Scraping Web pages and using Web services/APIs. STA 131A is an introductory course for probability. An Introduction to Statistical Learning, with Applications in R -- James, Witten, Hastie, Modern Multivariate Statistical Techniques, 2nd Ed. In order to ensure that you are able to transfer to UC Davis with sufficient progress made towards your major, b, Statistics: Applied Statistics Track (A.B. >> endobj Prerequisite: STA 131A C- or better or MAT 135A C . You must have a grade point average of 2.0 in all courses required for the minor. Potential Overlap:Statistics 131A and Mathematics 135A cover the topics in the first part of the course but with more in depth and theoretical orientations. One Introductory Statistics Course UC Davis Course STA 13 or 32 or 100; If the courses above are completed pre-matriculation, your major course schedule at UC Davis will be similar to the one below. ), Statistics: General Statistics Track (B.S. Emphasizes large sample theory and their applications. Statistics: Applied Statistics Track (A.B. Lecturing techniques, analysis of tests and supporting material, preparation and grading of examinations, and use of statistical software. ), Statistics: Machine Learning Track (B.S. Program in Statistics - Biostatistics Track, Supervised methods versus unsupervised methods, Linear and quadratic discriminant analysis, Variable selection - AIC and BIC criteria. Course Description: Numerical analysis; random number generation; computer experiments and resampling techniques (bootstrap, cross validation); numerical optimization; matrix decompositions and linear algebra computations; algorithms (markov chain monte carlo, expectation-maximization); algorithm design and efficiency; parallel and distributed computing. The 92 credit major aims to provide a foundation in the theory and methodology behind data science, and to prepare students for more advanced studies. University of California, Davis, One Shields Avenue, Davis, CA 95616 | 530-752-1011. Scraping Web pages and using Web services/APIs. Computational reasoning, computationally intensive statistical methods, reading tabular & non-standard data. Elective MAT 135A or STA 131A. School: College of Letters and Science LS Course Description: Principles and practice of interdisciplinary collaboration in statistics, statistical consulting, ethical aspects, and basics of data analysis and study design. PDF STATISTICS 131A | Probability Theory - UC Davis Statistics: Applied Statistics Track (A.B. ), Statistics: Applied Statistics Track (B.S. ), Statistics: Computational Statistics Track (B.S. Discussion: 1 hour. Discussion: 1 hour. Goals: Students learn how to use a variety of supervised statistical learning methods, and gain an understanding of their relative advantages and limitations. Program in Statistics . Topics include linear mixed models, repeated measures, generalized linear models, model selection, analysis of missing data, and multiple testing procedures. History: /Filter /FlateDecode General Catalog - Epidemiology (EPI) - UC Davis Illustrative reading:Introduction to Probability, G.G. Course Description: Descriptive statistics; probability; random variables; expectation; binomial, normal, Poisson, other univariate distributions; joint distributions; sampling distributions, central limit theorem; properties of estimators; linear combinations of random variables; testing and estimation; Minitab computing package. The PDF will include all information unique to this page. STA 130A Mathematical Statistics: Brief Course. Topics include simple and multiple linear regression, polynomial regression, diagnostics, model selection, variable transformation, factorial designs and ANCOVA. /Filter /FlateDecode STA 131A - Introduction to Probability Theory Course Description: Introductory SAS language, data management, statistical applications, methods. Prentice Hall, Upper Saddle River, N.J. Instructor: Prof. Peter Hall Lecture times: 11.00 am Mondays, Wednesdays and Fridays, in Olson 223. endstream Sampling, methods of estimation, bias-variance decomposition, sampling distributions, Fisher information, confidence intervals, and some elements of hypothesis testing. Prerequisite(s): Introductory, upper division statistics course; some knowledge of vectors and matrices; STA106 or STA108 or the equivalent suggested. Prerequisite(s): Consent of instructor; graduate standing. I am aware of how Puckett is as a professor because I had friends who took him for MAT 22A Spring Quarter of Freshman year . Prerequisite(s): STA130A; STA130B; or equivalent of STA130A and STA130B. Prerequisite(s): Consent of instructor; high school algebra. Course Description: Standard and advanced statistical methodology, theory, algorithms, and applications relevant to the analysis of -omics data. %PDF-1.5 Course Description: Special study for advanced undergraduates. Course Description: Principles of supervised and unsupervised