Handbook of graph theory

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Handbook of graph theory

DISCRETE MATHEMATICS AND ITS APPLICATIONS Series Editor KENNETH H. ROSEN HANDBOOK OF GRAPH THEORY EDITED BY JONATHAN

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DISCRETE MATHEMATICS AND ITS APPLICATIONS Series Editor KENNETH H. ROSEN

HANDBOOK OF

GRAPH THEORY EDITED BY

JONATHAN L. GROSS JAY YELLEN

CRC PR E S S Boca Raton London New York Washington, D.C.

DISCRETE MATHEMATICS and ITS APPLICATIONS Series Editor

Kenneth H. Rosen, Ph.D. AT&T Laboratories Middletown, New Jersey

Charles J. Colbourn and Jeffrey H. Dinitz, The CRC Handbook of Combinatorial Designs Charalambos A. Charalambides, Enumerative Combinatorics Steven Furino, Ying Miao, and Jianxing Yin, Frames and Resolvable Designs: Uses, Constructions, and Existence Randy Goldberg and Lance Riek, A Practical Handbook of Speech Coders Jacob E. Goodman and Joseph O’Rourke, Handbook of Discrete and Computational Geometry Jonathan L. Gross and Jay Yellen, Graph Theory and Its Applications Jonathan L. Gross and Jay Yellen, Handbook of Graph Theory Darrel R. Hankerson, Greg A. Harris, and Peter D. Johnson, Introduction to Information Theory and Data Compression Daryl D. Harms, Miroslav Kraetzl, Charles J. Colbourn, and John S. Devitt, Network Reliability: Experiments with a Symbolic Algebra Environment David M. Jackson and Terry I. Visentin, An Atlas of Smaller Maps in Orientable and Nonorientable Surfaces Richard E. Klima, Ernest Stitzinger, and Neil P. Sigmon, Abstract Algebra Applications with Maple Patrick Knupp and Kambiz Salari, Verification of Computer Codes in Computational Science and Engineering Donald L. Kreher and Douglas R. Stinson, Combinatorial Algorithms: Generation Enumeration and Search Charles C. Lindner and Christopher A. Rodgers, Design Theory Alfred J. Menezes, Paul C. van Oorschot, and Scott A. Vanstone, Handbook of Applied Cryptography Richard A. Mollin, Algebraic Number Theory Richard A. Mollin, Fundamental Number Theory with Applications Richard A. Mollin, An Introduction to Crytography Richard A. Mollin, Quadratics

Continued Titles Richard A. Mollin, RSA and Public-Key Cryptography Kenneth H. Rosen, Handbook of Discrete and Combinatorial Mathematics Douglas R. Shier and K.T. Wallenius, Applied Mathematical Modeling: A Multidisciplinary Approach Douglas R. Stinson, Cryptography: Theory and Practice, Second Edition Roberto Togneri and Christopher J. deSilva, Fundamentals of Information Theory and Coding Design Lawrence C. Washington, Elliptic Curves: Number Theory and Cryptography

8522 disclaimer.fm Page 1 Tuesday, November 4, 2003 12:31 PM

Library of Congress Cataloging-in-Publication Data Handbook of graph theory / editors-in-chief, Jonathan L. Gross, Jay Yellen. p. cm. — (Discrete mathematics and its applications) Includes bibliographical references and index. ISBN 1-58488-090-2 (alk. paper) 1. Graph theory—Handbooks, manuals, etc. I. Gross, Jonathan L. II. Yellen, Jay. QA166.H36 2003 511'.5—dc22

2003065270

This book contains information obtained from authentic and highly regarded sources. Reprinted material is quoted with permission, and sources are indicated. A wide variety of references are listed. Reasonable efforts have been made to publish reliable data and information, but the author and the publisher cannot assume responsibility for the validity of all materials or for the consequences of their use. Neither this book nor any part may be reproduced or transmitted in any form or by any means, electronic or mechanical, including photocopying, microÞlming, and recording, or by any information storage or retrieval system, without prior permission in writing from the publisher. All rights reserved. Authorization to photocopy items for internal or personal use, or the personal or internal use of speciÞc clients, may be granted by CRC Press LLC, provided that $1.50 per page photocopied is paid directly to Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923 USA. The fee code for users of the Transactional Reporting Service is ISBN 1-58488-090-2/04/$0.00+$1.50. The fee is subject to change without notice. For organizations that have been granted a photocopy license by the CCC, a separate system of payment has been arranged. The consent of CRC Press LLC does not extend to copying for general distribution, for promotion, for creating new works, or for resale. SpeciÞc permission must be obtained in writing from CRC Press LLC for such copying. Direct all inquiries to CRC Press LLC, 2000 N.W. Corporate Blvd., Boca Raton, Florida 33431. Trademark Notice: Product or corporate names may be trademarks or registered trademarks, and are used only for identiÞcation and explanation, without intent to infringe.

