{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/declarative-statistics","title":"Declarative Statistics","arxiv_id":"1708.01829","date":"2017-08-06","proceeding":null,"authors":["Roberto Rossi","Özgür Akgün","Steven Prestwich","S. Armagan Tarim"],"abstract":"In this work we introduce declarative statistics, a suite of declarative\nmodelling tools for statistical analysis. Statistical constraints represent the\nkey building block of declarative statistics. First, we introduce a range of\nrelevant counting and matrix constraints and associated decompositions, some of\nwhich novel, that are instrumental in the design of statistical constraints.\nSecond, we introduce a selection of novel statistical constraints and\nassociated decompositions, which constitute a self-contained toolbox that can\nbe used to tackle a wide range of problems typically encountered by\nstatisticians. Finally, we deploy these statistical constraints to a wide range\nof application areas drawn from classical statistics and we contrast our\nframework against established practices.","url_abs":"http://arxiv.org/abs/1708.01829v2","url_pdf":"http://arxiv.org/pdf/1708.01829v2.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"declarative-statistics","repo_url":"https://github.com/gwr3n/syat-choco","is_official":1,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}