| Preface |
| 1. Linear and Nonlinear Transformations |
| 1.1 Introduction |
| 1.2 Vector Spaces; Linear Transformations |
| 1.3 Eigenvalues; Eigenvectors |
| 1.4 Inner-product Spaces |
| 1.5 Self-adjoint Transformations |
| 1.6 The Infinite-dimensional Case |
| 1.7 Operators |
| 1.8 Applications |
| 1.9 Banach Spaces and Linear Functionals |
| 1.10 Fixed-point Theorems and Applications |
| 1.11 Lebesgue Integration, a Survey |
| 2. Nonlinear Algebraic and Transcendental Equations |
| 2.1 Introduction |
| 2.2 The Newton-Raphson Method |
| 2.3 The Method of Steepest Descent |
| 2.4 Saddle-point Method or Steepest-descent Method of Complex Integration |
| 3. Nonlinear Optimization; Nonlinear Programming and Systems of Inequalities |
| 3.1 Introduction |
| 3.2 Maxima, Minima, Quadratic Forms, and Convex Functions |
| 3.3 Nonlinear Programming |
| 3.4 Linear Programming |
| 3.5 Characterization of the Optimum on the Boundary; Saddle Points; Duality |
| 3.6 Construction of Solutions |
| 3.7 Optimization Problems with Infinitely Many Constraints |
| 4. Nonlinear Ordinary Differential Equations |
| 4.1 Introduction |
| 4.2 Some Nonlinear Equations |
| 4.3 Existence and Uniqueness for First-order Systems |
| 4.4 Linear Equations--Oscillatory Motion, Stability |
| 4.5 Nonlinear Equations--Perturbation Method |
| 4.6 Phase-plane Analysis--Stability Behavior in the Small (Systems of Two Equations) |
| 4.7 Limit Cycles--Stability Behavior in the Large (Systems of Two Equations) |
| 4.8 Topological Considerations: Indices and the Existence of Limit Cycles (Systems of Two Equations) |
| 4.9 Periodic Solutions of Systems with Periodic Coefficients |
| 4.10 Periodic Solutions of Nonlinear Systems with Periodic Coefficients |
| 4.11 Lyapunov Stability |
| 4.12 General Methods of Solution |
| 5. Introduction to Automatic Control and the Pontryagin Principle |
| 5.1 Introduction |
| 5.2 Stability and a Class of Control Equations |
| 5.3 Pontryagin's Maximum Principle |
| 5.4 Functional Analysis and Optimum Control |
| 6. Linear and Nonlinear Prediction Theory |
| 6.1 Introduction |
| 6.2 The Discrete Stationary Case |
| 6.3 Construction of the Discrete-case Estimate |
| 6.4 The Discrete Prediction Problem |
| 6.5 The Prediction Error |
| 6.6 The Special Case of Rational Densities |
| 6.7 The Continuous Stationary Case |
| 6.8 Construction of the Continuous-case Estimate |
| 6.9 The Continuous Prediction Problem |
| 6.10 Examples |
| 6.11 Conditional Expectation |
| 6.12 The General Estimation Problem |
| 6.13 Polynomial Estimation |
| 6.14 The Karhunen-Loeve Expa |
| 6.15 Dynamical Systems with Control Variables |
| Appendix; Index |