Abstract
Let (St) and (Nt), t ∈ [0,T], be measurable stochastic processes, with (Nt) Gaussian. Relations are obtained between the average mutual information of (St) and (St + Nt), strong equivalence of (St + Nt) and (Nt), the signal-to-noise ratio of a quadratic-linear test statistic, and the sample path properties of (St). These relations generalize previous results due to T. S. Pitcher. For the case when (St) and (Nt) are jointly Gaussian, it is shown that these relations cannot be substantially improved.
Research partically supported by ONR Grant N00014-75-C-0491
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References
Baker, C. R. (1969), On the Deflection of a Quadratic-Linear Test Statistic, IEEE Trans, on Information Theory, IT-15, 16–21.
Baker, C. R. (1970), Mutual Information for Gaussian Processes, SIAM J. Applied Math., 19, 451–458.
Baker, C. R. (1973a), On Equivalence of Probability Measures, Annals of Probability, 1, 690–698.
Baker, C. R. (1973b), Zero-One Laws for Gaussian Measures on Banach Space, Trans. American Math. Soc. 186, 290–308.
Baker, C. R. (1976), Absolute Continuity and Applications to Information Theory, Lecture Notes in Mathematics (Probability in Banach Spaces), 526, 1–11.
Baker, C. R. (1978a), Capacity of the Gaussian Channel Without Feedback, Information and Control, 37.
Baker, C. R. (1978b), Relations Between Mutual Information, Strong Equivalence, and Sample Path Properties for Gaussian Processes, to appear.
Gel’fand, I. M. and Yaglom, A. M. (1959), Calculation of the Amount of Information About a Random Function Contained in Another Such Function, Amer. Math. Soc. Translations (2), 12, 199–246.
Hajek, J. (1962), On Linear Statistical Problems in Stochastic Processes, Czech. Math. J., 87, 404–444.
Pinsker, M. S. (1964), Information and Information Stability of Random Variables and Processes, Holden-Day, San Francisco.
Pitcher, T. S. (1963), On the Sample Function of Processes Which Can be Added to a Gaussian Process, Ann. Math. Stat., 34, 329–333.
Schatten, R. (1960), Norm Ideals of Completing Continuous Operators, Springer, Berlin.
Skorohod, A. V. (1974), Integration in Hilbert Space, Springer-Verlag, Berlin.
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© 1978 ACADEMIA, Publishing House of the Czechoslovak Academy of Sciences, Prague
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Baker, C.R. (1978). Relations between Mutual Information, Strong Equivalence, Signal-to-Noise Ratio, and Signal Sample Path Properties. In: Transactions of the Eighth Prague Conference. Czechoslovak Academy of Sciences, vol 8A. Springer, Dordrecht. https://doi.org/10.1007/978-94-009-9857-5_8
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DOI: https://doi.org/10.1007/978-94-009-9857-5_8
Publisher Name: Springer, Dordrecht
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