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Titlebook: Probabilistic Modeling in Bioinformatics and Medical Informatics; Dirk Husmeier,Richard Dybowski,Stephen Roberts Book 2005 Springer-Verlag

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Book 2005 the biological sciences. The first part of this book provides a self-contained introduction to the methodology of Bayesian networks. The following parts demonstrate how these methods are applied in bioinformatics and medical informatics. All three fields - the methodology of probabilistic modeling,
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A Casual View of Multi-Layer Perceptrons as Probability Modelsbility of the resulting models enables them to handle complex classification tasks..We discuss some important points that should be kept in mind when applying multi-layer perceptrons to classification problems. Finally, we end the tutorial with some recommended reading.
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Modeling Genetic Regulatory Networks using Gene Expression Profiling and State-Space Modelsization of these signals. Second, we include hidden states to allow for the effects that cannot be measured in a microarray experiment, for example: the effects of genes that have not been included on the microarray, levels of regulatory proteins, and the effects of mRNA and protein degradation.
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A Leisurely Look at Statistical Inferenceand regularity conditions. The main target audience is students and researchers in biology and computer science, who aim to obtain a basic understanding of statistical inference without having to digest rigorous mathematical theory.
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