Visit the CRC Press Web site at www.crcpress.com

No claim to original U.S. Government works International Standard Book Number 1-58488-090-2 Library of Congress Card Number 2003065270 Printed in the United States of America 1 2 3 4 5 6 7 8 9 0 Printed on acid-free paper

PREFACE                                      

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Section 1.1

Fundamentals of Graph Theory

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INTRODUCTION TO GRAPHS

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History of Graph Theory

HISTORY OF GRAPH THEORY    

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History of Graph Theory

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History of Graph Theory

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Chapter 1

INTRODUCTION TO GRAPHS

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Section 1.3

History of Graph Theory

39

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History of Graph Theory

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  #  

        

  

    6        #                            =  >            6             ,    #    !             ( & =-(9/0>

Section 4.3

247

Chinese Postman Problems

EXAMPLE

' 6          B    #        #    (  4   U        !   "             #        !      F!      !       !       ,U !                 B  ;                 !           '  U          N                 !            

Figure 4.3.5 2"  : ''"  /!"

    "       !  !          !         

  !& )!   U 

      -AH90 "                        #           @     !      !          M 

  Approximation Algorithm ES

6 !  #                   !      5     M       6    !     =  -AH90  -(9/0>          4        C  M     D Algorithm 4.3.5: "9'  $!"' ,

#'    #      

 5'      

!  M  !  

          N         #             ,   :       ;         M       :             

    6 #          4                /#

248

Chapter 4

CONNECTIVITY and TRAVERSABILITY

REMARK

'                          =   >  &    A   "     !  !  ( & FACT

' -(9/0 6     

          A     

   #  "   

            A#  7 ! EXAMPLE

'     #    (  7    !  !    ,     6            A        =        >           ;            !                       !  E 6 6               !  *                          !  !  6         , !                    " !    E 16

Figure 4.3.6 $   "9'  $!"' ,

Approximate Algorithm SE

       #               A    !        =#/> =  -(9/0>

    6             

7     =  -(9/0>                 M         4

Section 4.3

249

Chinese Postman Problems

Algorithm 4.3.6: "9'  $!"' ,

#'    #      

 5'      

!  M  !  

      #         #    :                        N    :           = >          

EXAMPLE

'       (  9             A          *!           

Figure 4.3.7 $   "9'  $!"' ,  Some Performance Bounds FACT

' -(9/0 6             A     



 !     #  A#  9        

 

    ! EXAMPLE

'         (  3        

       A   !        A !            !        A

Figure 4.3.8 $!"' ,  ,    "& :"   

250

Chapter 4

CONNECTIVITY and TRAVERSABILITY

REMARKS

' "  !     #       4 =A>

   7 =A>     *!  A#  3      '    #        !               A   =     >  !         A !     !      !        A      

' 6   A#  3 

    B  !     

 !' +     A  A        !       @     T "         

          C D    !                  +           !&         @ B        @                           

         6 ,          ( & =-(9/0> !  !  !      !            !          !       

      #    ' "      =-(9/0> ( &                6      !  !    

' + 

 

  -(9/0                    !   U   !       !  (  / ! 8 ///  !     ,       ( & #    !     

   L   = L//0> !           6    (  /     

Figure 4.3.9  :"   " '   $!"' ,  , 

' (!             $    &    

     *!   !    

 F            #    

        !        B & 

 6         $ 

    "     ,            ' 

        $                B         @ =  -8 6/0 -8 6/0  1 > 6              -       -    &'- 

Section 4.3

Chinese Postman Problems

251

References -889 0 A : 8   : . 8  F!&  L     $    +    '.  =/9 > 74K/  -8 6/0  8 8   &   6   .    .      2    %($ +      $  =//>  3K41 -8 6/0  8 8   &   6      2    :   6          .          2  (       9 =//>  444K43 -8310  8& 6       $ # F!&      (     9 -A74 0 H A$ #  $      !  1 L  + )   '  ,   %  7/8 =/74>  4K1 -A74 0 H A  6  (!   + $  9 =/74>  /K 79 -AH90 H A  A H $   A 6       $     4 =/9>  33K  -A840 6

   A  F 2  8      6  ;  :   2  %  %8  3 =/4>  1K9 -A 2: /4 0  A  $ 2   2 :       "' 6      5    )   =//4>  K  -A 2: /4 0  A  $ 2   2 :       ""' 6      5    )   =//4>  //K   -(/0 * (  A  2     6    L      $ 41 F *    =//> -((70 :  (  .  (& -.  '.    N      FH =/7>

252

Chapter 4

CONNECTIVITY and TRAVERSABILITY

-(9/0 2 ( & #           +

$ 7 =/9/>  43K44  -2 H9/0 $ 2   . H     (   1         '   +* (    F!  -270 $ 2  2      N  A   ;     $    =/7>  9K99 -23 0 $ 2            + $ )  *6   =/3 >  K/ =   > -23 0 $ 2  ;  +        

  $  / =/3 >  K 7 -J J9/0  J    2 J 6 $ #       

  $   =/9/>  3/K1 -J 790  J            -        F!  -: Q330   7 K7 3 -F /70 

- 970  *      ;  #   A 6   + $  =/97>  4 K44  - / 0 + :   

