Wasserman, Larry

All of Statistics
A Concise Course in Statistical Inference

Series: Springer Texts in Statistics
2004, XIX, 442 p., Hardcover
ISBN: 0-387-40272-1

About this textbook

This textbook can be used for a course for advanced undergraduates or M.A.-level courses in statistics and computer science departments. It will also serve as a reference for practitioners in machine learning.

Written for:
Graduate students, researchers

Table of contents

Probability.- Random Variables.- Expectation.- Inequalities.- Convergence of Random Variables.- Models, Statistical Inference and Learning.- Estimating the CDF and Statistical Functionals.- The Bootstrap.- Parametric Inference.- Hypothesis Testing and p-values.- Bayesian Inference.- Statistical Decision Theory.- Linear and Logistic Regression.- Multivariate Models.- Inference about Independence.- Causal Inference.- Directed Graphs and Conditional Independence.- Undirected Graphs.- Loglinear Models.- Nonparametric Curve Estimation.- Smoothing Using Orthogonal Functions.- Classification.- Probability Redux: Stochastic Processes.- Simulation Methods.

Yomdin, Yosef, Comte, Georges

Tame Geometry with Application in Smooth Analysis

Series: Lecture Notes in Mathematics

2004, VIII,186p., Softcover
ISBN: 3-540-20612-4

About this book

The Morse-Sard theorem is a rather subtle result and the interplay between the high-order analytic structure of the mappings involved and their geometry rarely becomes apparent. The main reason is that the classical Morse-Sard theorem is basically qualitative. This volume gives a proof and also an "explanation" of the quantitative Morse-Sard theorem and related results, beginning with the study of polynomial (or tame) mappings. The quantitative questions, answered by a combination of the methods of real semialgebraic and tame geometry and integral geometry, turn out to be nontrivial and highly productive. The important advantage of this approach is that it allows the separation of the role of high differentiability and that of algebraic geometry in a smooth setting: all the geometrically relevant phenomena appear already for polynomial mappings. The geometric properties obtained are "stable with respect to approximation", and can be imposed on smooth functions via polynomial approximation.

Written for:

Researchers and graduate students

Table of contents

Preface.- Introduction and Content.- Entropy.- Multidimensional Variations.- Semialgebraic and Tame Sets.- Some Exterior Algebra.- Behavior of Variations under Polynomial Mappings.- Quantitative Transversality and Cuspidal Values for Polynomial Mappings.- Mappings of Finite Smoothness.- Some Applications and Related Topics.- Glossary.- References.

Hallett, Michael; Majer, Ulrich (Eds.)

David Hilbert's Lectures on the Foundations of Geometry, 1891-1902

Series: David Hilbert's Lectures on the Foundations of Mathematics and Physics, 1891 to 1933

2004, Approx. 690pp., Hardcover
ISBN: 3-540-64373-7

About this book

This volume contains six sets of notes for lectures on the foundations of geometry held by Hilbert in the period 1891-1902. It also reprints the first edition of Hilbert?s celebrated Grundlagen der Geometrie of 1899, together with the important additions which appeared first in the French translation of 1900. The lectures document the emergence of a new approach to foundational study (the ?axiomatic method?), which concentrates on assessing the logical weight of central propositions by exploiting to the full the method of independence proofs by modelling. This culminates in the lectures of 1898/1899 (the immediate precursor of the 1899 monograph) and 1902. The lectures contain many reflections and investigations which never found their way into print.

Written for:

Historians of logic, mathematics, geometry, and physics; researchers and students in those fields

Table of contents

Preface.- Introduction to the Edition.- Introduction to the Contents of the Volume.- Lectures on Projective Geometry (1891).- Lectures on the Foundations of Geometry (1894).- Holiday Courses, 1896 and 1898.- Lectures on Euclidean Geometry (1898-99).- The Foundations of Geometry: The Festschrift of 1899.- Lectures on the Foundations of Geometry (1902).

