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This illustrative compendium analyzes the load balancing problem in distributed stream processing systems and explores a set of high-performance real-time processing scheme based on key-based balancing strategy, join-matrix model and fault tolerance mechanisms.The volume succinctly provides the theoretical support for the proposed techniques. Through a rich set of experiments and comparisons with the other state-of-the-art techniques using both standard benchmarks and real data sets, the book comprehensively verifies the correctness and effectiveness of the proposed methods.This unique title is an excellent reference text for researchers in the fields of distributed stream processing, parallel system, cloud computing, etc.

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Conceived as a cross between natural language processing methods and biological sequences in DNA, RNA and protein, biological language model is a new scientific research topic in bioinformatics that has been extensively studied by the authors. The basic theory and applications of this model are presented in this book to serve as an reference for graduate students and researchers.<b>Contents:</b> <ul><li>East China Normal University Scientific Reports</li><li>Preface</li><li>Acknowledgments</li><li>Introduction</li><li>Linguistic Feature Analysis of Protein Sequences</li><li>Amino Acid Encoding for Protein Sequence</li><li>Remote Homology Detection</li><li>Structure Prediction</li><li>Function Prediction</li><li>Summary and Future Perspectives</li><li>Index</li></ul> <br><b>Readership:</b> Graduate and research level students in the cross disciplines of bioinformatics/computational biology.Biological Language;Protein;Bioinformatics0<b>Key Features:</b><ul><li>To the best of our knowledge, this is the first book about biological language model</li></ul>

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