     &        $ # F!& 5    )  0  7 =// >   K  - :/40 + :     $ :            $ # F!&     5    )   =//4>  9/K 3/ - L//0 8  

   H L     ¾¿ #        $ #    %($ +    $   =///>  4K  - /0 6 J   ;  $ #      5    )  0   =//>  K9 -+ 3/0 Q +  ;  +      A  2  $     =/3/>  /9K

Section 4.4

4.4

253

DeBruijn Graphs and Sequences

DEBRUIJN GRAPHS AND SEQUENCES  $ %&'    (  '   .8 5 2  8     2   8 5 B     F    2      

Introduction F 8 5      ,                = >               (                     !   8 5   "     !        8 5   !     8 5 B                  

4.4.1 DeBruijn Graph Basics DeBruijn Sequences DEFINITIONS

'

                

           5    ,          &    #  



?   ! 

6! 8 5 B       C  BD                 



' "   7   / $           &          &¼           & 6        !   ¼ 7                &   ,      7 



' "   7   / $      B          !                  !   7 

 /     





'                     ? ½ ¾ ¿          ? ·½    ?          6         

' '

    ½ ¾         ½ ¾    

 

½ ¾    

    

½ ¾    

    



? ½  

?

½



254

Chapter 4

CONNECTIVITY and TRAVERSABILITY

FACTS

'

   !      8 5 B             @               B        



' 6             8 5    &

&  8 5 B     

EXAMPLES

'

1111  8 5 B    "    111 11 11 1 1  1 11

'

11111111  8 5 B   

DeBruijn Graphs

            8 5 B   

   !          B DEFINITIONS

'

           =>      !  

      !   B      L#  5   #   

                      8 5            =>              

           A        ,    

#  !       !       #  !     



' 6       8 5                 



' 6      8 5             8 5 EXAMPLE

'

(    !    8 5     

FACTS



' 6                     

                8 5       



' A  #  8 5        6 ,              !      1   ,           

' '

A  #  8 5        A  8 5     

Section 4.4

255

DeBruijn Graphs and Sequences 0000

000 0001

1000 1001

001 0010

100 0100

010 0011

0101

1100

1010 101

1011 011

1101

0110

0111

110 1110

111

1111

Figure 4.4.1  -". !"   "" 

' A  8 5       

' 6     = >      8 5   =>       !   8 5 B    6           B  ,      #        ' -".& "' -8 90 (       8 5 B   



 ½ 



   4 7    7 1 3 791337

   ¾

½

 

 

REMARKS

'          8 5           

    8 5    *!  8 5%       !   8 5 B

'        8 5      8 5   =>            !         8 5    ! #   

4.4.2 Generating deBruijn Sequences  Æ       8 5 B         ,           8 5               &     A     8 5              #   

256

Chapter 4

CONNECTIVITY and TRAVERSABILITY

FACTS

 ' -2 70'         !    #            A   ' " 8 5   =>   B                      #            

#  =6      B    ,          ,    8 5  > ' 6 B        A     8 5    

  8 5 B    E 

EXAMPLE

' (          8 5 B    8 5     



0000

000 0001

1000 1001

001 0010

100 0100

010 0011

0101 1011

011

1100

1010 101

0110

0111

1101 110 1110

111

1111

Figure 4.4.2  $"  " 

=>

REMARKS

' 6   (  (    Æ    A    =>    

# !   !  (  (           !    B     8 (  (     !  W1%    

W% ALGORITHM

' 6  8 5 B     ( %   =B     >    A     8 5   = > 6   B       A   =( %      >

Section 4.4

257

DeBruijn Graphs and Sequences

Necklaces and Lyndon Words

( &  J -(J990      &         8 5 B DEFINITIONS



'                      =       B

   >



'  B

                         

'  0      &    !              :  &            +  &  # 

         B

         &  FACTS

'

 &      :  !              !         !       



' 8         8         &       8= >   



! 8= >        

 - 0          

'

-(J990' "  =#      >         :   ! !        #          !        1         8 5 B      #        REMARK



' 6  - = >  &  ! #  !   +    - =1> ? 13  - =4> ? /

-

=4> ? 3 !

EXAMPLES

'

(       ,  B

     4 01101 11010

0

1

1

10101 01011

0

1

10110

Figure 4.4.3

'

 0$    "" 

6    :  !     1 +     11  8 5 B   

258

Chapter 4

CONNECTIVITY and TRAVERSABILITY

'

6    :  !     11  1 +     1111  8 5 B   

'

+ !   (  (4  ? :  !       

 " #       

111 11 1 1 " ! !     !      !    #       8 5 B 11111111   

4.4.3 Pseudorandom Numbers ( $                   =    >        

@       8             $         B    .8 5 B !      !                          DEFINITIONS



'       B  B                      



' -2790 6 1           B

  !'

  

6   % 





 @     1%      

                 B                 6                !  5    = E    >    !    ! = E 11    11>





'         B      !  ' 1 2    8 5 B          #     1%       #     %

'

-390 6    .    

