Biunitary constructions in quantum information

Size: px
Start display at page:

Download "Biunitary constructions in quantum information"

Transcription

1 Biunitary constructions in quantum information David Reutter Jamie Vicary Department of Computer Science University of Oxford 14th International Conference on Quantum Physics and Logic Nijmegen, The Netherlands July 4, 2017 based on arxiv: David Reutter Biunitary constructions July 4, / 17

2 The plan Part 1. Quantum structures Part 2. igher algebra David Reutter Biunitary constructions July 4, / 17

3 Part 1 Quantum structures David Reutter Biunitary constructions July 4, / 17

4 Quantum structures A adamard matrix (ad) is a matrix Mat n (C) fulfilling i,j 2 = 1 = n1 David Reutter Biunitary constructions July 4, / 17

5 Quantum structures A adamard matrix (ad) is a matrix Mat n (C) fulfilling i,j 2 = 1 = n1 ( ) David Reutter Biunitary constructions July 4, / 17

6 Quantum structures A adamard matrix (ad) is a matrix Mat n (C) fulfilling i,j 2 = 1 = n1 ( ) A unitary error basis (UEB) is a collection of unitary matrices { Ui U(n) 1 i n 2} fulfilling Tr(U i U j) = nδ i,j David Reutter Biunitary constructions July 4, / 17

7 Quantum structures A adamard matrix (ad) is a matrix Mat n (C) fulfilling i,j 2 = 1 = n1 ( ) A unitary error basis (UEB) is a collection of unitary matrices { Ui U(n) 1 i n 2} fulfilling Tr(U i U j) = nδ i,j ( ), ( ), ( ) 0 -i i 0, ( ) David Reutter Biunitary constructions July 4, / 17

8 Quantum structures A adamard matrix (ad) is a matrix Mat n (C) fulfilling i,j 2 = 1 = n1 ( ) A unitary error basis (UEB) is a collection of unitary matrices { Ui U(n) 1 i n 2} fulfilling Tr(U i U j) = nδ i,j ( ), ( ), ( ) 0 -i i 0, ( ) They provide the mathematical foundation for: mutually unbiased bases, quantum key distribution, quantum teleportation, dense coding, quantum error correction David Reutter Biunitary constructions July 4, / 17

9 Quantum constructions There are several known constructions of adamards and UEBs: adamard + adamard adamard David Reutter Biunitary constructions July 4, / 17

10 Quantum constructions There are several known constructions of adamards and UEBs: adamard + adamard adamard family of adamards + family of adamards adamard David Reutter Biunitary constructions July 4, / 17

11 Quantum constructions There are several known constructions of adamards and UEBs: adamard + adamard adamard family of adamards + family of adamards adamard adamard + adamard + adamard UEB... David Reutter Biunitary constructions July 4, / 17

12 Quantum constructions There are several known constructions of adamards and UEBs: adamard + adamard adamard family of adamards + family of adamards adamard adamard + adamard + adamard UEB... (U ab ) c,d = 1 n A a,d B b,c C c,d David Reutter Biunitary constructions July 4, / 17

13 Quantum constructions There are several known constructions of adamards and UEBs: adamard + adamard adamard family of adamards + family of adamards adamard adamard + adamard + adamard UEB... These constructions are not obvious! (U ab ) c,d = 1 n A a,d B b,c C c,d David Reutter Biunitary constructions July 4, / 17

14 Quantum constructions There are several known constructions of adamards and UEBs: adamard + adamard adamard family of adamards + family of adamards adamard adamard + adamard + adamard UEB... These constructions are not obvious! Why do they work? (U ab ) c,d = 1 n A a,d B b,c C c,d David Reutter Biunitary constructions July 4, / 17

15 Quantum constructions There are several known constructions of adamards and UEBs: adamard + adamard adamard family of adamards + family of adamards adamard adamard + adamard + adamard UEB... These constructions are not obvious! Why do they work? Where do they come from? (U ab ) c,d = 1 n A a,d B b,c C c,d David Reutter Biunitary constructions July 4, / 17

16 Quantum constructions There are several known constructions of adamards and UEBs: adamard + adamard adamard family of adamards + family of adamards adamard adamard + adamard + adamard UEB... These constructions are not obvious! Why do they work? Where do they come from? ow can we find them? (U ab ) c,d = 1 n A a,d B b,c C c,d David Reutter Biunitary constructions July 4, / 17

17 Part 2 igher algebra David Reutter Biunitary constructions July 4, / 17

18 What is higher algebra? Ordinary algebra lets us compose along a line: xy 2 zyx 3 David Reutter Biunitary constructions July 4, / 17

19 What is higher algebra? Ordinary algebra lets us compose along a line: xy 2 zyx 3 igher algebra lets us compose in higher dimensions: L M N David Reutter Biunitary constructions July 4, / 17

20 Planar algebra = 2-category theory The language describing algebra in the plane is 2-category theory: f A A B A η B objects 1-morphism 2-morphism g f David Reutter Biunitary constructions July 4, / 17

21 Planar algebra = 2-category theory The language describing algebra in the plane is 2-category theory: f A A B A η B objects 1-morphism 2-morphism We can compose 2-morphisms like this: g f A ɛ η B A η B ɛ C vertical composition These are pasting diagrams. horizontal composition David Reutter Biunitary constructions July 4, / 17

22 Planar algebra = 2-category theory The language describing algebra in the plane is 2-category theory: g A A B A η B f f objects 1-morphism 2-morphism We can compose 2-morphisms like this: A ɛ η B A η B ɛ C vertical composition These are pasting diagrams. The dual diagrams are the graphical calculus. horizontal composition David Reutter Biunitary constructions July 4, / 17

23 Monoidal dagger pivotal 2-categories We use monoidal dagger pivotal 2-categories: David Reutter Biunitary constructions July 4, / 17

24 Monoidal dagger pivotal 2-categories We use monoidal dagger pivotal 2-categories: Dagger pivotal 2-categories have a very flexible graphical calculus. η η = David Reutter Biunitary constructions July 4, / 17

25 Monoidal dagger pivotal 2-categories We use monoidal dagger pivotal 2-categories: Dagger pivotal 2-categories have a very flexible graphical calculus. In a monoidal 2-category, we can layer surfaces on top of each other. η η = µ ν David Reutter Biunitary constructions July 4, / 17

