IEEE Transactions on Automatic Control · 1979 · 254 citations · 15 references
ComputingMathematicsProbability TheoryStochastic ProcessesTime Series AnalysisComputational Time Series AnalysisState-space ModelsTime Series ComputationTime Series ForecastingTime Series ModelingAutoregressive ModelsAutoregressive ProcessesAutoregressive Time Series ModelsModel IdentificationPositive Real FunctionsRecursionRecursive IdentificationStochastic Recursion
In this work it is shown that provided a certain positive real condition is satisfied, the AML recursion for the parameters of a scalar ARMAX time series model converges with probability one without the need of monitoring. Previous proofs of convergence had effectively required that the recursion be monitored.
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M. H. D., William Stout · Journal of the American Statistical Association · 1975 · 1.3K citations
SOME THEOREMS IN LEAST SQUARES
R. L. Plackett · Biometrika · 1950 · 408 citations