DS - GA 3001 . 03 : Extended Syllabus Lecture 10 Optimization and Computational Linear Algebra for Data Science ( Fall 2016 )

نویسنده

  • Afonso S. Bandeira
چکیده

[1] S. Boyd and L. Vandenberghe, Convex Optimization, Cambridge University Press, 2004. [2] Carlos Fernandez-Granda, Lecture Notes of “Optimization-based Data Analysis”, available at http: //www.cims.nyu.edu/~cfgranda/pages/OBDA_spring16/notes.html, 2016. [3] Carlos Fernandez-Granda, Lecture Notes of DSGA1002, available at http://www.cims.nyu.edu/ ~cfgranda/pages/DSGA1002_fall15/notes.html, 2015. [4] J. Nocedal and S. Wright, Numerical Optimization, Springer 2006. [5] J. R. Shewchuk, An Introduction to the Conjugate Gradient Method without the Agonizing Pain, 1994

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

From Tensor to Coupled Matrix/Tensor Decomposition

Decompositions of higher-order tensors are becoming more and more important in signal processing, data analysis, machine learning, scientific computing, optimization and many other fields. A new trend is the study of coupled matrix/tensor decompositions (i.e., decompositions of multiple matrices and/or tensors that are linked in one or several ways). Applications can be found in various fields ...

متن کامل

Complex Variables throughout the Curriculum

We offer many specific detailed examples, several of which are new, that instructors can use (in lecture or as student projects) to revitalize the role of complex variables throughout the curriculum. We conclude with three primary recommendations: revise the syllabus of Calculus II to allow early introductions of complex numbers and linear algebra, include complex variables and some infinite-di...

متن کامل

Quantum Computing - From Linear Algebra to Physical Realizations

quantum computing from linear algebra to physical realizations quantum computing: from linear algebra to physical quantum computing: from linear algebra to physical quantum computing from linear algebra to physical realizations click here to access this book : free download mathematical essentials of quantum computing quantum computing : preface crcnetbase quantum computing: lecture notes cwi q...

متن کامل

A Case Study

computational mesh Discretize the continuous problem on the mesh Solve the nonlinear algebraic problem Update particle positions Update mesh node positions If mesh is distorted: Multi-Level Adaptive Solutions to Boundary-Value Problems. Achi Brandt, Mathematics of Computation, 31(138):333~ 390, April, 1977. Overture: An Object Oriented Framework for Solving Partial Differential Equations. David...

متن کامل

Natural Language Understanding with Distributed Representation

This is a lecture note for the course DS-GA 3001 〈Natural Language Understanding with Distributed Representation 〉 at the Center for Data Science1, New York University in Fall, 2015. As the name of the course suggests, this lecture note introduces readers to a neural network based approach to natural language understanding/processing. In order to make it as self-contained as possible, I spend m...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2016