Computational Inference

2021 ◽  
pp. 39-60
Author(s):  
Nick Heard
Keyword(s):  
Computational Inference

scholarly journals Uncovering social-contextual and individual mental health factors associated with violence via computational inference

Patterns ◽  
2021 ◽  
Vol 2 (2) ◽  
pp. 100176
Author(s):  
Hernando Santamaría-García ◽  
Sandra Baez ◽  
Diego Mauricio Aponte-Canencio ◽  
Guido Orlando Pasciarello ◽  
Patricio Andrés Donnelly-Kehoe ◽  
...  
Keyword(s):  
Mental Health ◽  
Factors Associated ◽  
Computational Inference ◽  
Health Factors ◽  
Mental Health Factors

scholarly journals Computational inference of scenarios for  -proteobacterial genome evolution

2004 ◽  
Vol 101 (26) ◽  
pp. 9722-9727 ◽  
Author(s):  
B. Boussau ◽  
E. O. Karlberg ◽  
A. C. Frank ◽  
B.-A. Legault ◽  
S. G. E. Andersson
Keyword(s):  
Genome Evolution ◽  
Computational Inference

scholarly journals Computational Inference Beyond Kingman's Coalescent

2015 ◽  
Vol 52 (02) ◽  
pp. 519-537 ◽  
Author(s):  
Jere Koskela ◽  
Paul Jenkins ◽  
Dario Spanò
Keyword(s):  
Importance Sampling ◽  
Genetic Data ◽  
Likelihood Inference ◽  
Data Sets ◽  
Conditional Sampling ◽  
Challenging Problem ◽  
Computational Inference ◽  
Sampling Distributions ◽  
Full Likelihood ◽  
Kingman’S Coalescent

Full likelihood inference under Kingman's coalescent is a computationally challenging problem to which importance sampling (IS) and the product of approximate conditionals (PAC) methods have been applied successfully. Both methods can be expressed in terms of families of intractable conditional sampling distributions (CSDs), and rely on principled approximations for accurate inference. Recently, more general Λ- and Ξ-coalescents have been observed to provide better modelling fits to some genetic data sets. We derive families of approximate CSDs for finite sites Λ- and Ξ-coalescents, and use them to obtain ‘approximately optimal’ IS and PAC algorithms for Λ-coalescents, yielding substantial gains in efficiency over existing methods.

scholarly journals Computational inference of the molecular logic for synaptic connectivity in C. elegans

2006 ◽  
Vol 22 (14) ◽  
pp. e497-e506 ◽  
Author(s):  
V. Varadan ◽  
D. M. Miller ◽  
D. Anastassiou
Keyword(s):  
Synaptic Connectivity ◽  
C Elegans ◽  
Molecular Logic ◽  
Computational Inference
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