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Eric Su

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Reinforcement learning methods for the multi-armed bandit problem
Methods/skills involved: Upper confidence bound(UCB), Thompson sampling, MCMC
HW #17 Computer Intensive Statistics in Ecology
Method/skill involved: Multi-layer perceptron, classification model
HW #16 Computer Intensive Statistics in Ecology
Method/skill involved: Neural network: adaptive linear learning
HW #15 Computer Intensive Statistics in Ecology
Method/skill involved: Bayesian estimation, Markov chain Monte Carlo algorithm(MCMC), OpenBUGS
HW #14 Computer Intensive Statistics in Ecology
Method/skill involved: Bayesian estimation, grid search, posterior distribution
HW #13 Computer Intensive Statistics in Ecology
Method/skill involved: Maximum likelihood, growth models, model selection, AIC, model averaging
HW #12 Computer Intensive Statistics in Ecology
Method/skill involved: Nonlinear regression, maximum likelihood estimations
HW #11 Computer Intensive Statistics in Ecology
Method/skill involved: Redundancy analysis (RDA), variance decomposition
HW #10 Computer Intensive Statistics in Ecology
Method/skill involved: Ordination methods including principal component analysis (PCA), multidimensional scaling (MDS), correspondence analysis (CA) and non-metric multidimensional scaling (NMDS).
HW #9 Computer Intensive Statistics in Ecology
Method/skill involved: MRPP, various classification models including linear discriminant analysis (LDA), decision tree (CART), random forest, multinomial logistics regression and support vector machine. The predictive precision of these models is compared using cross-validation.
HW #8 Computer Intensive Statistics in Ecology
Method/skill involved: cluster analysis techniques including k-means and hierarchical clustering
HW #7 Computer Intensive Statistics in Ecology
Method/skill involved: Root-finding, optimization
HW #6 Computer Intensive Statistics in Ecology
Method/skill involved: Permutation test
HW #5 Computer Intensive Statistics in Ecology
Method/skill involved: Bootstrap confidence limits
HW #4 Computer Intensive Statistics in Ecology
Method/skill involved: Jackknife, bootstrap
HW #2 Computer Intensive Statistics in Ecology
Method/skill involved: Random number generation, sampling
HW #1 Computer Intensive Statistics in Ecology
Method/skill involved: Data preprocessing & manipulation
HW #3 Computer Intensive Statistics in Ecology
Method/skill involved: Bootstrap