Numerical Analysis for Statisticians

Numerical Analysis for Statisticians

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This book, like many books, was born in frustration. When in the fall of 1994 I set out to teach a second course in computational statistics to d- toral students at the University of Michigan, none of the existing texts seemed exactly right. On the one hand, the many decent, even inspiring, books on...

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Κύριος συγγραφέας: Lange, Kenneth (Συγγραφέας)
Συγγραφή απο Οργανισμό/Αρχή: SpringerLink (Online service)
Μορφή: Ηλεκτρονική πηγή Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: New York, NY : Springer New York, 1999.
Σειρά:Statistics and Computing,
Θέματα:
Mathematics.
Applied mathematics.
Engineering mathematics.
Applications of Mathematics.
Διαθέσιμο Online:Full Text via HEAL-Link
Πίνακας περιεχομένων:
  • Recurrence Relations
  • Power Series Expansions
  • Continued Fraction Expansions
  • Asymptotic Expansions
  • Solution of Nonlinear Equations
  • Vector and Matrix Norms
  • Linear Regression and Matrix Inversion
  • Eigenvalues and Eigenvectors
  • Splines
  • The EM Algorithm
  • Newton’s Method and Scoring
  • Variations on the EM Theme
  • Convergence of Optimization Algorithms
  • Constrained Optimization
  • Concrete Hilbert Spaces
  • Quadrature Methods
  • The Fourier Transform
  • The Finite Fourier Transform
  • Wavelets
  • Generating Random Deviates
  • Independent Monte Carlo
  • Bootstrap Calculations
  • Finite-State Markov Chains
  • Markov Chain Monte Carlo.

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