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List of Areas of Concentration of Electives
List of Areas of Concentration of Electives
Stat 210 Statistical Software
Stat 210 Statistical Software
Database management and programming using Statistical software.
3 hours, 3 units
Stat 224 Experimental Designs
Stat 224 Experimental Designs
Completely randomized designs; randomized complete block design; Latin square design; factorial experiments; incomplete block design; higher-order designs.
Prereq: Stat 223/233/equiv/COI. 3 hours, 3 units
Stat 225 Time Series Analysis
Stat 225 Time Series Analysis
Classical procedures; Stationarity; Box-Jerkins modeling procedure: autocorrelation function, partial autocorrelation function; identification, estimation, diagnostic checking, forecasting; transfer functions; applications.
Prereq: Stat 223/233/equiv/COI. 3 hours, 3 units
Stat 225 Applied Multivariate Analysis
Stat 225 Applied Multivariate Analysis
Multivariate normal distribution; principal components analysis; biplots and h-plots; factor analysis; discriminant analysis; cluster analysis; multidimensional scaling; correspondence analysis; canonical correlation analysis; graphical and data-oriented techniques; applications.
Coreq: Stat 223/233/equiv/COI. 3 hours, 3 units
Stat 235 Survey of Stochastic Processes
Stat 235 Survey of Stochastic Processes
Markov chains; Markov processes; Poisson processes; renewal processes; martingales.
Prereq: Stat 221/231/equiv/COI. 3 hours, 3 units
Stat 240 High Dimensional Data
Stat 240 High Dimensional Data
High dimensional data; high dimensional data visualization; high dimensional data analysis; dimension reduction; pattern search; clustering; applications.
Prereq: Stat 218/223/233/equiv/COI, Stat 217/226/equiv/COI. 3 hours, 3 units
Stat 241 Nonlinear Regression
Stat 241 Nonlinear Regression
Classification of nonlinear models; iterative estimation and linear approximation; practical considerations: model specification, starting values, transformations; convergence; multiresponse model; models from differential equations; nonlinear inference regions; measures of nonlinearity; applications.
Prereq: Stat 218/223/233/equiv/COI. 3 hours, 3 units
Stat 242 Econometric Methods
Stat 242 Econometric Methods
Distributed lag models; structural change; simultaneous equations; limited dependent variables; ARCH, GARCH, processes; cointegration; applications.
Prereq: Stat 223/233/equiv/COI. 3 hours, 3 units
Stat 243 Categorical Data Analysis
Stat 243 Categorical Data Analysis
Cross-classified tables, multidimensional tables; loglinear model; logit models, measures of association; inference for categorical data; applications.
Prereq: Stat 223/233/equiv/COI. 3 hours, 3 units
Stat 244 Design and Analysis of Clinical Experiments
Stat 244 Design and Analysis of Clinical Experiments
Reliability of measurements; parallel groups design; control of prognostic factors; blocking and stratification; analysis of covariance; repeated measurements and crossover studies; balanced incomplete block designs; factorial experiments; split-plot designs; applications.
Prereq: Stat 223/233/equiv/COI. 3 hours, 3 units
Stat 245 Survival Analysis
Stat 245 Survival Analysis
Functions of survival time; estimation of survival functions; survival distributions and their applications; distribution fitting and goodness-of-fit tests.
Prereq: Stat 207/222/232/equiv/COI. 3 hours, 3 units
Stat 246 Response Surface Methods
Stat 246 Response Surface Methods
Product design and development; optimal designs; response surface models; response surface optimization; applications.
Prereq: Stat 223/233/equiv/COI. 3 hours, 3 units
Stat 247 Data Mining and Business Intelligence
Stat 247 Data Mining and Business Intelligence
Principles of data mining; methods of data mining; themes of data mining; applications of data mining in business intelligence.
Prereq: COI. 3 hours, 3 units
Stat 249 Nonparametric Modeling
Stat 249 Nonparametric Modeling
Smoothing methods; kernel smoothing; spline smoothing; regression trees; projection pursuit; nonparametric regression; cross-validation; scoring; high dimensional predictors; additive models; backfitting.
Prereq: Stat 207/222/232/equiv/COI, Stat 218/223/233/equiv/COI. 3 hours, 3 units
Stat 252 Bootstrap Methods
Stat 252 Bootstrap Methods
Empirical distribution functions; resampling and nonparametric Statistical inference; optimality of the bootstrap; bootstrap in hypothesis testing; bootstrap in confidence intervals; bootstrap in regression models; bootstrap for dependent data.