  

+

 ,  

= >

7 / /

! 7=/>              6          , /     B + 

Section 4.4

259

DeBruijn Graphs and Sequences

FACTS



'

;     8 5 B         

B



'

 8 5 B      , 2% , !   ( 

   % #  B     1%       !    

      B      #           



'

"   = #  >     8 5 B    

        & 

;        

 B     2   5          8 5 B  !   ! B   



'

-H/0' 6   !

  

 B    

  

     8 5 B     

4.4.4 A Genetics Application 6       .F      #    Æ             8       #   #                !& 6      

                   .F      !   6       # 

  ,       B    #            !                           .F  B B   # 

6       Æ    6  

+   - 6 + 10      ,  8 5    !   



      B 7

       B   

                      

DEFINITIONS

 

!)  

'



'

(   + ?

  ,  B      2 6



7  7¾      7

      



 .F B ! ,  +

   

             

   +        

6!      



 5            .F B 7       !   , 



    





   

REMARK



'

  A         B &       +

   8 5            Æ       !

6   =    >        B  

!     #        !  @       +    8 5  

260

Chapter 4

CONNECTIVITY and TRAVERSABILITY

References -;0 "      &    &  :  ! 8 5 B 

   !!!   M M M&MF&  M -390 2 H       (        N    /39 -. 70 F 2 8 5       '    943K97 

/

-(J990 * ( &  " J :#        8 5  B +     %   =/99> 9K1 -H10  H  H ;       B  /7K1  8      *    B!A =   : 8 .  >   L  11 -2 H9/0 $  2   .  H     (   1         '   + * (  X  /9/ -2790  + 2 %  )  % * .  /79 -2 70 " H 2 F       + 0 $ %  =/ 7> 79K 9 -22$ ://0  H ( 2 Æ + $ 2  H * $     :!  $      + * (  /// -2

Section 4.5

4.5

261

Hamiltonian Graphs

HAMILTONIAN GRAPHS ' 

' )*   

4 *  4 6     & 4 A#      4 $ 6  ; *     T 44   2  47 (    

4.5.1 History              F   = -2 H9/0>                      !            F     +   !  *              341 *   #     #  * 

   .   349 6      , 

                    6   !   &  !     34/    !           , !  *  %            4  *          ,       B        "   -J 470    344 6    J &    B ' 2           !  ,    = >        #     6 J &    &    B    *   N   J &                   ! (           -8 :+ 370 DEFINITIONS

' ' '

  

            =   >

  

             

       

               

4.5.2 The Classic Attacks 6                               @           6    &     Æ                           U         #        

262

Chapter 4

CONNECTIVITY and TRAVERSABILITY

    6               #    (               Degrees

  6              #     Æ  = >

 

Æ =

> 

DEFINITIONS



' +      = >        !      6                        = >



' 6         ! = >          5       5    !               



' (  '       ? = 9  > =    ? 9 >                 5     5    (   3 9 !       E 

  6 !              '

: =

>?

 /   (  



(½    (

  

FACTS

' '

-. 40 " :

    

     

 -;710 " : = >   

   Æ = >   

       : = >    

 -;70 " := >  E  

        

     

EXAMPLE

'

  !   !   #     , =     (  4> 6              * Æ = > ? =*  >  := > ? *          .  % 6  ;% 6 =(   > 6               !              Æ = > ? *  : = > ? * !  ;    =      (  4>

Figure 4.5.1



' -H 310 :    

2$$" !   "  " &  ;"& "$ 

         !     



Section 4.5

263

Hamiltonian Graphs



' -$$70 " ? = 9  >              =  > !  => E =>  E      5        9       

'

-8970 :

! =

 

    6

>  ! ,

        

 

!½=

!=

>     

>     

     



' -*/0                               REMARK

'

6         #         6   = >     &       ,       *!               

 !   "      #     

  1           6 !           !              !          =!       >

Other Counts DEFINITION



' 6    # (      - =(>     

  5   (        - =+ >   +          5    #  + 

! "   

  +     !      ,      

  



' 6              = >          ! 

            #  

'

  

    



= >  

EXAMPLE

' 6   =5 *>      !   *  #  +   ! +  ?   ? 5    ? *  5  ! !    5       +       *      +         Y    ¾     (  4 ! !    = 7>  = 4>

264

Chapter 4

Figure 4.5.2

+" 

= 7>

CONNECTIVITY and TRAVERSABILITY



= 4>



FACTS

'

  -;70 "               ½ E          (          !    #   E   

 = >  = 4> "                     

'





-( 3 0 "

   / / (=> =>  = > ?   

      

    

' -8 8L: 3/0 "          := >  E = >      

 '

-A90 :

    

   =

> 

 

= >   = >         " = >   = >        " = >   = > E         ' -+930 "    +    - =+>           ' -(370 :         "  #   &            +    !       & !   - =+ >      "



'

    

-8L/0 -( 2H :/0 "

                  

- =+ >       +  !       REMARK

'

6       #  

 1

Powers and Line Graphs

         ! &       =      >

DEFINITIONS



' 6    ;= >         !            !       !   !    ;= > 

5            5  =      >

Section 4.5

265

Hamiltonian Graphs



'     !          

    # 

!   



