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Journal Of The American Statistical Association V-27
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The article was published on 1932-01-01 and is currently open access. It has received 429 citations till now.read more
Citations
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Book ChapterDOI
Nonparametric Estimation from Incomplete Observations
Edward L. Kaplan,Paul Meier +1 more
TL;DR: In this article, the product-limit (PL) estimator was proposed to estimate the proportion of items in the population whose lifetimes would exceed t (in the absence of such losses), without making any assumption about the form of the function P(t).
Journal ArticleDOI
Statistics and Causal Inference
TL;DR: In this article, the authors use a particular model for causal inference (Holland and Rubin 1983; Rubin 1974) to critique the discussions of other writers on causation and causal inference.
Journal ArticleDOI
Stochastic blockmodels and community structure in networks
Brian Karrer,Mark Newman +1 more
TL;DR: This work demonstrates how the generalization of blockmodels to incorporate this missing element leads to an improved objective function for community detection in complex networks and proposes a heuristic algorithm forcommunity detection using this objective function or its non-degree-corrected counterpart.
Journal ArticleDOI
Linear Model Selection by Cross-validation
TL;DR: In this article, the authors show that the inconsistency of the leave-one-out cross-validation can be rectified by using a leave-n v -out crossvalidation with n v, the number of observations reserved for validation, satisfying n v /n → 1 as n → ∞.
Journal ArticleDOI
Performance of modularity maximization in practical contexts
Benjamin H. Good,Benjamin H. Good,Yves-Alexandre de Montjoye,Yves-Alexandre de Montjoye,Aaron Clauset +4 more
TL;DR: It is shown that the modularity function Q exhibits extreme degeneracies: it typically admits an exponential number of distinct high-scoring solutions and typically lacks a clear global maximum, implying that the output of any modularity maximization procedure should be interpreted cautiously in scientific contexts.
References
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Book ChapterDOI
Nonparametric Estimation from Incomplete Observations
Edward L. Kaplan,Paul Meier +1 more
TL;DR: In this article, the product-limit (PL) estimator was proposed to estimate the proportion of items in the population whose lifetimes would exceed t (in the absence of such losses), without making any assumption about the form of the function P(t).
Journal ArticleDOI
Statistics and Causal Inference
TL;DR: In this article, the authors use a particular model for causal inference (Holland and Rubin 1983; Rubin 1974) to critique the discussions of other writers on causation and causal inference.
Journal ArticleDOI
Stochastic blockmodels and community structure in networks
Brian Karrer,Mark Newman +1 more
TL;DR: This work demonstrates how the generalization of blockmodels to incorporate this missing element leads to an improved objective function for community detection in complex networks and proposes a heuristic algorithm forcommunity detection using this objective function or its non-degree-corrected counterpart.
Journal ArticleDOI
Linear Model Selection by Cross-validation
TL;DR: In this article, the authors show that the inconsistency of the leave-one-out cross-validation can be rectified by using a leave-n v -out crossvalidation with n v, the number of observations reserved for validation, satisfying n v /n → 1 as n → ∞.
Journal ArticleDOI
Performance of modularity maximization in practical contexts
Benjamin H. Good,Benjamin H. Good,Yves-Alexandre de Montjoye,Yves-Alexandre de Montjoye,Aaron Clauset +4 more
TL;DR: It is shown that the modularity function Q exhibits extreme degeneracies: it typically admits an exponential number of distinct high-scoring solutions and typically lacks a clear global maximum, implying that the output of any modularity maximization procedure should be interpreted cautiously in scientific contexts.