Changes between Version 3 and Version 4 of UWSummerStatsWorkshop


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Timestamp:
Jul 20, 2015, 6:03:55 PM (9 years ago)
Author:
iovercast
Comment:

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  • UWSummerStatsWorkshop

    v3 v4  
    4040 * Metropolis-Hastincs Algorithm 
    4141  * Take state i, propose state j, accept the proposed move with probability min {1, some probability Hastings ratio} 
    42   * f(j)/f(i) x q(i|j)/q(j|i) 
     42  * '''Hastings ratio:''' f(j)/f(i) x q(i|j)/q(j|i) 
    4343   * Ratio of target densites x ratio of proposal densities 
     44   * Symmetric proposal transition matrices will cancel the right half of the equation. 
    4445  * f(j) is more likely then it increases probablity 
     46* Monday PM 
     47 * easyMCMC in R 
     48  * Sticky chains: Big SD too few accepted changes, very small SD = too many accepted changes.  
     49  * In complex problems, acceptance rate should be ~1% 
     50  * Higher dimension problems should ~= lower acceptance rate (should propose more dramatic moves, since explored space is more complex) 
     51  * Multi-modal target (need mcmc sd wide enough to traverse all modes) 
    4552 
    4653==== quotes ====