Khoromskij, Boris N. , Wittum, Gabriel

Numerical Solution of Elliptic Differential Equations
by Reduction to the Interface

Series: Lecture Notes in Computational Science and Engineering

2004, Approx. 300 p., Softcover
ISBN: 3-540-20406-7

About this book

This is the first book that deals systematically with the numerical solution of elliptic partial differential equations by their reduction to the interface via the Schur complement.Inheriting the beneficial features of finite element, boundary element and domain decomposition methods, our approach permits solving iteratively the Schur complement equation with linear-logarithmic cost in the number of the interface degrees of freedom. The book presents the detailed analysis of the efficient data-sparse approximation techniques to the nonlocal Poincare-Steklov interface operators associated with the Laplace, biharmonic, Stokes and Lame equations. Another attractive topic are the robust preconditioning methods for elliptic equations with highly jumping, anisotropic coefficients. A special feature of the book is a unified presentation of the traditional iterative substructuring and multilevel methods combined with modern matrix compression techniques applied to the Schur complement on the interface.

Written for:

Graduate students, researchers

S.E. Temirbolat

Ill-Posed Boundary-Value Problems

Inverse and Ill-Posed Problems Series

The term ``ill-posed problems'' used to mean problems with unstable solutions for which small errors in initial data lead to a significant error in the results. At present the theory itself has been sufficiently well developed. At the same time the topic is by no means exhausted.

This study is an attempt at extending well-known facts to new classes of problems and at working out novel approaches to the solution of these problems. In particular, this monograph is devoted to the questions of (consistency) of ill-posed boundary-value problems for systems of various types of the first-order differential equations with constant coefficients and to the methods of their solution.

The introductory chapter gives some facts of the theory of matrices and ordinary differential equations. The first chapter studies the well posedness of the problem for an arbitrary system of ordinary equations and the occurrence of ill-posed problems among them. In the second chapter a similar approach is applied to various kinds of parabolic systems and solution methods for ill-posed problems are given. The final chapter deals with he afore mentioned methods to study problems for hyperbolic-type equations.

This monograph will be of value to researchers in the field of ill-posed problems for differential equations.

2003; viii+144 pages
ISBN 90-6764-395-5

Contents:
Introduction
Conditionally well-posed problems and related questions
Problems and methods for their investigation
Denotation and terms
Some facts from the theory of matrices
Canonical (normal) forms of matrices
On solutions of systems of algebraic equations
Relation between an arbitrary equation and a system of first-order ordinary differential equations. Green's matrix
CHAPTER 1. CONSTRUCTION OF ILL-POSED PROBLEMS FOR A SYSTEM OF THE FIRST ORDER ODE
Correct problem statement for an arbitrary system of ODE
Problem on the ray t > 0
Problem on the interval
Problem statement. Analysis of boundary conditions
Linearization algorithm
CHAPTER 2. PARABOLIC PROBLEMS
Parabolic systems
Boundary-value problems
The first boundary-value problem
Mixed problem of heat and mass exchange
CHAPTER 3. HYPERBOLIC EQUATIONS
Hyperbolicity and mixed problems
Two-dimensional acoustic problem
Linearized plane problem of gas dynamics
Biblography

by Bruno Harris (Brown University, USA)

ITERATED INTEGRALS AND CYCLES ON ALGEBRAIC MANIFOLDS

Nankai Tracts in Mathematics - Vol. 7

This subject has been of great interest both to topologists and to number theorists. The first part of this book describes some of the work of Kuo-Tsai Chen on iterated integrals and the fundamental group of a manifold. The author attempts to make his exposition accessible to beginning graduate students. He then proceeds to apply Chen's constructions to algebraic geometry, showing how this leads to some results on algebraic cycles and the Abel–Jacobi homomorphism. Finally, he presents a more general point of view relating Chen's integrals to a generalization of the concept of linking numbers, and ends up with a new invariant of homology classes in a projective algebraic manifold. The book is based on a course given by the author at the Nankai Institute of Mathematics in the fall of 2001.

Contents:

Iterated Integrals, Chen's Flat Connection and p1
Iterated Integrals on Compact Riemann Surfaces
The Generalized Linking Pairing and the Heat Kernel


Readership: Researchers and graduate students in geometry and topology.

150pp (approx.) Pub. date: Scheduled Spring 2004
ISBN 981-238-720-X
ISBN 981-238-774-9(pbk)