' +                    5        =    ½     >                         5         ' 6             !   =  > ?  = >  !    =  >       = >  





'                

    = #  5 >           = >

 "    

FACTS



' -* F+740 :    !      6 ;= >           ½               



' -2* //0 :    !       6   ;= >  

   !   =  >                

'

 

' '

-+ 90 " -(9 0 "

" -8930>

  !  Æ = >   

     

  





; =

> ? ;=;= >>    

    

     =        > =

Planar Graphs FACTS

 '

-630 A              =       -6470>



' -2730 :        !        !  " 5             !  5¼         #   !     =  >=5  5¼ > ? 1



4.5.3 Extending the Classics Adding Toughness DEFINITION



' "   #   +     +  !    &     & 

  , & =+ >  +  ! =+ >      & 6      # 

FACTS

'

-H930 :                   

     := >  

 6

266

Chapter 4

'

-8 $L/10 :     

CONNECTIVITY and TRAVERSABILITY

      

'

-8L/10 :        6     

   := >   6

  !  Æ = > 

   

REMARK

'

 G   5     &     &          (   & ?     *!   -8 8: L110 #   =/  6>             6 $ 1 ! 

More Than Hamiltonian DEFINITIONS

' '

  

               2   2

            

 

               



'                !   /     #      / E        =! > (     #     #         

     2



'        = >      B         =     >         B     

FACTS

'

    => Æ = >       => := >          !                    

-8( 2:/90 "

    

    EXAMPLE



' 6         !               6                          FACTS

'

-8990 "      

'

           

!   = >  ¾    

-*/10 "       := >       #       !       : = >  =  4>     #  (  Æ = >  = E >      # 

'

-*/0 " ? = 9  >                 

  5    (   3 9 !   =(> E =3>  E        

Section 4.5

267

Hamiltonian Graphs

' -*/0 :  /   " ? = 9  >                  Æ = >  /   = > $ ¾  / E /¾        

 ' -J /70 -J /30 6 #                  Æ = >   = E >       !         ' -J  //0          :         " =>   E       #            ' -( 2J: 0 :     !               " => E =>  E =  />          5              REMARK

' 8     !        

   N#    .        !   ;   

4.5.4 More Than One Hamiltonian Cycle? A Second Hamiltonian Cycle FACTS

' A                        6                           = -6 70>

' -6/30 "

     

     

/   !  /  11 

  

   !        !  :   #         !      !    '*    =! > =  -   =>   =   =! >>> 6         ! ¼    ! ¼   ? !      #          !   ! ¼       !       ! 

' -6/90 :



' -*110 (         #     =>    

       !  Æ  = >   =>      Æ = >   Æ   E        "              =Æ  = >Æ = >>         

' -$ 970 -2$ 970 6 # 

    !   5       

! 



Æ  =

>



         

' -Q 970 -3/0 6 #  ,    #   4      

=     >  !                

268

Chapter 4

CONNECTIVITY and TRAVERSABILITY

REMARK

'

(        6  -6930 #  %    5     ! 5   =         !        > 6  #    =(  >

Many Hamiltonian Cycles FACTS

'

 

-6/70 : 

! ' (½ 3½  (¾ 3¾    ( 3 (½            

= > "     3½     3                  (½3½ 

     

=> "     3½     3     $    ½  ¾     =1  '    >     !       3 ½ (3        ·½  =  '>V          ½     

 '

            71¾    :¾ = >  E    

-( 340 :

= > "

   5          => "     7        ¾ ½ E    5       

 

 

 



' -A/0 :       !   =  > "      !  :¾= >   Æ = >           5       

Uniquely Hamiltonian Graphs DEFINITION

 '

            #        

FACTS



' -A!310 6 #  ,     B       !      

'

-H +3/0   B         #     = E />      B          #   

'

-8H /30 A   B           #  

   ¾ =3 > E  !  ? =  ¾ > ½    (    B              !        

Section 4.5

269

Hamiltonian Graphs

Products and Hamiltonian Decompositions DEFINITIONS



'                                             = E >  

'

A    !   &        #   = ½>   = ¾> 6       ? ½  ¾    

=

> ? =½ ¾>=½  ¾>  ½ ? ½  ¾¾

=

6         

=

> ? =½ ¾>=½  ¾>  ½½

?

=

¾> ½ ½>

 ¾ ? ¾



¾

 ½½  =

?



   

 ¾ ¾

=

¾>



 ¾      = > ? =½ ¾>=½  ¾>  ½ ? ½  ¾¾ ¾  ¾ ? ¾  ½½  = ½ >   ½ ½  = ½ >  ¾¾  =

6     

½>

½

¾>



6        =         !  > ? ½- ¾0    

=

> ? =½  ¾>=½  ¾ >  ½ ½

=

  ½ ? ½  ¾¾  =

½>

¾>



REMARK

'

H & -H 9/0 5              E              B  ' " ½  ¾              ½  ¾       T

FACTS



' -/0 : ½  ¾  !         7  &           !  &  7 6 ½  ¾            !  '

7  & => &   =>

=>   

¾

= >   

½

'

   

    77&  

"         ½  ¾               *                    ½



'

¾

-8/10 -Q3/0   ½  ¾        "            ½ ¾       

270

Chapter 4

CONNECTIVITY and TRAVERSABILITY

'

-( : /30 6                    ½              

'

-8 30 6 #      !               



