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入学希望の方 修了生の方 企業・研究者の方 教職員・学生 //--> Sitemap Access Japanese About GSISMessage from the DeanIntroduction to GSISGSIS guide bookOrganizationSNSJournal: Interdisciplinary Information SciencesContactsFacultyLaboratories by DepartmentComputer and Mathematical SciencesSystem Information SciencesHuman-Social Information SciencesApplied Information SciencesLaboratories by Specialized Subject GroupColaborative LaboratoriesPromotion OfficeAdmissionEntrance ExaminationCurriculum and Qualifications for ApplicationResearch StudentDormitoryFor StudentsSyllabus / Time table / Student HandbookNoticeInternational StudentsScholarshipDormitoryAdmission fee / Tuition fee waiverHandbook for International StudentsJapanese Language ProgramCounseling servicesEmergency InformationInternal Access Only Home Faculty Laboratories by Department Statistical Mathematics System Information Sciences Statistical Mathematics B03 Prof. Yuko Araki   Assoc. Prof. Utako Yamamoto Lab's Web page Keywordsstatistical science, data science, functional data analysis, biostatistics, information criterion, multivariate analysis, high-dimensional data, multi-level model, machine learning Statistical Mathematics –Theory and application of statistical science – Statistical Mathematics ‒Theory and application of statistical science‒ Statistical mathematics is an essential field for scientific research. Researchers in this discipline develop methods and conduct applied research to effectively extract useful information and patterns from data using mathematics. Mathematics serves as a common language for science and enables researchers to deal with regularities and uncertainties in data.   Functional data analysis Functional data analysis deals with diverse and complex data, especially that involving functions, shapes, and images. Our research interests consist of building statistical models via regularization, sparse estimation, basis expansions, nonlinear multivariate analysis, Bayesian methods, information criteria, etc. for functional data. Biostatistics Biostatistics is research area to evaluate mathematically uncertainty of people&＃39;s health based on their examination data, and to provide medical staffs with scientific and possible instructions to diagnose their examinee&＃39;s disease and conduct medical treatment.   Composite basis functions (Araki et al. 2019): Basis functions with sparse singular value decomposition 75th quantile curves estimated by the Bayesian nonparametric quantile mixed-effects models (Tanabe, Araki et al. 2022) FacultyLaboratories by DepartmentComputer and Mathematical SciencesSystem Information SciencesHuman-Social Information SciencesApplied Information SciencesLaboratories by Specialized Subject GroupColaborative LaboratoriesPromotion Office GSIS: Graduate School of Information Sciences, Tohoku University 6-3-09 Aoba, Aramaki-aza Aoba-ku, Sendai, 980-8579, Japan Phone.+81-22-795-5813 Fax. +81-22-795-5815 Contacts is-www-admin,is.tohoku.ac.jp --> About GSIS Message from the DeanIntroduction to GSISGSIS guide bookOrganizationSNSJournal: Interdisciplinary Information SciencesContacts Faculty Laboratories by DepartmentComputer and Mathematical SciencesSystem Information SciencesHuman-Social Information SciencesApplied Information SciencesLaboratories by Specialized Subject GroupColaborative LaboratoriesPromotion Office Admission Entrance ExaminationCurriculum and Qualifications for ApplicationResearch StudentDormitory For Students Syllabus / Time table / Student HandbookNoticeInternational StudentsScholarshipDormitoryAdmission fee / Tuition fee waiverHandbook for International StudentsJapanese Language ProgramCounseling servicesEmergency InformationInternal Access Only About this Website Link © 2016 Graduate School of Information Sciences, Tohoku University About GSIS Message from the DeanIntroduction to GSISGSIS guide bookOrganizationSNSJournal: Interdisciplinary Information SciencesContacts Faculty Laboratories by DepartmentComputer and Mathematical SciencesSystem Information SciencesHuman-Social Information SciencesApplied Information SciencesLaboratories by Specialized Subject GroupColaborative LaboratoriesPromotion Office Admission Entrance ExaminationCurriculum and Qualifications for ApplicationResearch StudentDormitory For Students Syllabus / Time table / Student HandbookNoticeInternational StudentsScholarshipDormitoryAdmission fee / Tuition fee waiverHandbook for International StudentsJapanese Language ProgramCounseling servicesEmergency InformationInternal Access Only Sitemap Access Japanese no cache