Statistics Mini-course Problem Set 2 Due on Fri. Apr 22 We will do some exercises related to model selection, density estimation, and basisfunction fitting. You should solve these exercises on a computer and the best way

Source URL: astro.utoronto.ca

Journal of Machine Learning Research2038 Submitted 12/08; Revised 5/09; Published 9/09 Ultrahigh Dimensional Feature Selection: Beyond The Linear Model Jianqing Fan

Source URL: jmlr.csail.mit.edu

Bayesian Active Model Selection with an Application to Automated Audiometry Jacob R. Gardner CS, Cornell University Ithaca, NY 14850

Source URL: stat.columbia.edu

PHYSICAL REVIEW E 73, 046118 共2006兲 Utterance selection model of language change 1 G. J. Baxter,1 R. A. Blythe,1,2 W. Croft,3 and A. J. McKane1

Source URL: www.theory.physics.manchester.ac.uk

Algorithm selection by rational metareasoning as a model of human strategy selection Falk Lieder Helen Wills Neuroscience Institute, UC Berkeley

Source URL: cocosci.berkeley.edu

• Sorting algorithms
• Order theory
• Mathematics
• Combinatorics
• Merge sort
• Selection algorithm
• Quicksort
• Insertion sort
• Algorithm
• Cocktail shaker sort
• Selection sort
• Heapsort

Classification and model selection Olivier Catoni DEA Probabilit´es et Applications

Source URL: www.math.ens.fr

Visual Analytics for Development and Evaluation of Order Selection Criteria for Autoregressive Processes ¨ ¨ Thomas Lowe Student Member, IEEE, Emmy-Charlotte Forster

Source URL: www.cg.cs.tu-bs.de

• Model selection
• Time series analysis
• Signal processing
• Statistical models
• Noise
• Akaike information criterion
• HannanQuinn information criterion
• Bayesian information criterion
• Autoregressive model
• Predictive analytics
• Unit root
• Autocorrelation

Escaping local minima through hierarchical model selection: Automatic object discovery, segmentation, and tracking in video Nebojsa Jojic, John Winn, and Larry Zitnick Microsoft Research (web site: www.research.microsoft

Source URL: www.johnwinn.org

Predictive approaches for Gaussian process classifier model selection Predictive Approaches For Gaussian Process Classifier Model Selection September 10, 2008 S. Sundararajan

Source URL: www.keerthis.com

Introduction to Time Series Analysis. Lecture 14. Last lecture: Maximum likelihood estimation 1. Review: Maximum likelihood estimation 2. Model selection 3. Integrated ARMA models 4. Seasonal ARMA

Source URL: www.stat.berkeley.edu

• Estimation theory
• M-estimators
• Maximum likelihood estimation
• Statistical theory
• Autoregressivemoving-average model
• Akaike information criterion
• Likelihood function