Systems biology and gene networks in neurodevelopmental and neurodegenerative disorders

NN Parikshak, MJ Gandal, DH Geschwind - Nature Reviews Genetics, 2015 - nature.com
Genetic and genomic approaches have implicated hundreds of genetic loci in
neurodevelopmental disorders and neurodegeneration, but mechanistic understanding …

On particle methods for parameter estimation in state-space models

N Kantas, A Doucet, SS Singh, J Maciejowski… - 2015 - projecteuclid.org
Nonlinear non-Gaussian state-space models are ubiquitous in statistics, econometrics,
information engineering and signal processing. Particle methods, also known as Sequential …

Increasing aridity reduces soil microbial diversity and abundance in global drylands

FT Maestre, M Delgado-Baquerizo… - Proceedings of the …, 2015 - National Acad Sciences
Soil bacteria and fungi play key roles in the functioning of terrestrial ecosystems, yet our
understanding of their responses to climate change lags significantly behind that of other …

[图书][B] Foundations of linear and generalized linear models

A Agresti - 2015 - books.google.com
A valuable overview of the most important ideas and results in statistical modeling Written by
a highly-experienced author, Foundations of Linear and Generalized Linear Models is a …

Stable weights that balance covariates for estimation with incomplete outcome data

JR Zubizarreta - Journal of the American Statistical Association, 2015 - Taylor & Francis
Weighting methods that adjust for observed covariates, such as inverse probability
weighting, are widely used for causal inference and estimation with incomplete outcome …

Fast direct methods for Gaussian processes

S Ambikasaran, D Foreman-Mackey… - IEEE transactions on …, 2015 - ieeexplore.ieee.org
A number of problems in probability and statistics can be addressed using the multivariate
normal (Gaussian) distribution. In the one-dimensional case, computing the probability for a …

Explaining fixed effects: Random effects modeling of time-series cross-sectional and panel data

A Bell, K Jones - Political Science Research and Methods, 2015 - cambridge.org
This article challenges Fixed Effects (FE) modeling as the 'default'for time-series-cross-
sectional and panel data. Understanding different within and between effects is crucial when …

[PDF][PDF] Online controlled experiments and A/B tests

R Kohavi, R Longbotham - … of machine learning and data mining, 2015 - exp-platform.com
Many good resources are available with motivation and explanations about online
controlled experiments (Kohavi et al. 2009a, 2020; Thomke 2020; Luca and Bazerman …

[图书][B] Lectures on the nearest neighbor method

G Biau, L Devroye - 2015 - Springer
Children learn effortlessly by example and exhibit a remarkable capacity of generalization.
The field of machine learning, on the other hand, stumbles along clumsily in search of …

[HTML][HTML] Towards automated annotation of benthic survey images: Variability of human experts and operational modes of automation

O Beijbom, PJ Edmunds, C Roelfsema, J Smith… - PloS one, 2015 - journals.plos.org
Global climate change and other anthropogenic stressors have heightened the need to
rapidly characterize ecological changes in marine benthic communities across large scales …