26 Monoidal dagger pivotal 2-categories We use monoidal dagger pivotal 2-categories: Dagger pivotal 2-categories have a very flexible graphical calculus. In a monoidal 2-category, we can layer surfaces on top of each other. η η = µ ν Summary. The graphical calculus of monoidal dagger pivotal 2-categories is given by surfaces, wires and vertices in three-dimensional space. David Reutter Biunitary constructions July 4, / 17

27 A model for quantum computation: 2ilb The 2-category 2ilb is a model for quantum computation. David Reutter Biunitary constructions July 4, / 17

28 A model for quantum computation: 2ilb The 2-category 2ilb is a model for quantum computation. Objects are natural numbers n, m,... David Reutter Biunitary constructions July 4, / 17

29 A model for quantum computation: 2ilb The 2-category 2ilb is a model for quantum computation. Objects are natural numbers n, m,... 1-morphisms n m are matrices of ilbert spaces 11 1n..... m1 mn David Reutter Biunitary constructions July 4, / 17

30 A model for quantum computation: 2ilb The 2-category 2ilb is a model for quantum computation. Objects are natural numbers n, m,... 1-morphisms n m are matrices of ilbert spaces 2-morphisms = φ are matrices of linear maps φ n φ 1n n 1n m1 φ mn m1 m1 φ mn m1... mn mn David Reutter Biunitary constructions July 4, / 17

31 A model for quantum computation: 2ilb The 2-category 2ilb is a model for quantum computation. Objects are natural numbers n, m,... 1-morphisms n m are matrices of ilbert spaces 2-morphisms = φ are matrices of linear maps φ n φ 1n n 1n m1 φ mn m1 m1 φ mn m1... mn mn This well-studied structure plays a key role in higher representation theory. David Reutter Biunitary constructions July 4, / 17

32 A model for quantum computation: 2ilb The 2-category 2ilb is a model for quantum computation. Objects are natural numbers n, m,... 1-morphisms n m are matrices of ilbert spaces 2-morphisms = φ are matrices of linear maps φ n φ 1n n 1n m1 φ mn m1 m1 φ mn m1... mn mn This well-studied structure plays a key role in higher representation theory. Theorem. 2ilb is a monoidal dagger pivotal 2-category. David Reutter Biunitary constructions July 4, / 17

33 Biunitarity In a monoidal dagger pivotal 2-category, a 4-valent 2-morphism U is biunitary when the following holds: David Reutter Biunitary constructions July 4, / 17

34 Biunitarity In a monoidal dagger pivotal 2-category, a 4-valent 2-morphism U is biunitary when the following holds: It is (vertically) unitary: U = U U U = David Reutter Biunitary constructions July 4, / 17

35 Biunitarity In a monoidal dagger pivotal 2-category, a 4-valent 2-morphism U is biunitary when the following holds: It is (vertically) unitary: U = U U U = It is horizontally unitary: U U = λ U U = λ David Reutter Biunitary constructions July 4, / 17

36 Biunitarity In a monoidal dagger pivotal 2-category, a 4-valent 2-morphism U is biunitary when the following holds: It is (vertically) unitary: = = It is horizontally unitary: = λ = λ These look just like the second Reidemeister move. David Reutter Biunitary constructions July 4, / 17

37 Quantum structures are biunitaries in 2ilb adamards are biunitaries of the following type: David Reutter Biunitary constructions July 4, / 17

38 Quantum structures are biunitaries in 2ilb adamards are biunitaries of the following type: David Reutter Biunitary constructions July 4, / 17

39 Quantum structures are biunitaries in 2ilb adamards are biunitaries of the following type: UEBs are biunitaries of the following type: U David Reutter Biunitary constructions July 4, / 17

40 Quantum structures are biunitaries in 2ilb adamards are biunitaries of the following type: UEBs are biunitaries of the following type: U David Reutter Biunitary constructions July 4, / 17

41 Quantum structures are biunitaries in 2ilb adamards are biunitaries of the following type: UEBs are biunitaries of the following type: U David Reutter Biunitary constructions July 4, / 17

42 Quantum structures are biunitaries in 2ilb adamards are biunitaries of the following type: UEBs are biunitaries of the following type: U David Reutter Biunitary constructions July 4, / 17

43 Quantum structures are biunitaries in 2ilb adamards are biunitaries of the following type: UEBs are biunitaries of the following type: U Families of adamards (ad*) are biunitaries of the following type: David Reutter Biunitary constructions July 4, / 17

44 Quantum structures are biunitaries in 2ilb adamards are biunitaries of the following type: UEBs are biunitaries of the following type: U Families of adamards (ad*) are biunitaries of the following type: David Reutter Biunitary constructions July 4, / 17

45 Composing biunitaries Let U and V be biunitaries of the following types: U V David Reutter Biunitary constructions July 4, / 17

46 Composing biunitaries Let U and V be biunitaries of the following types: U V Then their diagonal composites are also biunitary: V U David Reutter Biunitary constructions July 4, / 17

47 Composing biunitaries Let U and V be biunitaries of the following types: U V Then their diagonal composites are also biunitary: U V David Reutter Biunitary constructions July 4, / 17

48 Composing biunitaries U ad UEB ad David Reutter Biunitary constructions July 4, / 17

49 Composing biunitaries U ad UEB ad B A David Reutter Biunitary constructions July 4, / 17

50 Composing biunitaries U ad UEB ad ad A B David Reutter Biunitary constructions July 4, / 17

51 Composing biunitaries U ad UEB ad ad + ad A B David Reutter Biunitary constructions July 4, / 17

52 Composing biunitaries U ad UEB ad ad + ad ad A B David Reutter Biunitary constructions July 4, / 17

53 Composing biunitaries U ad UEB ad ad + ad ad A B ab,cd = A b a,cb c b,d David Reutter Biunitary constructions July 4, / 17

54 Composing biunitaries U ad UEB ad ad + ad ad A B ab,cd = A b a,cb c b,d David Reutter Biunitary constructions July 4, / 17

55 Composing biunitaries U ad UEB ad B C A David Reutter Biunitary constructions July 4, / 17

56 Composing biunitaries U ad UEB ad ad B C A David Reutter Biunitary constructions July 4, / 17

57 Composing biunitaries U ad UEB ad ad + ad B C A David Reutter Biunitary constructions July 4, / 17

58 Composing biunitaries U ad UEB ad ad + ad + ad B A C David Reutter Biunitary constructions July 4, / 17

59 Composing biunitaries U ad UEB ad ad + ad + ad UEB B A C David Reutter Biunitary constructions July 4, / 17

60 Composing biunitaries U ad UEB ad ad + ad + ad UEB B A C (U ab ) c,d = 1 n A a,d B b,c C c,d David Reutter Biunitary constructions July 4, / 17