' -J/90 = > "    

=> =>

   

    

 = >    - 0      "          = >    - 0      "        = >    - 0     

=> " =>

 = >    - 0 

 = >    - 0      "         = >    - 0      "  = E >             = >   E   - 0      "    #          = >    - 0

=> " =>

         

   #     

4.5.5 Random Graphs     +    5= >             !  - ?   DEFINITIONS

'

=3     >    1  *   :                -    !      * ' =3 .  (  >    4 ? 4 = >        !   & 

         6   7 ?   @   !  4      #        +                !      7 



'  !   @             B = >                

  







&   & ? 1     -   

' " Z           !           Z    "  5=">      F      B

                     "      



' 6 4 2    %            

#         2              6            %    

Section 4.5

271

Hamiltonian Graphs

FACTS

 '

- 970 -J970 6 #                      ¾       ' -J970 -J30         * ?   E  E   4 = > ?    E  E  6   



          

'

 

    

4 = > ?  = E 

1 E >'       5=       > ?  '       '     ' -+/ +/ 0 (   5     5          ' -(/ 0        %        ' -(110        %        "                   %        ;       %     %         -J30 (



REMARKS

'

"          - V    =!  B      >      !  C  D =    *> AI   !  ,  5   !                          &        6  !   ,  8G





' "      & !  #         !  

       ,           8G

 (  (  -8((340             

 '

     B        

 

4.5.6 Forbidden Subgraphs DEFINITION



'                    

       

     

  = > 6   -              #  5           !                 => 6   => 6  

;    ! #  5         5       #       #   =    &>

Figure 4.5.3

 !"  -    ;

272

Chapter 4

CONNECTIVITY and TRAVERSABILITY

FACTS

'

-.2H 30 "

 ½  -

= > 

   

=> 

  

' 







   

    U    

-8.J110 6 #          ,       

  -





  

'

-8L/10 "

  

 '

-2H 30 "

  

 '

-8/0 "

'

-( 2 /40 "



    

  

  

   

  -  

  - 

   

   

  -  

  

              

    



1

Other Forbidden Pairs     B  '       T 6  !       -8/0       -( 2/90      1   + !       

FACTS

'

,

 





?







+





+

6

  

, + 

-

     

, +



?

  =

  

 - 







> 

      

-  

 =

-  

!

1>           

'

-( 2/90 :

, +

 

, 

'

?

+  9  



?





1 6

  

-2:  0 :

 9  



?

= > A   

, + ? >   , +         -    -  

    =

     

=>

,

-8/0 -( 2/90 :

     

9





'

 9 

?

!

> 

             

  

    

             





?



;





-( 2/90 "     

   

  !    



        

    

Claw-Free Graphs "              !  

=

      

 6  !     B

'

  9 -   -  -   -  ?



6        B '



    !  

"   !        

         T 6  !  !       -( 2H :10 !            !  



! 

&

  Æ     

(  -( 2H 0           

    Æ      !     8& -810            !     !              " -( 2H 0                  

   !  

Section 4.5

273

Hamiltonian Graphs

DEFINITIONS



' ( # (        -- =(>0       

 (           -- =(>0       =- =(>> =;          !      ! >



' 6        !      2= >           ,        # (        



' 6            

  

5/=

>    

FACTS

'

-( 2/90 : , +     =, + ?  >         1 6  , +        #      , ?   +       -    -  



     -

' -/90 " 

'

- /90 :

2=

>  ! ,

=>       

5/=

    

    

  !    6

= >   =>



> ? 5/=2= >>

    2=

> ? 

REMARKS

 '

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CONNECTIVITY and TRAVERSABILITY

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Section 5.1

Graph Coloring

361

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367

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ALGEBRAIC GRAPH THEORY

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Section 6.2

6.2

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509

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ALGEBRAIC GRAPH THEORY

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Section 6.2

515

Cayley Graphs

61 "8 N 1 ( I            

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( G  (

N  ( BB

6OB8 [ O( I       ) 2   ( B

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516

6.3

Chapter 6

ALGEBRAIC GRAPH THEORY

ENUMERATION

     !        I    I    I    I    I    

5      #     N                I

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Introduction $     -                     I         )    C       : 

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   (  )    6=!8     (    -   %            :(    :  -  %           65  ?8

6.3.1 Counting Simple Graphs and Multigraphs DEFINITIONS



2               ) (    ½  ¾     (         )            )            

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2      4       



              



Section 6.3

517

Enumeration

2

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2

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2

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518

Chapter 6

Table 6.3.2

ALGEBRAIC GRAPH THEORY

1 " *$*" *  -  2 





















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Section 6.3

519

Enumeration

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520

Chapter 6

ALGEBRAIC GRAPH THEORY

EXAMPLES



2 7          0                         0    )    %       )         B  0  )               

