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You searched IISERK - Subject: Chandrasekhar, S. 1910-1995.
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Call Number
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515/.33
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Author
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Griewank, Andreas.
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Title
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Evaluating derivatives [electronic resource] : principles and techniques of algorithmic differentiation / Andreas Griewank.
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Title
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Principles and techniques of algorithmic differentiation.
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Publication
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Philadelphia, Pa. : Society for Industrial and Applied Mathematics (SIAM, 3600 Market Street, Floor 6, Philadelphia, PA 19104), 2008.
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Material Info.
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1 electronic text (xxi, 438 p.) : ill., digital file.
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Summary Note
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This title is a comprehensive treatment of algorithmic, or automatic, differentiation. The second edition covers recent developments in applications and theory, including an elegant NP completeness argument and an introduction to scarcity.
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Notes
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Includes bibliographical references and index.
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Notes
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1. Introduction -- 2. A framework for evaluating functions -- 3. Fundamentals of forward and reverse -- 4. Memory issues and complexity bounds -- 5. Repeating and extending reverse -- 6. Implementation and software -- 7. Sparse forward and reverse -- 8. Exploiting sparsity by compression -- 9. Going beyond forward and reverse -- 10. Jacobian and Hessian accumulation -- 11. Observations on efficiency -- 12. Reversal schedules and checkpointing -- 13. Taylor and tensor coefficients -- 14. Differentiation without differentiability -- 15. Implicit and iterative differentiation -- Epilogue.
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ISBN
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9780898717761 (electronic bk.)
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Subject
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Differential calculus Data processing.
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Subject
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Algorithmic Differentiation
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Subject
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Computation of Derivatives
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Subject
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Chain rule
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Subject
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Computational graph
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Subject
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Adjoints
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Added Entry
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Walther, Andrea, 1970-
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Added Entry
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Society for Industrial and Applied Mathematics.
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Date
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Year, Month, Day:01405141
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Link
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SIAM
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