding_type":"fellowship","funder_scheme":"SNSF Professorships","start_date":"2019-01-01","end_date":"2022-12-31","start_year":2019,"end_year":2022,"landing_page_url":"https://data.snf.ch/grants/grant/176843","doi":null,"provenance":"snsf","lead_investigator":{"given_name":"Guerrier,","family_name":"Stephane","orcid":null,"role_start":null,"affiliation":{"name":"University of Geneva \u2013 GE","country":"Switzerland","ids":null}},"co_lead_investigator":null,"investigators":null,"works_api_url":"https://api.openalex.org/works?filter=awards.id:G7336094271","primary_topic":null,"topics":null,"institution_awarded":[{"id":"https://openalex.org/I114457229","display_name":"University of Geneva","ror":"https://ror.org/01swzsf04","country_code":"CH","type":"education","lineage":["https://openalex.org/I114457229"]}],"updated_date":"2026-10-17T03:01:12.000Z","created_date":"2026-07-13T04:27:35.000Z"}