Figure 6.3.1

/*  -  2 "  " 



2 7                       

 7       &  0               

Figure 6.3.2

0"" * *

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6.3.2 Counting Digraphs and Tournaments DEFINITIONS



2                 ) (    ½       (         )             )                              ) 



2     +    ,         (    (        (     &                )   ) 



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Section 6.3

521

Enumeration

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B     



  



 

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522

Chapter 6

ALGEBRAIC GRAPH THEORY



2       +,                )  )      

    

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Section 6.3

523

Enumeration

Table 6.3.7

 "     -  2  

   

5     

    

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! " ? B  

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EXAMPLES



2 7                                0    )    %        )          B  0  )                

Figure 6.3.3

   *

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2 7                   E       

  

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     -  2 

6.3.3 Counting Generic Trees DEFINITIONS



2              ) (    ½  ¾     (  )         )           )                              ) 



2              &(  (                                         %        

524

Chapter 6

ALGEBRAIC GRAPH THEORY



2      +        ,               FACTS

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Section 6.3

525

Enumeration

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½





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Section 6.4

6.4

533

Graphs and Vector Spaces

GRAPHS AND VECTOR SPACES     "!# !       $   A  I    N%     I   5)    '       I 5)    '         ) I    I 5)    I    I 5    N       I RIA           !  C   I    I 5   

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6.4.1 Basic Concepts and Definitions              

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4 ½  ¾     ( 

,



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4 +  ,      +    ,   4 ½ ¾      





 

534

Chapter 6

ALGEBRAIC GRAPH THEORY

  $            +    ,    (       )  (      )     +   , DEFINITION



2                    &                                

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2

$                          + (    ,

EXAMPLE

2

>&     ?               7   

v1 e1

e3

v2

v3 e2

e4

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v5

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v4

Figure 6.4.1 Subgraphs and Complements DEFINITIONS

2

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2

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2

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2





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Section 6.4

535

Graphs and Vector Spaces

EXAMPLES

2 7  

4 ½   (        )      

 7        7    +, 7     4    (        &  )        7    +), 





v1 e1

e3

v2

v3

v5

v4

e8

(a) An edge- induced subgraph of the graph G

v1 e1 v2

v4 (b) A vertex-induced subgraph of the graph G

Figure 6.4.2 0 "#"" $ "  23#"" $

2       )  



     7   +),



 7   +,     

v1

v1 e3

v2

e1 v3

v2

v3

e2 e4

e5

e7 e6

v5

v4

v5

(a) Subgraph G'

Figure 6.4.3 0 $

e8

v4

(b) Complement of G' in the graph G 



"   * 







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536

Chapter 6

ALGEBRAIC GRAPH THEORY

Components, Spanning Trees, and Cospanning Trees DEFINITIONS

2

          -      

               (         N%   B     



2                  &       

 

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EXAMPLE

2

      "                          7    v1 v1

 7  

e1

e3

v2

v3

v2

v3

e2 e4

v5

v4 (a) A spanning tree T of G

Figure 6.4.4

e5

e7

v5

e6

e8

v4

(b) The cospanning tree with respect to T

0   "    "      

FACTS

2

   &    )            

Section 6.4

537

Graphs and Vector Spaces



2            &       )           ,  H                 /     / )   ,  H /   REMARK

2

'     (    



            

Cuts and Cutsets DEFINITIONS



2 I         4 +  , 3 ½   )   9  )      4    + (         ,               &                      !   "          &    ( 

       



2                        $   (                                         

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2

7      7   (   !   "(    4      4                 (   (       7   +,                      5 ( !  "                   (     

 7   +),                     

v1 v3

e1 e2

v2 e4 e7

v5

v4

e8 (a) A cut of the graph G

v1 v2 v3

e5 e4 e6

v5 v4

e7 (b) A cutset of the graph G

Figure 6.4.5

0  "       

538

Chapter 6

ALGEBRAIC GRAPH THEORY

The Vector Space of a Graph under Ring Sum of Its Edge Subsets DEFINITIONS

 2

5           4 ½             )    )   )              

             7 & (  )    + B B    B B,     )              7   





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   +   '   ,      (      (          )      )    )      



2      ,   4 +              ,  4 +               ,    4 +?  ? ?     ?      ? , (   ? 4  )   )     ( +    + (  ) B 4 < B )  4 < B ) B 4 B<   )  4 B, FACT



2  ,         )         ,       )    ,         )      +      ,    ,       7+,(  %      (        

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2 2

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2  2

$         (           6 8

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6.4.2 The Circuit Subspace in an Undirected Graph DEFINITIONS



2                &        I  (          

2

                           

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Section 6.4

539

Graphs and Vector Spaces

FACTS

2 2

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            9     (           )       )    )            

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       )          (   ` + ,

      

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2          7        (         (      7     v1 e1

v1 e3

v2

e1

e3

v3 v 2

v3

v2

e2

v3

e2 e4

e7

e7

e4

e6

e6 v5

v4 v 5

e8 (a) Circ G1

Figure 6.4.6

e8

v4

(b) Circ G2

v5 (c) G1

G2

-     "   