statistical learning. PDF STA 131A: Introduction to Probability - UC Davis ECS 116. Department: Statistics STA ), Statistics: Computational Statistics Track (B.S. Prerequisite(s): STA142A C- or better; (STA130B C- or better or STA131B C- or better); STA131B preferred. Statistical methods. You are encouraged to contact the Statistics Department's Undergraduate Program Coordinator at. All rights reserved. The statistics undergraduate program at UC Davis offers a large and varied collection of courses in statistical theory, methodology, and application. Prerequisite(s): (MAT016C C- or better or MAT017C C- or better or MAT021C C- or better); (STA013 C- or better or STA013Y C- or better or STA032 C- or better or STA100 C- or better). The course material for STA 200A is the same as for STA 131A with the exception that students in STA 200A are given additional advanced reading material and additional homework assignments. ~.S|d&O`S4/ COkahcoc B>8rp*OS9rb[!:D >N1*iyuS9QG(r:| 2#V`O~/ 4ClJW@+d Program in Statistics - Biostatistics Track. ), Prospective Transfer Students-Data Science, Ph.D. Course Description: Multivariate analysis: multivariate distributions, multivariate linear models, data analytic methods including principal component, factor, discriminant, canonical correlation and cluster analysis. At most, one course used in satisfaction of your minor may be applied to your major. 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Center (WRRC), Academic Information, Policies, & Regulations, American History & Institutions Requirement, African American & African Studies, Bachelor of Arts, African American & African Studies, Minor, Agricultural & Environmental Chemistry (Graduate Group), Agricultural & Environmental Chemistry, Master of Science, Agricultural & Environmental Chemistry, Doctor of Philosophy, Agricultural & Resource Economics, Master of Science, Agricultural & Resource Economics, Master of Science/Master of Business Administration, Agricultural & Resource Economics, Doctor of Philosophy, Managerial Economics, Bachelor of Science, Agricultural & Environmental Education, Bachelor of Science, Animal Science & Management, Bachelor of Science, Applied Mathematics, Doctor of Philosophy, Social, Ethnic & Gender Relations, Minor, Atmospheric Science, Doctor of Philosophy, Biochemistry, Molecular, Cellular & Developmental Biology (Graduate Group), Biochemistry, Molecular, Cellular & Developmental Biology, Master of Science, Biochemistry, Molecular, Cellular & Developmental Biology, Doctor of Philosophy, Agricultural & Environmental Technology, Bachelor of Science, Biological Systems Engineering, Bachelor of Science, Biological Systems Engineering, Bachelor of Science/Master of Science Integrated, Biological Systems Engineering, Master of Engineering, Biological Systems Engineering, Master of Science, Biological Systems Engineering, Doctor of Engineering, Biological Systems Engineering, Doctor of Philosophy, Quantitative Biology & Bioinformatics, Minor, Biomedical Engineering, Bachelor of Science, Biomedical Engineering, Master of Science, Biomedical Engineering, Doctor of Philosophy, Biochemical Engineering, Bachelor of Science, Chemical Engineering, Bachelor of Science, Chemical Engineering, Master of Engineering, Chemical Engineering, Doctor of Philosophy, Chemistry & Chemical Biology, Master of Science, Chemistry & Chemical Biology, Doctor of Philosophy, Pharmaceutical Chemistry, 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Bachelor of Science, Electrical & Computer Engineering, Bachelor of Science/Master of Science Integrated Degree Programs (IDP), Electrical & Computer Engineering, Master of Science, Electrical & Computer Engineering, Doctor of Philosophy, Electrical Engineering, Bachelor of Science, Environmental Policy & Management (Graduate Group), Environmental Policy & Management, Master of Science, Environmental Policy Analysis & Planning, Bachelor of Science, Environmental Policy Analysis & Planning, Minor, Environmental Science & Management, Bachelor of Science, Environmental Toxicology, Bachelor of Science, Evolution, Ecology & Biodiversity, Bachelor of Arts, Evolution, Ecology & Biodiversity, Bachelor of Science, Evolution, Ecology & Biodiversity, Minor, French & Francophone Studies, Master of Arts, French & Francophone Studies, Doctor of Philosophy, Gender, Sexuality, & Women's Studies, Bachelor of Arts, Gender, Sexuality, & Women's Studies, Minor, Latin American & Hemispheric Studies, Minor, Horticulture & Agronomy (Graduate Group), Horticulture & Agronomy, Master of Science, Horticulture & Agronomy, Doctor of Philosophy, Community & Regional Development, Bachelor of Science, Landscape Architecture, Bachelor of Science, Sustainable Environmental Design, Bachelor of Science, Hydrologic Sciences, Doctor of Philosophy, Biological Sciences, Bachelor of Arts, Individual, Biological Sciences, Bachelor of Science, Individual, Integrative