Strassen's 2x2 matrix multiplication algorithm: A conceptual perspective

نویسندگان

  • Christian Ikenmeyer
  • Vladimir Lysikov
چکیده

Despite its importance, all proofs of the correctness of Strassen's famous 1969 algorithm to multiply two 2x2 matrices with only seven multiplications involve some more or less tedious calculations such as explicitly multiplying specific 2x2 matrices, expanding expressions to cancel terms with opposing signs, or expanding tensors over the standard basis. This is why the proof is nontrivial to memorize and why many presentations of the proof avoid showing all the details and leave a significant amount of verifications to the reader. In this note we give a short, self-contained, easy to memorize, and elegant proof of the existence of Strassen's algorithm that avoids these types of calculations. We achieve this by focusing on symmetries and algebraic properties. Our proof combines the classical theory of M-pairs, which was initiated by B\"uchi and Clausen in 1985, with recent work on the geometry of Strassen's algorithm by Chiantini, Ikenmeyer, Landsberg, and Ottaviani from 2016.

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

Architecture-eecient Strassen's Matrix Multiplication: a Case Study of Divide-and-conquer Algorithms Architecture-eecient Strassen's Matrix Multiplication: a Case Study of Divide-and-conquer Algorithms

Many fast algorithms in arithmetic complexity have hierarchical or recursive structures that make eecient implementations on high performance computers with memory hierarchies non-trivial. In this paper we present our ndings on eecient implementation of Strassen's algorithmm17] for the ubiquitous operation of matrix multiplication as a model for a class of recursive algorithms. In comparison to...

متن کامل

Naïve Matrix Multiplication versus Strassen Algorithm in Multi-thread Environment

Naivno množenje matrica In the first section, we will give mathematical reasoning of Strassen's alghoritm for matrix multiplication. First a naïve method for matrix multiplication is explained, and then it is extended to more advanced Strassen's method. In the following section a description of programming language and framework is given, with explanation of the algorithm's implementation. Last...

متن کامل

A BSP Realisation of Strassen's Algorithm

An eecient BSP realisation of Strassen's matrix multiplication algorithm is described. 1 Strassen's Algorithm Let A and B be two n n matrices and consider the problem of computing C = A B. We can regard the matrices A; B; C as each composed of four n=2 n=2 submatrices. For example, ! If the submatrices of B and C are described in the same way then we have C ij = A i0 B 0j + A i1 B 1j for all i;...

متن کامل

Gemmw: a Portable Level 3 Blas Winograd Variant of Strassen's Matrix{matrix Multiply Algorithm

Matrix{matrix multiplication is normally computed using one of the BLAS or a reinvention of part of the BLAS. Unfortunately, the BLAS were designed with small matrices in mind. When huge, well conditioned matrices are multiplied together, the BLAS perform like the blahs, even on vector machines. For matrices where the coe cients are well conditioned, Winograd's variant of Strassen's algorithm o...

متن کامل

Strassen's Algorithm for Matrix Multiplication: Modeling, Analysis, and Implementation

In this paper we report on the development of an e cient and portable implementation of Strassen's matrix multiplication algorithm for matrices of arbitrary size. Our implementation is designed to be used in place of DGEMM, the Level 3 BLAS matrix multiplication routine. Our code is designed so that e cient performance will be obtained for all matrix sizes and shapes and that the additional mem...

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:
  • CoRR

دوره abs/1708.08083  شماره 

صفحات  -

تاریخ انتشار 2017