REMARKS

 2 2

7    )  P)  6P8

  (        + Ü,

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Fundamental Circuits and the Dimension of the Circuit Subspace DEFINITION



2              "           :     (                  

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FACTS

2

               " (     ,    H     (       " 

540

Chapter 6

ALGEBRAIC GRAPH THEORY



2                              " (   (                

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2

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2 $                       (      ) &                    

2

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2

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6.4.3 The Cutset Subspace in an Undirected Graph    %             5          )      )  & DEFINITION



2             9       

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2

>                  9     ( 6+ ,         



2  2

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Section 6.4

541

Graphs and Vector Spaces

EXAMPLE

2

I        7       ½ 4 !½  "   4 !   "  7   (    4    (  4   (  4       4      4        (  4       (     4        #   (   )      4 !0   4   "(   0 4    4    ( 4

4    4  (



4    4  (



4    4  

$ (          )      7   Fundamental Cutsets and the Dimension of the Cutset Subspace DEFINITIONS

2

3 " )              (   )  )   "  $       &       "  (         !   "                   

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 2

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2

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2 $            )          (     ) &           5        

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2        )  6+ ,        :  8+ , 4   /



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542

Chapter 6

ALGEBRAIC GRAPH THEORY

EXAMPLE



2 7        7   (                " 4 ½         A   A   A 





4     (



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4 

     

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6.4.4 Relationship between Circuit and Cutset Subspaces A       )                             (                7         7     5               - )            &  & Orthogonality of Circuit and Cutset Subspaces DEFINITIONS



2  )   ,              <  )               <   ,    

           

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Section 6.4

2

543

Graphs and Vector Spaces

      )               

Circ/Cut-Based Decomposition of Graphs and Subgraphs DEFINITION

 2

    )                 

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                FACTS

2

$     )                      (                       

2

6I!8        )             

              )      

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2

6I!)( 1 #!8 >      )                   $                 )        :  '(           EXAMPLES

2

I         7   ! $  )  %      )          )        5       )  

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4 + B B B

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4 +B  B B

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4 +B B B 

B B ,

4 +   B

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$         )    ) &            (     7 

544

Chapter 6

ALGEBRAIC GRAPH THEORY

7 (   +B B   B  ,(       )      )       (  ) &  2 +B B   4

+

B  ,

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4



     

B B, +    B  ,

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e4

e7 e3

e2

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e6

e1 Figure 6.4.7 9

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2 I      

  7   " $         (  ( (              =       )                    )        ) &             =  (     7 (         )        %   2 

+     ,

4

+  B  B

B,  +B B

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(  +B B  B  ,

v1 e1 e6 v2 Figure 6.4.8 9

e4

e2 v4 e5 e3

,

v3

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Section 6.4

545

Graphs and Vector Spaces

6.4.5 The Circuit and Cutset Spaces in a Directed Graph $             (           A(   

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Circuit and Cut Vectors and Matrices DEFINITIONS



2

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546

Chapter 6

               

         



ALGEBRAIC GRAPH THEORY



,

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The Fundamental Circuit, Fundamental Cutset, and Incidence Matrices

J&(  %                                            &                 REMARK

2

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DEFINITIONS

2

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"

             



2               (   0 (     )  &     &                   )  &      &                              ) 0



2   &    )       

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2 I          7   ?+, )                  7   ?+),  +,(                   +    B  B B ,  + B  B B   B ,(    



2 I         "       7   ?+,         (  (  (                      "       &               

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B  B B B B  B  B B 

 

Section 6.4

547

Graphs and Vector Spaces

v5 e4

e7 v1 e3

v3

v2

e1

v1

v4 e2

e2

e2

v3

e6

e5

v4

v2 e5

e5

v5

e6 v3 v1

e3

v4

v2

e1 (a) A directed graph.

(b) A circuit with orientation

(c) A cut with orientation

Figure 6.4.9 0 "" 7  7 "   -    7 

  

I # &2 A  A  A  A 

   

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2

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Chapter 6

2

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553

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Chapter 6

ALGEBRAIC GRAPH THEORY

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555

Graphs and Vector Spaces

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65 8 5 5  # A ( 1 ( ? 

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6.5

557

Spectral Graph Theory

SPECTRAL GRAPH THEORY

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558

Chapter 6

ALGEBRAIC GRAPH THEORY



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2 2

559

Spectral Graph Theory

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2

ALGEBRAIC GRAPH THEORY



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561

Spectral Graph Theory

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Chapter 6

ALGEBRAIC GRAPH THEORY

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567

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569

Spectral Graph Theory

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ALGEBRAIC GRAPH THEORY

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571

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572

Chapter 6

ALGEBRAIC GRAPH THEORY

6N !B8 # N )(                   (     2       *  

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573

Spectral Graph Theory

65 !B8 K = 5

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6.6

Chapter 6

ALGEBRAIC GRAPH THEORY

MATROIDAL METHODS IN GRAPH THEORY '  $( )         # 2 A  N%    >&        & 5         

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575

Matroidal Methods in Graph Theory



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