61 Composing biunitaries U ad UEB ad ad + ad + ad UEB B A C (U ab ) c,d = 1 n A a,d B b,c C c,d David Reutter Biunitary constructions July 4, / 17

62 Composing biunitaries U P U abc,de,fg = b,c a,eg P c,g e,b,f Q c,g,d Q 6 ad UEB ad V 11 Q W U abc,def,gh := r V b,c a,rf,g Qc b,r,d W rc,e,h 9 P Q B V D A Q K P C U abc,de,fg = r b,c a,r P c,r,d Q r,b,f V r,e,g U abcd,ef,gh = 1 n r,s A f,hb s,f C r,h D s,r d a,s K c b,r Q d,s,ep r,c,g David Reutter Biunitary constructions July 4, / 17

63 Composing biunitaries U P Q U abc,de,fg = b,c a,eg P c,g e,b,f Q c,g,d 6 ad UEB ad Q W V U abc,def,gh := r V b,c a,rf,g Qc b,r,d rc,e,h W P Q V U abc,de,fg = r b,c a,r P c,r,d Q r,b,f V r,e,g U abcd,ef,gh = 1 n r,s A f,hb s,f C r,h D s,r d a,s K c b,r Q d,s,ep r,c,g David Reutter Biunitary constructions July 4, / 17 K Q D P B C A

64 Summary In the paper, we have: David Reutter Biunitary constructions July 4, / 17

65 Summary In the paper, we have: Characterized quantum structures in terms of biunitaries in 2ilb. David Reutter Biunitary constructions July 4, / 17

66 Summary In the paper, we have: Characterized quantum structures in terms of biunitaries in 2ilb. Built new structures by composing biunitaries diagonally. David Reutter Biunitary constructions July 4, / 17

67 Summary In the paper, we have: Characterized quantum structures in terms of biunitaries in 2ilb. Built new structures by composing biunitaries diagonally. Unified many existing constructions, and found new ones. David Reutter Biunitary constructions July 4, / 17

68 Summary In the paper, we have: Characterized quantum structures in terms of biunitaries in 2ilb. Built new structures by composing biunitaries diagonally. Unified many existing constructions, and found new ones. Discovered new unitary error bases, which we prove could not have been build using existing techniques. David Reutter Biunitary constructions July 4, / 17

69 Summary In the paper, we have: Characterized quantum structures in terms of biunitaries in 2ilb. Built new structures by composing biunitaries diagonally. Unified many existing constructions, and found new ones. Discovered new unitary error bases, which we prove could not have been build using existing techniques. This shows how higher category theory can have a direct impact in an applied domain. David Reutter Biunitary constructions July 4, / 17

70 Summary In the paper, we have: Characterized quantum structures in terms of biunitaries in 2ilb. Built new structures by composing biunitaries diagonally. Unified many existing constructions, and found new ones. Discovered new unitary error bases, which we prove could not have been build using existing techniques. This shows how higher category theory can have a direct impact in an applied domain. Thanks for listening! David Reutter Biunitary constructions July 4, / 17

Categorical quantum mechanics

Categorical quantum mechanics Categorical quantum mechanics Chris Heunen 1 / 76 Categorical Quantum Mechanics? Study of compositional nature of (physical) systems Primitive notion: forming compound systems 2 / 76 Categorical Quantum

More information

Categories and Quantum Informatics

Categories and Quantum Informatics Categories and Quantum Informatics Week 6: Frobenius structures Chris Heunen 1 / 41 Overview Frobenius structure: interacting co/monoid, self-duality Normal forms: coherence theorem Frobenius law: coherence

More information

Calculus II - Basic Matrix Operations

Calculus II - Basic Matrix Operations Calculus II - Basic Matrix Operations Ryan C Daileda Terminology A matrix is a rectangular array of numbers, for example 7,, 7 7 9, or / / /4 / / /4 / / /4 / /6 The numbers in any matrix are called its

More information

Abstract structure of unitary oracles for quantum algorithms

Abstract structure of unitary oracles for quantum algorithms Abstract structure o unitary oracles or quantum algorithms William Zeng 1 Jamie Vicary 2 1 Department o Computer Science University o Oxord 2 Centre or Quantum Technologies, University o Singapore and

More information

A Graph Theoretic Perspective on CPM(Rel)

A Graph Theoretic Perspective on CPM(Rel) A Graph Theoretic Perspective on CPM(Rel) Daniel Marsden Mixed states are of interest in quantum mechanics for modelling partial information. More recently categorical approaches to linguistics have also

More information

Quantum Groups. Jesse Frohlich. September 18, 2018

Quantum Groups. Jesse Frohlich. September 18, 2018 Quantum Groups Jesse Frohlich September 18, 2018 bstract Quantum groups have a rich theory. Categorically they are wellbehaved under the reversal of arrows, and algebraically they form an interesting generalization

More information

Applied Category Theory. John Baez

Applied Category Theory. John Baez Applied Category Theory John Baez In many areas of science and engineering, people use diagrams of networks, with boxes connected by wires: In many areas of science and engineering, people use diagrams

More information

1 Matrices and matrix algebra

1 Matrices and matrix algebra 1 Matrices and matrix algebra 1.1 Examples of matrices A matrix is a rectangular array of numbers and/or variables. For instance 4 2 0 3 1 A = 5 1.2 0.7 x 3 π 3 4 6 27 is a matrix with 3 rows and 5 columns

More information

Matrix & Linear Algebra

Matrix & Linear Algebra Matrix & Linear Algebra Jamie Monogan University of Georgia For more information: http://monogan.myweb.uga.edu/teaching/mm/ Jamie Monogan (UGA) Matrix & Linear Algebra 1 / 84 Vectors Vectors Vector: A

More information

INSTITIÚID TEICNEOLAÍOCHTA CHEATHARLACH INSTITUTE OF TECHNOLOGY CARLOW MATRICES

INSTITIÚID TEICNEOLAÍOCHTA CHEATHARLACH INSTITUTE OF TECHNOLOGY CARLOW MATRICES 1 CHAPTER 4 MATRICES 1 INSTITIÚID TEICNEOLAÍOCHTA CHEATHARLACH INSTITUTE OF TECHNOLOGY CARLOW MATRICES 1 Matrices Matrices are of fundamental importance in 2-dimensional and 3-dimensional graphics programming