Prereq: Stat 222/232/equiv/COI, Stat 223/233/equiv/COI. 3 hours, 3 units
Stat 260 Quantitative Risk Management
Stat 260 Quantitative Risk Management
Market risk; financial time series; copulas; extreme value theory; credit risk models; operational risks.
Prereq: Stat 218/223/233/equiv/COI, Stat 225/equiv/COI. 3 hours, 3 units
Stat 261 Stochastic Calculus for Finance
Stat 261 Stochastic Calculus for Finance
Continuous-time model; Brownian motion; random walk; quadratic variation; Ito formula; Black- Scholes equation; risk-neutral measure; martingale representation theorem; fundamental theorems of asset pricing.
Prereq: Stat 221/231/equiv/COI. 3 hours, 3 units
Stat 263 Bayesian Analysis
Stat 263 Bayesian Analysis
Bayesian inference; empirical and hierarchical analysis; robustness; numerical procedures.
Prereq: Stat 207/222/232/equiv/COI. 3 hours, 3 units
Stat 266 Applied Nonparametric Methods
Stat 266 Applied Nonparametric Methods
Methods for single, two and k samples; trends and association; nonparametric bootstrap.
Prereq: Stat 222/equiv/COI, Stat 223/equiv/COI. 3 hours, 3 units
Stat 267 Advanced Applied Multivariate Analysis
Stat 267 Advanced Applied Multivariate Analysis
Confirmatory factor analysis; multidimensional scaling; correspondence analysis; classification trees; CHAID; Procrustes analysis; neural networks; structural equation modelling.
Prereq: Stat 226/equiv/COI. 3 hours, 3 units
Stat 268 Advanced Time Series Analysis
Stat 268 Advanced Time Series Analysis
Nonstationarity; cointegration; intervention models; State space models; transfer functions; frequency domain; panel data; nonparametric methods for time series; nonparametric prediction; AR-Sieve; block bootstrap.
Prereq: Stat 218/223/233/equiv/COI, Stat 225/equiv/COI. 3 hours, 3 units
Stat 270 Exploratory Data Analysis
Stat 270 Exploratory Data Analysis
Graphical methods; single batch analysis and analysis of several batches; order Statistics; resistant estimators; robust tests; robust regression; median polish; applications.
Prereq: Stat 222/232/equiv/COI. 3 hours, 3 units
Stat 271 Statistical Quality Control
Stat 271 Statistical Quality Control
Overview of the Statistical methods useful in quality assurance; Statistical process control; control charts for variables and attributes, cusum chart, multivariate chart; process capability analysis; acceptance sampling; MIL STD tables and JIS tables; off-line quality control; introduction to response surface analysis; Taguchi method; applications.
Prereq: Stat 222/232/equiv/COI. 3 hours, 3 units
Stat 274 Market Research
Stat 274 Market Research
The marketing research; data and data generation in marketing research; analytical methods; consumer behaviour modelling.
Prereq: Stat 222/232/equiv/COI, Stat 226/equiv/COI. 3 hours, 3 units
Stat 275 Economic Statistics
Stat 275 Economic Statistics
The Philippine Statistical System; surveys being regularly conducted by the system: questionnaire designs, sampling designs, estimators, issues; official Statistics being generated: national accounts, consumer price index, input-output table, poverty Statistics, leading economic indicators, seasonally adjusted series; Statistical methods useful in generating official Statistics.
Prereq: Stat 222/232/equiv/COI, Stat 250/equiv/COI. 3 hours, 3 units
Stat 276 Statistics for Geographic Information Systems
Stat 276 Statistics for Geographic Information Systems
Components of a geographical information system, data structures and elements of spatial modeling; exploratory spatial data analysis; quadrat analysis, tesselations and spatial autocorrelation; spatial modeling and prediction; some sampling theory; applications.
Prereq: COI. 3 hours, 3 units
Stat 277 Statistics for Image Analysis
Stat 277 Statistics for Image Analysis
Radiometric enhancement techniques; geometric enhancement using image domain techniques; multispectral transformation of data; supervised classification techniques; clustering and unsupervised classification; applications.
Prereq: COI. 3 hours, 3 units
Stat 280 Special Fields of Statistics
Stat 280 Special Fields of Statistics
Courses in special fields, new areas or latest developments in Statistics.
may be repeated provided that the topics are different; topics to be indicated for record purposes
Prereq: COI. 3 hours, 3 units
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