Modèles de séries chronologiques Bilinéaires : Estimations, Algorithmes et Applications
Texte intégral
(2)
(3).
(4)
(5)
(6)
(7)
(8) . .
(9) .
(10)
(11)
(12) . .
(13)
(14) !" #$%
(15)
(16)
(17) !. .
(18) !. " #$. %
(19). # ! "& # ' . . ( # )#( . $ # . "&" #*. $ . " #$. $ . (#+! . ", . (-#-.. ", .
(20) . /
(21) .
(22) 0.
(23) 1. *
(24) 2
(25) 3 4" $
(26)
(27) 53"$ 6 4" # 4.
(28) 0 7
(29) . 0 " !. .
(30)
(31) 0. 3
(32) !4 ,
(33) . % 8 9. 0. .
(34) 4 .
(35) .
(36)
(37) 4 0 ..
(38) /4 4
(39)
(40) : 4 4 0 / . .
(41) 0. * . ; % ( ( 4
(42)
(43) .7 , 0.
(44) . '' * % 4" 4
(45)
(46) ! 0. / ,7 ' % 4" 9 % 4"&" 4
(47) 47 0. 3 .. . .
(48) <.
(49) 4
(50)
(51)
(52) ,0. / 4 4 / % ( 4+! ' % (- -. 4
(53) ! 0. / , . $! = >
(54) $ " * 4?($ @
(55) @ 4 0. *4 4 ' " ; 2 0
(56)
(57) 7.
(58) 4 ! .
(59) 0
(60) , " . . 0
(61) 4 0. ": ! " A / 7 / A ; ' B : ' 0.
(62)
(63) " # . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 1. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. <. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. C. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. D. $ % 0 0 01. 0<. 0C. 0. &'. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 A
(64)
(65)
(66)
(67) . C. $ 0 0 0 0 0. .
(68) . . $ . 0 0 0 0 0 0 0 0 0 0 0. E. 010.
(69) % $ . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. D. 010.
(70) % $ . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 1. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 1. 9
(71) 0<0.
(72) 9
(73) . 0<0.
(74) 9
(75) . ( F. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 11. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 1<. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 1. 0C0. %
(76) 4
(77) . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 0C0. %
(78) 4
(79) . 0 0 0 0. 3
(80) 4
(81) . 1 1G. 0 0 0. 1D. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 1D. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. <. 00.
(82)
(83) . 00.
(84) . 001.
(85) 4 . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. C. <.
(86) . 00< 0G. 0E. 0D.
(87) , . 0 0 0 0 0 0 0 0 0 0 0 0 0. <.
(88) 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. <<. 0G0.
(89) 4
(90) . 0 0 0 0 0 0 0 0 0 0 0 0 0 0. <<. 0G0.
(91) 4 . 0 0 0 0 0 0 0 0 0 0 0 0 0 0. <E. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. C1. 0E0. * :
(92) . 0 0 0 0 0 0 0 0 0 0 0 0 0. C1. 0E0. 7 > 7 > . 0 0 0 0 0 0 0 0 0 0 0 0 0 0. C<. 0E01. %
(93) 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. CC. 0E0<. * * .H 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. CC. * 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. C. (
(94) . . . & ( ) ) * +,-.-.&.$/ 0 1 '2 0. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 0. . 4 . 01. . . . . . . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. CE. 00.
(95) . 4 0 0 0 0 0 0 0 0 0 0 0 0. CE. 00. * 4. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. . 001. . . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. :
(96) .
(97) . 4 . 0<. 4 . CG. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 010. $ . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 010.
(98) . 4 . E D. 0 0 0. GG. * 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. E. 3 ( ) ) * . +,$.-.$.$/ 0
(99) * , 4 &--5/ 63 10. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. E1.
(100) G. 10. . 4
(101) . 4 . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. E<. 100.
(102) . 4 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. E<. 100. * 4. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. E. 101. . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. EE. 10<.
(103) 4 ; 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. D. 10<0.
(104)
(105) 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. D. 10<0. $
(106) ,
(107) ,. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. D1. * 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. DC. 10C. 5 ( ) ) * +,-.-../ * . 72 <0. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. <0. . 4
(108) . 4 . <01. DE. <00.