More information

Physics, Language, Maths & Music

Physics, Language, Maths & Music Physics, Language, Maths & Music (partly in arxiv:1204.3458) Bob Coecke, Oxford, CS-Quantum SyFest, Vienna, July 2013 ALICE f f = f f = f f = ALICE BOB BOB meaning vectors of words does not Alice not like

More information

Categorical Models for Quantum Computing

Categorical Models for Quantum Computing Categorical odels for Quantum Computing Linde Wester Worcester College University of Oxford thesis submitted for the degree of Sc in athematics and the Foundations of Computer Science September 2013 cknowledgements

More information

In the beginning God created tensor... as a picture

In the beginning God created tensor... as a picture In the beginning God created tensor... as a picture Bob Coecke coecke@comlab.ox.ac.uk EPSRC Advanced Research Fellow Oxford University Computing Laboratory se10.comlab.ox.ac.uk:8080/bobcoecke/home en.html

More information

Categories and Quantum Informatics: Hilbert spaces

Categories and Quantum Informatics: Hilbert spaces Categories and Quantum Informatics: Hilbert spaces Chris Heunen Spring 2018 We introduce our main example category Hilb by recalling in some detail the mathematical formalism that underlies quantum theory:

More information

Categorical quantum channels

Categorical quantum channels Attacking the quantum version of with category theory Ian T. Durham Department of Physics Saint Anselm College 19 March 2010 Acknowledgements Some of this work has been the result of some preliminary collaboration

More information

Created by T. Madas 2D VECTORS. Created by T. Madas

Created by T. Madas 2D VECTORS. Created by T. Madas 2D VECTORS Question 1 (**) Relative to a fixed origin O, the point A has coordinates ( 2, 3). The point B is such so that AB = 3i 7j, where i and j are mutually perpendicular unit vectors lying on the

More information

arxiv:math/ v2 [math.qa] 29 Jan 2001

arxiv:math/ v2 [math.qa] 29 Jan 2001 DAMTP-98-117 arxiv:math/9904142v2 [math.qa] 29 Jan 2001 Cross Product Bialgebras Yuri Bespalov Part II Bernhard Drabant July 1998/March 1999 Abstract This is the central article of a series of three papers

More information

Ph 219b/CS 219b. Exercises Due: Wednesday 21 November 2018 H = 1 ( ) 1 1. in quantum circuit notation, we denote the Hadamard gate as

Ph 219b/CS 219b. Exercises Due: Wednesday 21 November 2018 H = 1 ( ) 1 1. in quantum circuit notation, we denote the Hadamard gate as h 29b/CS 29b Exercises Due: Wednesday 2 November 208 3. Universal quantum gates I In this exercise and the two that follow, we will establish that several simple sets of gates are universal for quantum

More information

Categorical relativistic quantum theory. Chris Heunen Pau Enrique Moliner Sean Tull

Categorical relativistic quantum theory. Chris Heunen Pau Enrique Moliner Sean Tull Categorical relativistic quantum theory Chris Heunen Pau Enrique Moliner Sean Tull 1 / 15 Idea Hilbert modules: naive quantum field theory Idempotent subunits: base space in any category Support: where

More information

Towards a Flowchart Diagrammatic Language for Monad-based Semantics

Towards a Flowchart Diagrammatic Language for Monad-based Semantics Towards a Flowchart Diagrammatic Language or Monad-based Semantics Julian Jakob Friedrich-Alexander-Universität Erlangen-Nürnberg julian.jakob@au.de 21.06.2016 Introductory Examples 1 2 + 3 3 9 36 4 while

More information

Causal categories: a backbone for a quantumrelativistic universe of interacting processes

Causal categories: a backbone for a quantumrelativistic universe of interacting processes Causal categories: a backbone for a quantumrelativistic universe of interacting processes ob Coecke and Ray Lal Oxford University Computing Laboratory bstract We encode causal space-time structure within

More information

Connecting the categorical and the modal logic approaches to Quantum Mech

Connecting the categorical and the modal logic approaches to Quantum Mech Connecting the categorical and the modal logic approaches to Quantum Mechanics based on MSc thesis supervised by A. Baltag Institute for Logic, Language and Computation University of Amsterdam 30.11.2013

More information

Programming Languages in String Diagrams. [ one ] String Diagrams. Paul-André Melliès. Oregon Summer School in Programming Languages June 2011

Programming Languages in String Diagrams. [ one ] String Diagrams. Paul-André Melliès. Oregon Summer School in Programming Languages June 2011 Programming Languages in String Diagrams [ one ] String Diagrams Paul-ndré Melliès Oregon Summer School in Programming Languages June 2011 String diagrams diagrammatic account o logic and programming 2

More information

A NOTE ON FREE QUANTUM GROUPS

A NOTE ON FREE QUANTUM GROUPS A NOTE ON FREE QUANTUM GROUPS TEODOR BANICA Abstract. We study the free complexification operation for compact quantum groups, G G c. We prove that, with suitable definitions, this induces a one-to-one

More information

Quantum Quandaries: A Category Theoretic Perspective

Quantum Quandaries: A Category Theoretic Perspective Quantum Quandaries: A Category Theoretic Perspective John C. Baez Les Treilles April 24, 2007 figures by Aaron Lauda for more, see http://math.ucr.edu/home/baez/quantum/ The Big Idea Once upon a time,

More information

Universal Properties in Quantum Theory

Universal Properties in Quantum Theory Universal Properties in Quantum Theory Mathieu Huot ENS Paris-Saclay Sam Staton University of Oxford We argue that notions in quantum theory should have universal properties in the sense of category theory.

