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JAIST Repository: A context-dependent knowledge model for evaluation of regional environment

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Japan Advanced Institute of Science and Technology

JAIST Repository

https://dspace.jaist.ac.jp/

Title

A context-dependent knowledge model for

evaluation of regional environment

Author(s)

Kawano, S.; Huynh, V. N.; Ryoke, M.; Nakamori, Y.

Citation

Environmental Modelling & Software, 20(3):

343-352

Issue Date

2005-03

Type

Journal Article

Text version

author

URL

http://hdl.handle.net/10119/4999

Rights

NOTICE: This is the author's version of a work

accepted for publication by Elsevier. S. Kawano,

V. N. Huynh, M. Ryoke and Y. Nakamori,

Environmental Modelling & Software, 20(3), 2005,

343-352,

http://dx.doi.org/10.1016/j.envsoft.2003.12.012

Description

(2)

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wi|lr |hln l|gmn ijg i|j s

x lpwifijgn lg iqm nmy i s fjo hmnmg hm { riqmzomn jg r { tjm g hm hln p plg l | s

f|mn fify g hm jm |hln l|gmn ijg i|j g s p s |rtjgmn ify if s n pmn g s s vu g lif |rtjgmn j| s nnm jk s fpifyg s nmy i s fjo ig hg hm h s w s ym fm s tjj s |ilrlfp m | s f s wi|lr

|hln l|gmn ijg i|j nm rlg iqm r { ~ ‚m g hm f tjm g hm j s xg plg lz o ig h hm rk ify s x plg l wifify gm |hfiƒtm jzg s pmqm r s kn trm u v ljm pw s pm rjo hi|hjh s oljj s |ilg i s f v mgomm fmqlrtlgm p igm wj s xnm jipm fg jifg hm|rtjgmn j~„iflrr { zlnm rlg i s fjhik v mgomm fhln pplg llfpj s xg plg lg hn s ty h lfifgmyn lgm pw s pm ro irr v mm … k r s nm p~eg ijjh s o fg hlg g hmj s xgplg lij n lg hmn nm ril v rm lfp om jh s trp ifgmyn lgm jt v }m |g iqm † f s o rm pym rm ln fg xn s w j s xg plg l ifg s w s pm rrify s xm fq in s fwm fg lrijjtm j~ | ‡ˆ‰‰Š ‹rjmq imnŒ|im f|me f|~ rrn iy hg jnm jmnqm p~ ;> L = 8 X ? H ‹fq in s fwm fg lrw s pm rrifyzx t ŽŽ{ |rtjgmn ifyzplg lwififyz s kg iwlrn trmz | s fgm … g u pmkm fpm fg † f s o rm pym w s pm r   s nnm jk s fpify ltg h s n~„l …‘ ’“ u” • “ u– “ u ““ Š— ˜™CA9 C?? X > HH š›œšžŸ   ¡ ¢ £¤   ¥ ¤ Ÿ¦ § ¨~©~ªt { fh«~ ¬  tnnm fglppnm jj ‘ ©­®¯e fjg ig tgmx s nŒ s |img { lfp‹fq in s fwm fgz„ s nm jg° s omn ” „z “ u — u “ ‰z ± {s v ljhiz  ht s u † tz° s † {s z “ ‰Š u ‰‰ ² “ z ³lk lf~ ´ ÀÁ ÀÀ Æ Î

(3)

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(5)

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(6)

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(7)

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(8)

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(9)

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(10)

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(11)

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(12)

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(13)

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(14)

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(15)

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

(16)

   #  ) $ $  $   4  3 4??# 

(17)

           &   % & / %          '     &    &        (   &   $  ) %     2 )               % &    &   '        >   ) '      &      % $        &        >   ) '      &     % $       &   4    >   ) '      &      % $        &       >   ) '      &      % $        &    ?     >   ) '      &     % $       &        7     &    '   &        7     &    '     &       4     7     &    '   &        >   %     &     % $       &      >    %     &      % $        &    4     >   %     &     % $       &   

(18)

“ s s

(19)

"   ' "  $   „iy~ ˆ~ °hm wm w v mn jhikx tf|g i s fj s x k s k trlg i s flfp pi tji s fn lgm s xjmomn lym 4

(20)

SC-optimal borders for cluster 1

0

20

40

60

80

100

0

20

40

60

80

100

Support (%)

Confidence (%)

Total evaluation = 1

Total evaluation = 2

Total evaluation = 3

Total evaluation = 4

Total evaluation = 5

SC-optimal borders for cluster 2

0

20

40

60

80

100

0

20

40

60

80

100

Support (%)

Confidence (%)

Total evaluation = 1

Total evaluation = 2

Total evaluation = 3

Total evaluation = 4

Total evaluation = 5

l« v «

SC-optimal borders for cluster 3

0

20

40

60

80

100

0

20

40

60

80

100

Support (%)

Confidence (%)

Total evaluation = 1

Total evaluation = 2

Total evaluation = 3

Total evaluation = 4

Total evaluation = 5

SC-optimal borders for cluster 4

0

20

40

60

80

100

0

20

40

60

80

100

Support (%)

Confidence (%)

Total evaluation = 1

Total evaluation = 2

Total evaluation = 3

Total evaluation = 4

Total evaluation = 5

|« p«

SC-optimal borders for cluster 5

0

20

40

60

80

100

0

20

40

60

80

100

Support (%)

Confidence (%)

Total evaluation = 1

Total evaluation = 2

Total evaluation = 3

Total evaluation = 4

Total evaluation = 5

m« „iy~²~Œ  u s kg iwlrn trm j !

