Genetic Data Used |
Haplotype Trees |
Broad Array of Genetic Data |
Data Analyzable |
Geographic, Phenotypic, Ecological, Interspecific, etc.
|
Geographic, Ecological, Interspecific, etc.
|
Nature of Inference |
Strong |
Weak |
Interpretative Criteria |
Explicit, A priori, Universal |
Explicit, Ad hoc, Case Specific |
False Positives |
False Positive Rate Estimable; False Positives Reduced via Cross-Validation |
False Positive Rate Not Estimable; No Mechanism for Correcting for False Positives |
A Priori Phylogeographic Model |
No: Allows Discovery of Unexpected |
Yes: Inference Limited to Finite Set of a priori Alternatives |
Nature of Inferred Phylogeographic Model |
Built-up From Simple Components, Each with Explicit Statistical Support |
Full Models Specified a priori, Resulting in Confoundment When Model Has Several Components |
Mechanics of Inference |
Interpretive Key Followed By Phrasing as Null Hypotheses Tested With Likelihood Ratios |
Simulation Requiring Multiple Parameters: Model and Parameter Values Confounded |
Sampling Error |
Incorporates Errors Due to Tree Inference, No. of Locations, No. of Individuals, and Evolutionary Stochasticity |
Incorporates Sampling Error and Evolutionary Stochasiticy in Simulations; Ignores Error In Current Generation Statistics |
Probability Distributions and Probablities |
Simulates Full Sampling Distribution; Likelihood Ratios Based on Full Distributions |
Local Probabilities, Obscuring Good-Fitting, Irrelevant, and Over-Determined Models |
Sample Size |
Handles Large Numbers of Locations and Individuals |
Severely Restricted on the Number of Locations Analyzable |
Convergence |
Well Defined |
Unknown |
Dimensionality of Tests |
Well Defined |
Ignored |
Final Test Product |
Tail Probability of Null Hypothesis |
A Non-Comeasurable Fit Metric With No Probabilistic Meaning |