More information

The dagger lambda calculus

The dagger lambda calculus The dagger lambda calculus Philip Atzemoglou University of Oxford Quantum Physics and Logic 2014 Philip Atzemoglou (University of Oxford) The dagger lambda calculus QPL 2014 1 / 20 Why higher-order? Teleportation

More information

Towards a quantum calculus

Towards a quantum calculus QPL 2006 Preliminary Version Towards a quantum calculus (work in progress, extended abstract) Philippe Jorrand 1 Simon Perdrix 2 Leibniz Laboratory IMAG-INPG Grenoble, France Abstract The aim of this paper

More information

The module embedding theorem

The module embedding theorem The module embedding theorem David Penneys, OSU AMS JMM Special Session on Hopf algebras and tensor categories January 16, 2019 DEPARTMENT OF MATHEMATICS QUANTUM SYMMETRIES Summer Research Program June

More information

Quantum Symmetries in Free Probability Theory. Roland Speicher Queen s University Kingston, Canada

Quantum Symmetries in Free Probability Theory. Roland Speicher Queen s University Kingston, Canada Quantum Symmetries in Free Probability Theory Roland Speicher Queen s University Kingston, Canada Quantum Groups are generalizations of groups G (actually, of C(G)) are supposed to describe non-classical

More information

MATRICES. a m,1 a m,n A =

MATRICES. a m,1 a m,n A = MATRICES Matrices are rectangular arrays of real or complex numbers With them, we define arithmetic operations that are generalizations of those for real and complex numbers The general form a matrix of

More information

Vectors and Matrices

Vectors and Matrices Vectors and Matrices Scalars We often employ a single number to represent quantities that we use in our daily lives such as weight, height etc. The magnitude of this number depends on our age and whether

More information

Finite Dimensional Hilbert Spaces are Complete for Dagger Compact Closed Categories (Extended Abstract)

Finite Dimensional Hilbert Spaces are Complete for Dagger Compact Closed Categories (Extended Abstract) Electronic Notes in Theoretical Computer Science 270 (1) (2011) 113 119 www.elsevier.com/locate/entcs Finite Dimensional Hilbert Spaces are Complete or Dagger Compact Closed Categories (Extended bstract)

More information

CHAPTER 0: A (VERY) BRIEF TOUR OF QUANTUM MECHANICS, COMPUTATION, AND CATEGORY THEORY.

CHAPTER 0: A (VERY) BRIEF TOUR OF QUANTUM MECHANICS, COMPUTATION, AND CATEGORY THEORY. CHPTER 0: (VERY) BRIEF TOUR OF QUNTUM MECHNICS, COMPUTTION, ND CTEGORY THEORY. This chapter is intended to be a brief treatment of the basic mechanics, framework, and concepts relevant to the study of

More information

CLASS 12 ALGEBRA OF MATRICES

CLASS 12 ALGEBRA OF MATRICES CLASS 12 ALGEBRA OF MATRICES Deepak Sir 9811291604 SHRI SAI MASTERS TUITION CENTER CLASS 12 A matrix is an ordered rectangular array of numbers or functions. The numbers or functions are called the elements

More information

Categories in Control John Baez and Jason Erbele

Categories in Control John Baez and Jason Erbele Categories in Control John Baez and Jason Erbele Categories are great for describing processes. A process with input x and output y is a morphism F : x y, and we can draw it like this: F We can do one

More information

Baby's First Diagrammatic Calculus for Quantum Information Processing

Baby's First Diagrammatic Calculus for Quantum Information Processing Baby's First Diagrammatic Calculus for Quantum Information Processing Vladimir Zamdzhiev Department of Computer Science Tulane University 30 May 2018 1 / 38 Quantum computing ˆ Quantum computing is usually

More information

φ(a + b) = φ(a) + φ(b) φ(a b) = φ(a) φ(b),

φ(a + b) = φ(a) + φ(b) φ(a b) = φ(a) φ(b), 16. Ring Homomorphisms and Ideals efinition 16.1. Let φ: R S be a function between two rings. We say that φ is a ring homomorphism if for every a and b R, and in addition φ(1) = 1. φ(a + b) = φ(a) + φ(b)

More information

Chapter 2 Combinational Logic Circuits

Chapter 2 Combinational Logic Circuits Logic and Computer Design Fundamentals Chapter 2 Combinational Logic Circuits Part 1 Gate Circuits and Boolean Equations Chapter 2 - Part 1 2 Chapter 2 - Part 1 3 Chapter 2 - Part 1 4 Chapter 2 - Part

More information

ME Statics. Structures. Chapter 4

ME Statics. Structures. Chapter 4 ME 108 - Statics Structures Chapter 4 Outline Applications Simple truss Method of joints Method of section Germany Tacoma Narrows Bridge http://video.google.com/videoplay?docid=-323172185412005564&q=bruce+lee&pl=true

More information

Monoidal categories enriched in braided monoidal categories

Monoidal categories enriched in braided monoidal categories Monoidal categories enriched in braided monoidal categories AMS JMM Special Session on Fusion Categories and Quantum Symmetries David Penneys joint with Scott Morrison January 5, 2017 Linear categories

More information

ECE 238L Boolean Algebra - Part I

ECE 238L Boolean Algebra - Part I ECE 238L Boolean Algebra - Part I August 29, 2008 Typeset by FoilTEX Understand basic Boolean Algebra Boolean Algebra Objectives Relate Boolean Algebra to Logic Networks Prove Laws using Truth Tables Understand

More information

Endomorphism Semialgebras in Categorical Quantum Mechanics

Endomorphism Semialgebras in Categorical Quantum Mechanics Endomorphism Semialgebras in Categorical Quantum Mechanics Kevin Dunne University of Strathclyde November 2016 Symmetric Monoidal Categories Definition A strict symmetric monoidal category (A,, I ) consists

More information

E E I M (E, I) E I 2 E M I I X I Y X Y I X, Y I X > Y x X \ Y Y {x} I B E B M E C E C C M r E X E r (X) X X r (X) = X E B M X E Y E X Y X B E F E F F E E E M M M M M M E B M E \ B M M 0 M M M 0 0 M x M

More information

Infinite-dimensional Categorical Quantum Mechanics

Infinite-dimensional Categorical Quantum Mechanics Infinite-dimensional Categorical Quantum Mechanics A talk for CLAP Scotland Stefano Gogioso and Fabrizio Genovese Quantum Group, University of Oxford 5 Apr 2017 University of Strathclyde, Glasgow S Gogioso,

More information

Sheet 11. PD Dr. Ralf Holtkamp Prof. Dr. C. Schweigert Hopf algebras Winter term 2014/2015. Algebra and Number Theory Mathematics department

Sheet 11. PD Dr. Ralf Holtkamp Prof. Dr. C. Schweigert Hopf algebras Winter term 2014/2015. Algebra and Number Theory Mathematics department Algebra and Number Theory Mathematics department PD Dr. Ralf Holtkamp Prof. Dr. C. Schweigert Hopf algebras Winter term 014/015 Sheet 11 Problem 1. We consider the C-algebra H generated by C and X with

