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   Théorèmes de de Finetti, limites de champ moyen et condensation de Bose-Einstein
Posted on 2014-11-12 (Send to a Friend Send to a Friend )
These are the lectures notes from my cours Peccot at the Coll\`ege de France, given in March-April 2014. They are in french for the moment, some english translation should be available soon(er or later). Two appendices contain each an unpublished result obtained in collaboration with Mathieu Lewin . . . .
 
 
  Principles of Data Mining
Posted on 2014-11-10 (Send to a Friend Send to a Friend )
Principles of Data Mining Contents: 1. Fundamentals: Chapters 1 through 4 focus on the fundamental aspects of data and data analysis: introduction to data mining ( chapter 1), measurement (chapter 2), summarizing and visualizing data (chapter 3), and uncertainty and inference ( chapter 4). 2. Data Mining Components: Chapters 5 through 8 focus on what we term the "components" of data mining algorithms: these are the building blocks that can be used to systematically create and analyze data mining algorithms. In chapter 5 we discuss this systematic . . . .
 
 
  DATA MINING AND ANALYSIS: Fundamental Concepts and Algorithms
Posted on 2014-10-26 (Send to a Friend Send to a Friend )
This book is an outgrowth of data mining courses at Rensselae r Polytechnic Institute (RPI) and Universidade Federal de Minas Gerais (UFMG); the R PI course has been offered every Fall since 1998, whereas the UFMG course has be en offered since 2002. Although there are several good books on data mining an d related topics, we felt that many of them are either too high-level or too advanc ed. Our goal was to write an introductory text that focuses on the fundamental a lgorithms in data mining and analysis. It lays the mathematical fo . . . .
 
 
  Mining of Massive Datasets
Posted on 2014-10-25 (Send to a Friend Send to a Friend )
This book evolved from material developed over several year s by Anand Raja- raman and Jeff Ullman for a one-quarter course at Stanford. Th e course CS345A, titled “Web Mining,” was designed as an advanced gra duate course, although it has become accessible and interesting to advanc ed undergraduates. . . . .
 
 
  Lecture Notes in Thermal Physics
Posted on 2014-10-21 (Send to a Friend Send to a Friend )
Introduction 1 The overall object of thermal and statistical physics is to understand the behavior of macroscopic systems from the microscopic interactions between the particles making up the systems. Is this possible? In gen- eral? Yes. We know of many examples where the collective properties of macroscopic objects do not depend on the microscopic details. For example, a liquid will behave as a liquid if it is made from metal, glass, water, polymers (macromolecules) or liquid hydrogen! Macroscopic materials have common properties that . . . .
 
 
  Quantum Mechanics - Lecture Notes
Posted on 2014-10-20 (Send to a Friend Send to a Friend )
The operator H is directly related to the Hamiltonian function in classical physics, which will be defined in the first chapter. The ket-vector state and its physical meaning will be introduced in the second chapter. Chapter 3 reviews the position and momentum operators, whereas chapter 4 discusses dynamics of quantum systems. The second part of the course (chapters 5-7) is devoted to some relatively simple quantum systems including a harmonic oscillator, spin,hydrogen atom and more. In chapter 8 we will study quantum systems in therma . . . .
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