(109) . 4 . 0 0 0 0 0 0 0 0 0 0 0 0 0. DE. <00. * 4. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. . <001. . <. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 4
(110) 3 .93. <0<. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. DG. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. <010. I .. / . <010. 4 . D. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. . * 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. G. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. D. 0 0 0 0 0 0 0 0 0. . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. C. 4 . 8 0
(111)
(112) .
(113) E.
(114) 0. A
(115)
(116)
(117) 0 0 0 0 0. G. 0. A .
(118) 0 0 0 0 0 0 0 0 0 0. G. 01. $
(119) @ <@. 0<. . . .
(120) . . . . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. GD. $
(121) . .
(122) . @ <@. 0C. . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. GD. $
(123) . .
(124) . @ <@
(125)
(126) . 4 *. 10. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. D1.
(127)
(128) 4#;
(129)
(130) . +0. 101. E. $
(131) .
(132)
(133) 4#; . 10. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 0 0 0 0 0 0 0. D<.
(134)
(135) 4#;
(136)
(137) . +0. 0 0 0 0 0 0 0. DC. <0. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 1. <0. . ! . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. <. <01. . ! . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. C. <0<. . ! " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. . <0C. . ! " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. . D.
(138) . <0. . ! " 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. G.
(139)
(140) 0. 9 " -#
(141) JC 0. G. 0. 9 " -#
(142) J. G. 01. 9 " -#
(143) JC. G. 0<. 9 " -#
(144) . . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. E. 0C. 3
(145) 8. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. G. 0. 3
(146) 8. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. G. 0G. $
(147) . . !
(148) 3K 0 0 0 0 0 0 0E. $
(149) . . !
(150) 3K 0 0 0 0 0 0 0D. GC. GC. $
(151) 4 9 , % 4 . .
(152) 3K 0 0 0 0 0 0 0. GC. 0 $
(153) 4 9 , % 4 . .
(154) 3K. 0 0 0 0 0 0 0 0. G. 0 $
(155)
(156) 3K 3K. G. 0 3
(157) <. GE. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 01 * * , . 0 0 0 0 0 0 0 0. E. 10. 9 " -#
(158) JC 0. ED. 10. 9 " -#
(159) JC. ED. 101. 9 " -#
(160) JC 0. D. .
(161) . 10<. 9 " -#
(162) JC. D. 10C. 3
(163) 34
(164) ,
(165) 4#; 0 0 0 0 0 0. D. 10. L * +. DC. <0. . 9 . ". . -# . . . 0 0 0 0 0 0.
(166) . . 4. 3F( JC 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 <0.
(167) F 9 . 9
(168) JC 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. <01. . 9 . ". . -# . 4. 3F( J <0<. . 9 . ". . . . .
(169) . . . . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 9 . . ". . -# . . .
(170) . G. . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. G. 9
(171)
(172) F 9 JC. <0D. . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. -# . 4. 3F( JC <0E.
(173) . 9
(174)
(175) F 9 J. <0G. . 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. 4. 3F( J <0. . . 9
(176)
(177) F 9 J. <0C. C. 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0 0. G. 9 " -#
(178) JC. E.
(179) 1. % , 4
(180)
(181)
(182)
(183)
(184) 0 & !
(185) 4
(186) : . 4 0 & , ,
(187) . & , . 4
(188) # . 4 .
(189) . 4 .
(190) . 4 . 0. * 4 . : 4 0. & . .
(191)
(192) . .
(193) , . . . 4 . . . . . . 4. : F .
(194) 4
(195) 0. & .
(196)
(197) Æ
(198)
(199) A
(200) .
(201) ; 0
(202)
(203) % , .
(204) 0. & . 4
(205)
(206)
(207)
(208) . . M :
(209) 0.
(210) <. H ' ) H H 0 + . H . . 0 + H ' H . &H . . :# . # :# . . # . . 0. - : H . 0. - H . , ' . F : . 0 - ) F : . 0 H Æ # A. ; 4 0 - .. H # 0 + . H : H 0.
(211)
(212) & , 2
(213) 0. . "
(214)
(215) 0. 5 6 5 6. 5 6. . * . L . . 0. 0. $ . 0. % F '0. J ,5 . .
(216) 6. & 4 . 4 . . . . 0. 0. L". L 0. L. L
(217) 0. . -
(218) . 0 C. 0.
