The Astrophysical Journal · 1997 · 426 citations · 61 references
Natural SciencesAstronomyCosmologyStar FormationUncertainty QuantificationLarge-scale StructureMaximum Likelihood EstimationModel Physics ParameterizationStructure FormationKarhunen-loève ExpansionLarge-scale Structure FormationLikelihood Function AnalysisLikelihood MaximizationNormalizationStatistical Uncertainty AnalysisStatistical Uncertainty Estimation
We present an analysis of the 4 year data from the COBE DMR experiment. We use a Karhunen-Loe`ve expansion of the pixel data to calculate the normalization and goodness of t of a range of models of structure formation. This technique produces unbiased normalization estimates and is capable of determining the normalization of any particular model with a statistical uncertainty of 7%. We present a parameterization of the normalization and likelihood function which summarizes our results for a wide range of models. We use the COBE normalization to compute small-scale uctuation amplitudes for a variety of models and discuss the implications of these results for theories of large-scale structure.
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