Genetics & Genomics (Graduate Group), Integrative Genetics & Genomics, Master of Science, Integrative Genetics & Genomics, Doctor of Philosophy, Integrative Pathobiology (Graduate Group), Integrative Pathobiology, Master of Science, Integrative Pathobiology, Doctor of Philosophy, International Agricultural Development (Graduate Group), International Agricultural Development, Master of Science, Sustainable Agriculture & Food Systems, Bachelor of Science, Business Administration, Master of Business Administration, Business Administration Online, Master of Business Administration Online, Professional Accountancy, Master of Professional Accountancy, Materials Science & Engineering, Bachelor of Science, Materials Science & Engineering, Master of Engineering, Materials Science & Engineering, Master of Science, Materials Science & Engineering, Doctor of Philosophy, Mathematical & Scientific Computation, Bachelor of Science, Mathematical Analytics & Operations Research, Bachelor of Science, Aerospace Science & Engineering, Bachelor of Science, Mechanical Engineering, Bachelor of Science, Mechanical & Aerospace Engineering, Master of Science, Mechanical & Aerospace Engineering, Doctor of Philosophy, Medieval & Early Modern Studies, Bachelor of Arts, Molecular & Medical Microbiology, Bachelor of Arts, Molecular & Medical Microbiology, Bachelor of Science, Middle East/South Asia Studies, Bachelor of Arts, Biochemistry & Molecular Biology, Bachelor of Science, Genetics & Genomics, Bachelor of Science, Molecular, Cellular, & Integrative Physiology (Graduate Group), Molecular, Cellular, & Integrative Physiology, Master of Science, Molecular, Cellular, & Integrative Physiology, Doctor of Philosophy, Native American Studies, Bachelor of Arts, Native American Studies, Doctor of Philosophy, Neurobiology, Physiology, & Behavior, Bachelor of Science, Nursing Science & Health-Care Leadership, Doctor of Nursing PracticeFamily Nurse Practitioner Degree Program, Family Nurse Practitioner Program, Master of Science, Nursing Science & Health-Care Leadership, Doctor of Philosophy, Physician Assistant Studies, Master of Health Services, Maternal & Child Nutrition, Master of Advanced Study, Nutritional Biology, Doctor of Philosophy, Performance Studies, Doctor of Philosophy, Pharmacology & Toxicology (Graduate Group), Pharmacology & Toxicology, Master of Science, Pharmacology & Toxicology, Doctor of Philosophy, Systems & Synthetic Biology, Bachelor of Science, Global Disease Biology, Bachelor of Science, Agricultural Systems & Environment, Minor, Ecological Management & Restoration, Bachelor of Science, Environmental Horticulture & Urban Forestry, Bachelor of Science, International Agricultural Development, Bachelor of Science, International Agricultural Development, Minor, International Relations, Bachelor of Arts, Political SciencePublic Service, Bachelor of Arts, Political Science, Master of Arts/Doctor of Jurisprudence, Preventive Veterinary Medicine (Graduate Group), Public Health Sciences, Doctor of Philosophy, Science & Technology Studies, Bachelor of Arts, SociologyOrganizational Studies, Bachelor of Arts, Soils & Biogeochemistry (Graduate Group), Soils & Biogeochemistry, Master of Science, Soils & Biogeochemistry, Doctor of Philosophy, Transportation Technology & Policy (Graduate Group), Transportation Technology & Policy, Master of Science, Transportation Technology & Policy, Doctor of Philosophy, Viticulture & Enology, Bachelor of Science, Viticulture & Enology, Master of Science, Wildlife, Fish & Conservation Biology, Bachelor of Science, Wildlife, Fish & Conservation Biology, Minor, African American & African Studies (AAS), Agricultural & Environmental Chemistry (AGC), Agricultural & Environmental Technology (TAE), Anatomy, Physiology, & Cell Biology (APC), Applied Biological Systems Technology (ABT), Biochemistry, Molecular, Cellular, & Developmental Biology (BCB), Environmental Science & Management (ESM), Future Undergraduate Science Educators (FSE), Gender, Sexuality, & Women's Studies (GSW), International Agricultural Development (IAD), Management; Working Professional Bay Area (MGB), Masters Preventive Veterinary Medicine (MPM), Mechanical & Aeronautical Engineering (MAE), Molecular, Cellular, & Integrative Physiology (MCP), Neurobiology, Physiology, & Behavior (NPB), Pathology, Microbiology, & Immunology (PMI), Physical Medicine & Rehabilitation (PMR), Social Theory & Comparative History (STH), Sustainable Agriculture & Food Systems (SAF), Transportation Technology & Policy (TTP), Wildlife, Fish, & Conservation Biology (WFC). Emphasis on practical training. Admissions to UC Davis is managed by the Undergraduate Admissions Office. Course Description: Programming in R; Summarization and visualization of different data types; Concepts of correlation, regression, classification and clustering. Prerequisite(s): STA141A C- or better; (STA130A C- or better or STA131A