(219) . . 6. 5. . 0. 5 6. + 9#. 5 DE6. 3 %
(220)
(221)
(222)
(223)
(224) 0 , )0 "
(225)
(226)
(227) F % :
(228) . . . % L . 56 J 5
(229) 6 . . N
(230) 6.
(231) : . O
(232) . . . . 0 #
(233) : % L0. 3
(234)
(235) . . . 0. + . 5A DDC6. . 3 A
(236) : . . 4
(237) . . . . 56 J. + : . ,. . . ,. .
(238)
(239) . . .
(240) . . 0. . 5A DDC6. *
(241) : .
(242) , . . 0.
(243) .
(244) , .
(245) . 56 J. .
(246) 6. 5. . 5. . . . 6. 5. . . 6 5
(247) 6 . . . ; 3 $ 4 .
(248) . . 6. 5. . . . . . . J .
(249) . . G. . 0. < 3 F ' 5 6 , .
(250)
(251) . . J. . J 5
(252) 6. .
(253) .
(254) .
(255) . . . . .
(256) . . . . . . . . . . . .
(257) . N! P . !. 4# # .
(258) . . 4 0. + ) 4 * 4. 4 . # # # . 0 3. .
(259) !. . ". ". # #7 #7 .
(260) 7.
(261) . ,
(262) . $ $ 0.
(263)
(264)
(265) 0. ( ;. $J. . . " . $. 9
(266) %. J. . . " . $ $ 6. 5. 5
(267) 5DD66. 3 .
(268) . E. ( ;. 5@ . @6. & J. ; .
(269) ". . . $ $6. 5. . 5@ " @6. ' (. J. . . " . $. ( == ;. ,>
(270) = (>/ )' (. J.
(271) " . ( ;. ' * $. . #. J. . $. 5@ %. " @6. . $ " # . 0. ?@ ! &
(272) & J.
(273) & )' (.
(274)
(275)
(276) . . . . . ,. . . . . #
(277) . .
(278) . !
(279) 4 .
(280) . .
(281) . . . . . . . 4 . . ... . 4
(282) , #
(283) 0 " 2 4, #
(284)
(285) . 0.
(286) 5936 % #
(287)
(288) . 5-$6
(289) . , 5"K%$6 $*;000 5 A
(290) . 5DD<660
(291)
(292) ,
(293) 0 4 .
(294)
(295)
(296)
(297) 4 . * .
(298) 5 B 5DCE66.
(299)
(300)
(301)
(302) 7. 5 5DG66000 " 4 .7 A. 5DGE6
(303)
(304)
(305)
(306)
(307)
(308) 0. . $ 5DE6 A
(309) . 4
(310)
(311)
(312)
(313)
(314)
(315)
(316)
(317) ,
(318) 0 " 5DE6 A
(319) .
(320)
(321) 4, 4
(322) 4, 4
(323) . 4 0 "
(324) 4.
(325) 5DE16 5DE<60. D.
(326)
(327)
(328) . .
(329)
(330) .
(331)
(332) , 4,
(333) 4
(334) $ $ H' 5DE160. ! 9'. * 4
(335) .
(336)
(337)
(338) 4
(339) 4, 0 . &
(340) % - 5DE6 . . .
(341)
(342) A
(343) . 5DE<6
(344)
(345) 0 34
(346) 5DEC6
(347) 4
(348)
(349)
(350) ' 0. " 2. %
(351) ' . ,0
(352) 4, 4
(353)
(354)
(355) 4 4, 4
(356)
(357) 0 " 5DE6 A
(358) .
(359)
(360) 4
(361) Æ . , . . ,
(362) Æ
(363)
(364) : . 5DGD60 *4 .7 4 ' 4
(365)
(366)
(367) 0. " 2 A
(368) . % 5DEG 6 . 4
(369)
(370) . , 5DD6 3 4
(371)
(372) .
(373)
(374) ,0. + . 4
(375)
(376)
(377)
(378)
(379)
(380) 4 4
(381)
(382)
(383) 0 34 , .
(384)
(385)
(386) $ A. 5DE<6 . ,0 " 5DEG 6 A
(387) . %. 4 . , . .
(388) .
(389) 0. " 5DD6. F 9 .