More information

The Mathematics of Open Reaction Networks

The Mathematics of Open Reaction Networks The Mathematics of Open Reaction Networks Y John Baez U. C. Riverside / Centre for Quantum Technologies Dynamics, Thermodynamics and Information Processing in Chemical Networks June 13, 2017 In many areas

More information

CATEGORIES IN CONTROL. John Baez Canadian Mathematical Society Winter Meeting 5 December 2015

CATEGORIES IN CONTROL. John Baez Canadian Mathematical Society Winter Meeting 5 December 2015 CATEGORIES IN CONTROL John Baez Canadian Mathematical Society Winter Meeting 5 December 2015 To understand ecosystems, ultimately will be to understand networks. B. C. Patten and M. Witkamp We need a good

More information

MAT 1332: CALCULUS FOR LIFE SCIENCES. Contents. 1. Review: Linear Algebra II Vectors and matrices Definition. 1.2.

MAT 1332: CALCULUS FOR LIFE SCIENCES. Contents. 1. Review: Linear Algebra II Vectors and matrices Definition. 1.2. MAT 1332: CALCULUS FOR LIFE SCIENCES JING LI Contents 1 Review: Linear Algebra II Vectors and matrices 1 11 Definition 1 12 Operations 1 2 Linear Algebra III Inverses and Determinants 1 21 Inverse Matrices

More information

Construction of Physical Models from Category Theory. Master Thesis in Theoretical Physics. Marko Marjanovic

Construction of Physical Models from Category Theory. Master Thesis in Theoretical Physics. Marko Marjanovic Construction of Physical Models from Category Theory Master Thesis in Theoretical Physics Marko Marjanovic Department of Physics University of Gothenburg Gothenburg, Sweden 2017 Construction of Physical

More information

Math 593: Problem Set 7

Math 593: Problem Set 7 Math 593: Problem Set 7 Feng Zhu, Punya Satpathy, Alex Vargo, Umang Varma, Daniel Irvine, Joe Kraisler, Samantha Pinella, Lara Du, Caleb Springer, Jiahua Gu, Karen Smith 1 Basics properties of tensor product

More information

Structured Hadamard matrices and quantum information

Structured Hadamard matrices and quantum information Structured Hadamard matrices and quantum information Karol Życzkowski in collaboration with Adam G asiorowski, Grzegorz Rajchel (Warsaw) Dardo Goyeneche (Concepcion/ Cracow/ Gdansk) Daniel Alsina, José

More information

Unitary t-designs. Artem Kaznatcheev. February 13, McGill University

Unitary t-designs. Artem Kaznatcheev. February 13, McGill University Unitary t-designs Artem Kaznatcheev McGill University February 13, 2010 Artem Kaznatcheev (McGill University) Unitary t-designs February 13, 2010 0 / 16 Preliminaries Basics of quantum mechanics A particle

More information

Picturing Quantum Processes,

Picturing Quantum Processes, Bob Coecke & Aleks Kissinger, Picturing Quantum Processes, Cambridge University Press, to appear. Bob: Ch. 01 Processes as diagrams Ch. 02 String diagrams Ch. 03 Hilbert space from diagrams Ch. 04 Quantum

More information

Conservation of Information

Conservation of Information Conservation of Information Amr Sabry (in collaboration with Roshan P. James) School of Informatics and Computing Indiana University May 8, 2012 Amr Sabry (in collaboration with Roshan P. James) (IU SOIC)

More information

Basic Concepts of Group Theory

Basic Concepts of Group Theory Chapter 1 Basic Concepts of Group Theory The theory of groups and vector spaces has many important applications in a number of branches of modern theoretical physics. These include the formal theory of

More information

Lecture 6: Manipulation of Algebraic Functions, Boolean Algebra, Karnaugh Maps

Lecture 6: Manipulation of Algebraic Functions, Boolean Algebra, Karnaugh Maps EE210: Switching Systems Lecture 6: Manipulation of Algebraic Functions, Boolean Algebra, Karnaugh Maps Prof. YingLi Tian Feb. 21/26, 2019 Department of Electrical Engineering The City College of New York

More information

A fresh perspective on canonical extensions for bounded lattices

A fresh perspective on canonical extensions for bounded lattices A fresh perspective on canonical extensions for bounded lattices Mathematical Institute, University of Oxford Department of Mathematics, Matej Bel University Second International Conference on Order, Algebra

More information

Design and Analysis of Quantum Protocols and Algorithms

Design and Analysis of Quantum Protocols and Algorithms Design and Analysis of Quantum Protocols and Algorithms Krzysztof Bar University College MMathCompSci May 20, 2012 Acknowledgements I would like to thank my supervisor prof. Bob Coecke for all the help

More information

Copy-Cat Strategies and Information Flow in Physics, Geometry, Logic and Computation

Copy-Cat Strategies and Information Flow in Physics, Geometry, Logic and Computation Copy-Cat Strategies and Information Flow in Physics, Geometry, and Computation Samson Abramsky Oxford University Computing Laboratory Copy-Cat Strategies and Information Flow CQL Workshop August 2007 1

More information

CONSTRUCTING FROBENIUS ALGEBRAS

CONSTRUCTING FROBENIUS ALGEBRAS CONSTRUCTING FROBENIUS LGEBRS DYLN G.L. LLEGRETTI bstract. We discuss the relationship between algebras, coalgebras, and Frobenius algebras. We describe a method of constructing Frobenius algebras, given

More information

What s category theory, anyway? Dedicated to the memory of Dietmar Schumacher ( )

What s category theory, anyway? Dedicated to the memory of Dietmar Schumacher ( ) What s category theory, anyway? Dedicated to the memory of Dietmar Schumacher (1935-2014) Robert Paré November 7, 2014 Many subjects How many subjects are there in mathematics? Many subjects How many subjects

More information

Karnaugh Maps Objectives

Karnaugh Maps Objectives Karnaugh Maps Objectives For Karnaugh Maps of up to 5 variables Plot a function from algebraic, minterm or maxterm form Obtain minimum Sum of Products and Product of Sums Understand the relationship between

More information

Quantizations and classical non-commutative non-associative algebras

Quantizations and classical non-commutative non-associative algebras Journal of Generalized Lie Theory and Applications Vol. (008), No., 35 44 Quantizations and classical non-commutative non-associative algebras Hilja Lisa HURU and Valentin LYCHAGIN Department of Mathematics,