C- or better or MAT135A C- or better); STA131A or MAT135A preferred. Course Description: Simple random, stratified random, cluster, and systematic sampling plans; mean, proportion, total, ratio, and regression estimators for these plans; sample survey design, absolute and relative error, sample size selection, strata construction; sampling and nonsampling sources of error. Probability 4 STA 131A - Introduction to Probability Theory 4 Statistics 12 STA 108 - Applied Stat Methods . Prerequisite(s): STA206; knowledge of vectors and matrices. Catalog Description:Basic probability, densities and distributions, mean, variance, covariance, Chebyshev's inequality, some special distributions, sampling distributions, central limit theorem and law of large numbers, point estimation, some methods of estimation, interval estimation, confidence intervals for certain quantities, computing sample sizes. Prerequisite(s): STA235A or MAT235A; or consent of instructor. The statistics undergraduate program at UC Davis offers a large and varied collection of courses in statistical theory, methodology, and application. ), Statistics: Machine Learning Track (B.S. 3 0 obj << STA 141A Fundamentals of Statistical Data Science. Catalog Description:Transformed random variables, large sample properties of estimates. One-way random effects model. Course Description: Introduction to statistical learning; Bayesian paradigm; model selection; simultaneous inference; bootstrap and cross validation; classification and clustering methods; PCA; nonparametric smoothing techniques. MAT 021C C- or better; (MAT 022A C- or better or MAT 027A C- or better or MAT 067 C- or better); MAT 021D strongly recommended. Program in Statistics - Biostatistics Track, Random experiments, sample spaces, events, Independence, conditional probability, Bayes Theorem, Covariance and conditional expectation for discrete random variables, Special distributions and models, with applications, Discrete distributions including binomial, poisson, geometric, negative binomial and hypergeometric, Continuous distributions including normal, exponential, gamma, uniform, Sums of independant binomial, poisson, normal and gamma random variables, Central limit theorem and law of large numbers, Approximations for certain discrete random variables, Minimum variance unbiased estimation, Cramer-Rao inequality, Confidence intervals for means, proportions and variances. Thu, May 11, 2023 @ 4:10pm - 5:30pm. ), Statistics: General Statistics Track (B.S. Basic probability, densities and distributions, mean, variance, covariance, Chebyshev's inequality, some special distributions, sampling distributions, central limit theorem and law of large numbers, point estimation, some methods of estimation, interval estimation, confidence intervals for certain quantities, computing sample sizes. Course Description: Advanced study in various fields of statistics with emphasis in applied topics, presented by members of the Graduate Group in Statistics and other guest speakers. Course Description: Introduction to consulting, in-class consulting as a group, statistical consulting with clients, and in-class discussion of consulting problems. Course Description: Basic experimental designs, two-factor ANOVA without interactions, repeated measures ANOVA, ANCOVA, random effects vs. fixed effects, multiple regression, basic model building, resampling methods, multiple comparisons, multivariate methods, generalized linear models, Monte Carlo simulations. Roussas, Academic Press, 2007None. ), Statistics: Computational Statistics Track (B.S. Please check the Undergraduate Admissions website for information about admissions requirements. Oh ok. Thing is that MAT 22A is a prereq for STA 131A and the STA 131 series is far from easy, so I would rather play it safe on this one. Admissions decisions are not handled by the Department of Statistics. You are encouraged to contact the Statistics Department's Undergraduate Program Coordinator at. Prerequisite(s): MAT016A (can be concurrent) or MAT017A (can be concurrent) or MAT021A (can be concurrent). Overview of computer networks, TCP/IP protocol suite, computer-networking applications and protocols, transport-layer protocols, network architectures, Internet Protocol (IP), routing, link-layer protocols, local area and wireless networks, medium access control, physical aspects of data transmission, and network-performance analysis. Mathematical Statistics and Data Analysis -- by J. RiceMathematical Statistics: A Text for Statisticians and Quantitative Scientists -- by F. J. Samaniego. Intensive use of computer analyses and real data sets. If you elect more than one minor, these minors may not have any courses in common. Topics include simple and multiple linear regression, polynomial regression, diagnostics, model selection, factorial designs and analysis of covariance.

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