(390)
(391)
(392) . .
(393)
(394) . 4
(395) 4 0 3
(396)
(397)
(398)
(399) .
(400) 7 0. * . ,
(401)
(402)
(403) 0
(404) . %. A
(405) . % 5DD6 B ! 5DDC6 9. . ; 5DD DDDDE6 ; 9. 5DDE 60. .
(406) , 4
(407)
(408) 4 .
(409) 0. "& ' ( & . . 4 . . . . . 4 . . . . .
(410) ,
(411)
(412)
(413) 0 & 4
(414)
(415) , # . 4. : F 5; 5DD<660. * ! .
(416)
(417)
(418) . 4 4
(419) , , 4, .#
(420) 4. : F0 34 4 , $ 0 + % 5DE6 F 5DE16 5DEG60 4 , 4
(421) M : F
(422) * '
(423)
(424) 5DE16 5DED6 ; 5DD60 ". . . . . . M . 4 .
(425) !
(426) 2
(427)
(428) , .# 0.
(429)
(430)
(431) . . 3 .
(432)
(433) .
(434) . *
(435)
(436) 0 3.
(437) . . . . . . 7 . Æ . . .
(438) : 4 4 4 . #
(439) 0 " , .
(440) 0. + . 8-- % O 0 4
(441)
(442) 7 .
(443) #
(444)
(445) . 4
(446) :
(447) 4
(448) : 0
(449)
(450) .
(451) 0 4 .
(452) : ,
(453) 0 3 . .
(454) 4. 4 .
(455) 0. )
(456) * 4 3. .
(457) . .
(458) 0
(459) .
(460)
(461)
(462)
(463) : $
(464)
(465)
(466) 4
(467)
(468) 0 34 !
(469)
(470) :
(471)
(472) . ,
(473) ,0 " . .
(474) . .
(475) : . . .
(476) . .
(477)
(478) . . .
(479)
(480) . 4,
(481) 4
(482) 0 34 ! # . 4
(483) 0.
(484)
(485)
(486) . 1. * . : F
(487) % . . . .
(488) . 4
(489) . 4 . . . . . . 4. 4 . . 0. :. . F. 4, . . . .# 4
(490)
(491) 4
(492) 4
(493) 0 3
(494) 4 , .# , 0. *
(495)
(496) .
(497)
(498) 4
(499)
(500) 0.
(501) .
(502) 4
(503)
(504)
(505)
(506)
(507)
(508) 0 & 4
(509) :
(510) . 0 % : M 0. . 8. . 4 .
(511) . 4 ,0. & .
(512) :
(513)
(514) 4
(515) 4 4
(516) . 4, .# 0. "
(517) 4. . 4 0 % ! : .
(518)
(519)
(520) ,
(521) : 0 3 ,
(522)
(523)
(524) 4 !
(525)
(526) . 0 - 4
(527)
(528)
(529) $ 0 "
(530)
(531) 4
(532) ! ,
(533) :
(534) . 0. 4!
(535) . . 0. " ! :
(536)
(537) .
(538)
(539)
(540) . <. * .H 5DD<60. 3. .
(541)
(542) 4 4.
(543) . 4 0. 3 7 , .
(544) 4# #
(545) :
(546)
(547)
(548) 4
(549) 0. 34. 4 .
(550) : , 7
(551) . 0 ?. .
(552) . 4 . 4#; .
(553)
(554)
(555)
(556) . . ,.
(557) .
(558) . . . : .
(559)
(560)
(561) 0. 3. =. . 4 .
(562) . 4 . 0. % .
(563) .
(564) 4
(565) 2
(566) ! , 0. &
(567)
(568)
(569) . , .#
(570)
(571) % H
(572) , , 0 4. 4 ,#
(573) .
(574) 2
(575)
(576) . M :
(577) ! 0 .. / 0. * .
(578) 4
(579)
(580) . , .
(581) #
(582) $*; A$*;
(583) . 0 &
(584) 4 .
(585)
(586) 4 0 & . 4 . 0.
(587)
(588) *+* . . . . . . . .
(589) 7 . . .
(590) . . 4. .
(591)
(592)
(593) # 0. *
(594)
(595) .
(596)
(597)
(598) 0. & 47 >
(599) :
(600)
(601) # $
(602) . 5$ 6 .