More information

CHAPTER 3 BOOLEAN ALGEBRA

CHAPTER 3 BOOLEAN ALGEBRA CHAPTER 3 BOOLEAN ALGEBRA (continued) This chapter in the book includes: Objectives Study Guide 3.1 Multiplying Out and Factoring Expressions 3.2 Exclusive-OR and Equivalence Operations 3.3 The Consensus

More information

Unit 1 Packet Honors Math 2 1

Unit 1 Packet Honors Math 2 1 Unit 1 Packet Honors Math 2 1 Day 1 Homework Part 1 Graph the image of the figure using the transformation given and write the algebraic rule. translation: < 1, -2 > translation: < 0, 3 > Unit 1 Packet

More information

Cross ProductBialgebras

Cross ProductBialgebras Journal of Algebra 240, 445 504 (2001) doi:10.1006/jabr.2000.8631, available online at http://www.idealibrary.com on Cross ProductBialgebras PartII Yuri Bespalov Bogolyubov Institute for Theoretical Physics,

More information

The geometrical semantics of algebraic quantum mechanics

The geometrical semantics of algebraic quantum mechanics The geometrical semantics of algebraic quantum mechanics B. Zilber University of Oxford November 29, 2016 B.Zilber, The semantics of the canonical commutation relations arxiv.org/abs/1604.07745 The geometrical

More information

MATH 2030: MATRICES ,, a m1 a m2 a mn If the columns of A are the vectors a 1, a 2,...,a n ; A is represented as A 1. .

MATH 2030: MATRICES ,, a m1 a m2 a mn If the columns of A are the vectors a 1, a 2,...,a n ; A is represented as A 1. . MATH 030: MATRICES Matrix Operations We have seen how matrices and the operations on them originated from our study of linear equations In this chapter we study matrices explicitely Definition 01 A matrix

More information

Topological quantum information was formulated by Kitaev

Topological quantum information was formulated by Kitaev Quon 3D language for quantum information Zhengwei Liu a, Alex Wozniakowski a, and Arthur M. Jaffe a,1 a Harvard University, Cambridge, MA 02138 Contributed by Arthur M. Jaffe, December 28, 2016 (sent for

More information

Geometry 3 SIMILARITY & CONGRUENCY Congruency: When two figures have same shape and size, then they are said to be congruent figure. The phenomena between these two figures is said to be congruency. CONDITIONS

More information

Simplification of Boolean Functions. Dept. of CSE, IEM, Kolkata

Simplification of Boolean Functions. Dept. of CSE, IEM, Kolkata Simplification of Boolean Functions Dept. of CSE, IEM, Kolkata 1 Simplification of Boolean Functions: An implementation of a Boolean Function requires the use of logic gates. A smaller number of gates,

More information

Algebraic Expressions

Algebraic Expressions Algebraic Expressions 1. Expressions are formed from variables and constants. 2. Terms are added to form expressions. Terms themselves are formed as product of factors. 3. Expressions that contain exactly

More information

Traces, Cauchy identity, Schur polynomials

Traces, Cauchy identity, Schur polynomials June 28, 20 Traces, Cauchy identity, Schur polynomials Paul Garrett garrett@math.umn.edu http://www.math.umn.edu/ garrett/. Example: GL 2 2. GL n C and Un 3. Decomposing holomorphic polynomials over GL

More information

Matrices. Background mathematics review

Matrices. Background mathematics review Matrices Background mathematics review David Miller Matrices Matrix notation Background mathematics review David Miller Matrix notation A matrix is, first of all, a rectangular array of numbers An M N

More information

Mix Unitary Categories

Mix Unitary Categories 1/31 Mix Unitary Categories Robin Cockett, Cole Comfort, and Priyaa Srinivasan CT2018, Ponta Delgada, Azores Dagger compact closed categories Dagger compact closed categories ( -KCC) provide a categorical

More information

Fourier Bases on the Skewed Sierpinski Gasket

Fourier Bases on the Skewed Sierpinski Gasket Fourier Bases on the Skewed Sierpinski Gasket Calvin Hotchkiss University Nebraska-Iowa Functional Analysis Seminar November 5, 2016 Part 1: A Fast Fourier Transform for Fractal Approximations The Fractal

More information

Actions of Compact Quantum Groups I

Actions of Compact Quantum Groups I Actions of Compact Quantum Groups I Definition Kenny De Commer (VUB, Brussels, Belgium) Course material Material that will be treated: Actions and coactions of compact quantum groups. Actions on C -algebras

More information

TWO-LEVEL FACTORIAL EXPERIMENTS: IRREGULAR FRACTIONS

TWO-LEVEL FACTORIAL EXPERIMENTS: IRREGULAR FRACTIONS STAT 512 2-Level Factorial Experiments: Irregular Fractions 1 TWO-LEVEL FACTORIAL EXPERIMENTS: IRREGULAR FRACTIONS A major practical weakness of regular fractional factorial designs is that N must be a

More information

Virasoro and Kac-Moody Algebra

Virasoro and Kac-Moody Algebra Virasoro and Kac-Moody Algebra Di Xu UCSC Di Xu (UCSC) Virasoro and Kac-Moody Algebra 2015/06/11 1 / 24 Outline Mathematical Description Conformal Symmetry in dimension d > 3 Conformal Symmetry in dimension

More information

VAISHALI EDUCATION POINT (QUALITY EDUCATION PROVIDER)

VAISHALI EDUCATION POINT (QUALITY EDUCATION PROVIDER) BY:Prof. RAHUL MISHRA Class :- X QNo. VAISHALI EDUCATION POINT (QUALITY EDUCATION PROVIDER) CIRCLES Subject :- Maths General Instructions Questions M:9999907099,9818932244 1 In the adjoining figures, PQ

More information

2.4 Algebraic and Congruence Properties

2.4 Algebraic and Congruence Properties 2.4 Algebraic and Congruence Properties Learning Objectives Understand basic properties of equality and congruence. Solve equations and justify each step in the solution. Use a 2-column format to prove

More information

Linear Equations and Matrix

Linear Equations and Matrix 1/60 Chia-Ping Chen Professor Department of Computer Science and Engineering National Sun Yat-sen University Linear Algebra Gaussian Elimination 2/60 Alpha Go Linear algebra begins with a system of linear

More information

Mathematics Preliminary Course FINAL EXAMINATION Friday, September 6. General Instructions

Mathematics Preliminary Course FINAL EXAMINATION Friday, September 6. General Instructions 03 Preliminary Course FINAL EXAMINATION Friday, September 6 Mathematics General Instructions o Reading Time 5 minutes. o Working Time 3 hours. o Write using a black pen. o Approved calculators may be used.