(21)

v “ °hm wm lfify s xqlrtm j s xqln il v rm j                 l u “  “ f s o ig hlhiy h | s f pm f|m l u ’  “ qmn { v lp  ˆ f s o ig hlr s o | s f pm f|m ˆ v lp l u”  ² fm tgn lr ² wm pitw Š { m jo ig hl r s o | s f pm f|m Š y ss p – { m jo ig hl hiy h| s f pm f|m – qmn { y ss p

(22)

v  n trm u v ljm pw s pm rx s

n mqlrtlg ify olgmn ƒtlrig { s x|rtjgmn “       ¬ ¬  “      “      –             “ ¬      “    “       Š             ˆ ¬        –      ˆ             ² ¬     “      –        –             Š ¬        –      “       “            – 4

(23)

v  n trm u v ljm pw s pm rx s

n mqlrtlg ify olgmn ƒtlrig { s x|rtjgmn ˆ        ¬     “    “      –             “      Š       Š             ˆ   –      “             ²    –      –       Š             Š         –      “       Š            –

(24)

v  n trm u v ljm pw s pm rx s

n mqlrtlg ify olgmn ƒtlrig { s x|rtjgmn ²        ¬   –      “      –             “      ˆ       Š             ˆ         –      “             ²          Š       ˆ        Š             Š         –   –      “            –        –

(25)

v –  n trm u v ljm pw s pm rx s

n mqlrtlg ify olgmn ƒtlrig { s x|rtjgmnŠ        ¬     Š             “      “      –             ˆ         –      –      –             ²          –    –      –             Š      –    –      “        –             –

(26)

v  n trm u v ljm pw s pm rx s

n mqlrtlg ify olgmn ƒtlrig { s x|rtjgmn –        ¬    –      ˆ             “      Š             ˆ       ˆ             ²      –      –        –             Š       “            –

(27)

v ” ln lwmgmn j s xwm w v mn jhikx tf|g i s fjif|rtjgmn “ wif  ¬ ¬  ¬    ¬  wl …     §   “ « —~ ” Š —~ ” Š —~ ” Š —~ ” Š —~ ” Š        §   ˆ« • ’ ~ – • ’ ~ – • ’ ~ – • ’ ~ – • ’ ~ –

(28)

v ’ ln lwmgmn j s xwm w v mn jhikx tf|g i s fjif|rtjgmn ˆ wif  ¬      wl …     §   “ « ²~‰ • “ ‰~ ’ ““ ~ “ “ ˆ~ ” ²ˆ~ –        §   ˆ« ~‰‰ ˆ—~‰ ²²~Š – ²~— ” •~ˆ

(29)

v ln lwmgmn j s xwm w v mn jhikx tf|g i s fjif|rtjgmn ² wif   ¬        wl …     §   “ « ~•—ˆ ˆ~— “ ²~ˆ‰ Š~ˆ• •~‰ˆ        §   ˆ« “ ~ – ‰ “ •~• “ —~ˆ ˆ•~ ’ ²²~² 4

(30)

v “ f ifgmyn lgm pw s pm rx s

nmqlrtlg ifyolgmnƒtlrig { s x |rtjgmn “       ij C [ 8 J I —~ ” Š               ² ”” ’ ‰ “ ” ’       ij C [ 8 J I • ’ ~ –   § u n lg i s   ²~ˆ‰ ” « n trm j ¬ ¬ ¬  lnm gn tm ‰ˆˆˆ    § u n lg i s  u Š~ “ ˆ‰« ‰Š – ’    § u n lg i s  u —~ “’ ” «

(31)

v ““ f ifgmyn lgm pw s pm rx s

nmqlrtlg ifyolgmnƒtlrig { s x |rtjgmn ˆ       ij C [ 8 J I ““ ~ “               “ ‰Š – ‰ ˆŠ “       ij C [ 8 J I ²²~Š   § u n lg i s   ˆ~²² ” « n trm j  ¬   lnm gn tm ‰ – ² ’   § u n lg i s  u ²~Š—— « ‰Š— –     § u n lg i s   ˆ~ ’ ••«

(32)

v “ f ifgmyn lgm pw s pm rx s

nmqlrtlg ifyolgmnƒtlrig { s x |rtjgmn ²       ij C [ 8 J I ²~ˆ‰               ² ’ ˆ² ‰ŠŠ “         ij C [ 8 J I “ —~ˆ   § u n lg i s  u ²~ˆ— ’ « n trm j  ¬   lnm gn tm ‰ˆ²²     § u n lg i s  u ˆ~² ” “ « ‰ “ Š—     § u n lg i s   “ ~ – • “ «

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