(603)
(604)
(605)
(606) 59360 3
(607)
(608) 0 3 4 . 4
(609) ! 0 * .
(610) , . : F0
(611) #. . < C
(612)
(613) 4. : 4
(614) 0 F
(615) 4
(616) . 4
(617)
(618)
(619)
(620) . 3.
(621) #.
(622)
(623) :
(624) . .,
(625) 0. & . . :
(626) . 0. C.
(627)
(628)
(629)
(630) . . *+, -
(631)
(632)
(633) . /
(634) ).
(635) 4 , .
(636) .
(637) #! 0. % .
(638) 0
(639)
(640) : ,
(641) 0. 1 $
(642)
(643)
(644)
(645)
(646)
(647)
(648)
(649)
(650)
(651)
(652)
(653) . 1 &
(654)
(655)
(656)
(657) .
(658)
(659)
(660)
(661)
(662)
(663)
(664)
(665)
(666) " + 5. 6. . 1 3 .
(667)
(668)
(669)
(670) !
(671)
(672)
(673)
(674) !
(675) !
(676) "
(677)
(678)
(679)
(680)
(681) ! . 1 5
(682) .
(683) 6. 5.
(684) 6.
(685)
(686) !
(687) #. 5. !
(688) , !
(689) !
(690) -
(691) !
(692)
(693) . !
(694)
(695) / .
(696) N N. P. P J. 5. 6 J. 5. 6. (8 0 ? 4 Q # . $
(697) 6.
(698) 5. 4
(699)
(700) . N$
(701) P J 6
(702)
(703) 5/ 5.6 J . J 6 7. 5. N$
(704) P J 0. 5. J. / 5660.
(705)
(706)
(707)
(708) . G. 1 '
(709)
(710)
(711)
(712)
(713)
(714)
(715) . $
(716)
(717) "
(718) #
(719)
(720)
(721) "
(722) % Æ
(723) &
(724)
(725) # '
(726)
(727) . # . .. . .
(728) J ' . . . (
(729)
(730) ' -.
(731) . . N
(732) P. J. 1 A
(733)
(734)
(735) .
(736)
(737)
(738)
(739)
(740)
(741)
(742) $
(743)
(744) $ $
(745)
(746) " $
(747)
(748)
(749)
(750)
(751)
(752)
(753)
(754)
(755) '
(756)
(757) 5.
(758) 6. R. R. . 6. 5. 1 2
(759) 1
(760)
(761) .
(762) # 15.6 J. 5. 5.
(763).
(764) 6.
(765) 6. / 5.6 / 56. J.
(766) 6. 5.
(767)
(768) . 1 6.
(769) 6.
(770)
(771) !
(772)
(773)
(774)
(775) # 5. % 5.6 J. . 5
(776)
(777)
(778)
(779) 5
(780)
(781) 6 . . . .
(782)
(783) . % 5.6. 6.
(784) . . . .
(785)
(786)
(787) . . .
(788) Æ .
(789)
(790)
(791). . . . . . Æ
Documents relatifs
To test whether the vesicular pool of Atat1 promotes the acetyl- ation of -tubulin in MTs, we isolated subcellular fractions from newborn mouse cortices and then assessed
Néanmoins, la dualité des acides (Lewis et Bronsted) est un système dispendieux, dont le recyclage est une opération complexe et par conséquent difficilement applicable à
Cette mutation familiale du gène MME est une substitution d’une base guanine par une base adenine sur le chromosome 3q25.2, ce qui induit un remplacement d’un acide aminé cystéine
En ouvrant cette page avec Netscape composer, vous verrez que le cadre prévu pour accueillir le panoramique a une taille déterminée, choisie par les concepteurs des hyperpaysages
Chaque séance durera deux heures, mais dans la seconde, seule la première heure sera consacrée à l'expérimentation décrite ici ; durant la seconde, les élèves travailleront sur
A time-varying respiratory elastance model is developed with a negative elastic component (E demand ), to describe the driving pressure generated during a patient initiated
The aim of this study was to assess, in three experimental fields representative of the various topoclimatological zones of Luxembourg, the impact of timing of fungicide
Attention to a relation ontology [...] refocuses security discourses to better reflect and appreciate three forms of interconnection that are not sufficiently attended to