More information

GEOMETRY Teacher: Mrs. Flynn Topic: Similarity. Teacher: Mrs. Flynn Topic: Similarity

GEOMETRY Teacher: Mrs. Flynn Topic: Similarity. Teacher: Mrs. Flynn Topic: Similarity GEOMETRY Teacher: Mrs. Flynn Topic: Similarity Name: Date: Teacher: Mrs. Flynn Topic: Similarity 1. A tree casts a shadow 24 feet long at the same time a man 6 feet tall casts a shadow 4 feet long. Find

More information

THE NONCOMMUTATIVE TORUS

THE NONCOMMUTATIVE TORUS THE NONCOMMUTATIVE TORUS The noncommutative torus as a twisted convolution An ordinary two-torus T 2 with coordinate functions given by where x 1, x 2 [0, 1]. U 1 = e 2πix 1, U 2 = e 2πix 2, (1) By Fourier

More information

Physics Complex numbers

Physics Complex numbers Physics 2-4 Complex numbers Complex Numbers One of the themes throughout the history of mathematics was the expansion of what one regarded as numbers. Mathematics began with counting the positive integers.

More information

Geometry Arcs and Chords. Geometry Mr. Austin

Geometry Arcs and Chords. Geometry Mr. Austin 10.2 Arcs and Chords Mr. Austin Objectives/Assignment Use properties of arcs of circles, as applied. Use properties of chords of circles. Assignment: pp. 607-608 #3-47 Reminder Quiz after 10.3 and 10.5

More information

Modular Categories and Applications I

Modular Categories and Applications I I Modular Categories and Applications I Texas A&M University U. South Alabama, November 2009 Outline I 1 Topological Quantum Computation 2 Fusion Categories Ribbon and Modular Categories Fusion Rules and

More information

3D GEOMETRY. 3D-Geometry. If α, β, γ are angle made by a line with positive directions of x, y and z. axes respectively show that = 2.

3D GEOMETRY. 3D-Geometry. If α, β, γ are angle made by a line with positive directions of x, y and z. axes respectively show that = 2. D GEOMETRY ) If α β γ are angle made by a line with positive directions of x y and z axes respectively show that i) sin α + sin β + sin γ ii) cos α + cos β + cos γ + 0 Solution:- i) are angle made by a

More information

1 Categorical Background

1 Categorical Background 1 Categorical Background 1.1 Categories and Functors Definition 1.1.1 A category C is given by a class of objects, often denoted by ob C, and for any two objects A, B of C a proper set of morphisms C(A,

More information

Matrix operations Linear Algebra with Computer Science Application

Matrix operations Linear Algebra with Computer Science Application Linear Algebra with Computer Science Application February 14, 2018 1 Matrix operations 11 Matrix operations If A is an m n matrix that is, a matrix with m rows and n columns then the scalar entry in the

More information

Reduction of Logic Equations using Karnaugh Maps

Reduction of Logic Equations using Karnaugh Maps Reduction of Logic Equations using Karnaugh Maps The design of the voting machine resulted in a final logic equation that was: z = (a*c) + (a*c) + (a*b) + (a*b*c) However, a simple examination of this

More information

RESEARCH INSTITUTE FOR MATHEMATICAL SCIENCES RIMS The state sum invariant of 3-manifolds constructed from the E 6 linear skein.

RESEARCH INSTITUTE FOR MATHEMATICAL SCIENCES RIMS The state sum invariant of 3-manifolds constructed from the E 6 linear skein. RIMS-1776 The state sum invariant of 3-manifolds constructed from the E 6 linear skein By Kenta OKAZAKI March 2013 RESEARCH INSTITUTE FOR MATHEMATICAL SCIENCES KYOTO UNIVERSITY, Kyoto, Japan THE STATE

More information

STRAND J: TRANSFORMATIONS, VECTORS and MATRICES

STRAND J: TRANSFORMATIONS, VECTORS and MATRICES Mathematics SKE, Strand J STRAND J: TRANSFORMATIONS, VECTORS and MATRICES J4 Matrices Text Contents * * * * Section J4. Matrices: Addition and Subtraction J4.2 Matrices: Multiplication J4.3 Inverse Matrices:

More information

BASIC MATHEMATICAL TECHNIQUES

BASIC MATHEMATICAL TECHNIQUES CHAPTER 1 ASIC MATHEMATICAL TECHNIQUES 1.1 Introduction To understand automata theory, one must have a strong foundation about discrete mathematics. Discrete mathematics is a branch of mathematics dealing

More information

Introduction to Kleene Algebras

Introduction to Kleene Algebras Introduction to Kleene Algebras Riccardo Pucella Basic Notions Seminar December 1, 2005 Introduction to Kleene Algebras p.1 Idempotent Semirings An idempotent semiring is a structure S = (S, +,, 1, 0)

More information

Solutions to problems. The function f(x) is constant when 2 cos θ 1 = 0, or when θ = π/3, and its constant value in this case is 3/4.

Solutions to problems. The function f(x) is constant when 2 cos θ 1 = 0, or when θ = π/3, and its constant value in this case is 3/4. 103 Determine a value of the parameter θ so that is a constant function of x Solution 1 Solutions to problems f(x) cos x + cos (x + θ) cos x cos(x + θ) f(x) = cos x + (cos x cos θ sin x sin θ) cos x(cos

More information

Integrable structure of various melting crystal models

Integrable structure of various melting crystal models Integrable structure of various melting crystal models Kanehisa Takasaki, Kinki University Taipei, April 10 12, 2015 Contents 1. Ordinary melting crystal model 2. Modified melting crystal model 3. Orbifold

More information

CCE PR Revised & Un-Revised

CCE PR Revised & Un-Revised D CCE PR Revised & Un-Revised 560 00 KARNATAKA SECONDARY EDUCATION EXAMINATION BOARD, MALLESWARAM, BANGALORE 560 00 08 S.S.L.C. EXAMINATION, JUNE, 08 :. 06. 08 ] MODEL ANSWERS : 8-K Date :. 06. 08 ] CODE

More information