ARIMA Parameter Estimation and Backward Selection | ||||
Iteration | ar1 | ar2 | ma1 | sma1 |
Estimates ( 1 ) | 0.4619 | 0.1882 | -0.3768 | -0.721 |
(p-val) | (0.0077 ) | (0.0044 ) | (0.0306 ) | (0 ) |
Estimates ( 2 ) | 0.1094 | 0.2417 | 0 | -0.724 |
(p-val) | (0.0348 ) | (0 ) | (NA ) | (0 ) |
Estimates ( 3 ) | NA | NA | NA | NA |
(p-val) | (NA ) | (NA ) | (NA ) | (NA ) |
Estimates ( 4 ) | NA | NA | NA | NA |
(p-val) | (NA ) | (NA ) | (NA ) | (NA ) |
Estimates ( 5 ) | NA | NA | NA | NA |
(p-val) | (NA ) | (NA ) | (NA ) | (NA ) |
Estimates ( 6 ) | NA | NA | NA | NA |
(p-val) | (NA ) | (NA ) | (NA ) | (NA ) |
Estimates ( 7 ) | NA | NA | NA | NA |
(p-val) | (NA ) | (NA ) | (NA ) | (NA ) |
Estimated ARIMA Residuals |
Value |
-0.0447135975564015 |
-0.068851077389192 |
0.19975885994943 |
0.369237718927883 |
1.52891008716395 |
-0.362461380458287 |
0.456332847475961 |
-0.580190969979705 |
-0.364333253660248 |
1.27450372436959 |
-1.35440590062028 |
-0.363598699194249 |
0.165785243750222 |
-0.850601443886277 |
-0.559434619476288 |
-0.731897931714867 |
-0.402813853637869 |
-0.0477724404679542 |
-0.776849659844251 |
-0.839353539146016 |
0.70897112622612 |
-0.69968966146469 |
0.895086299414392 |
-0.0956342505965127 |
-1.57974817944645 |
-1.0972358836624 |
0.417039930315061 |
0.0439997587924109 |
0.167496313026295 |
0.365238294769197 |
-0.251725162839035 |
0.318837141580976 |
0.86573415749751 |
0.124189182294537 |
0.0903329569178606 |
-1.20515699935903 |
-0.183214652104578 |
-0.063273993119216 |
-0.348733260268386 |
0.59347410057631 |
0.492799631360409 |
-0.314844126750646 |
0.100870214135639 |
0.573039262494829 |
-0.494356777582491 |
-0.421225792025915 |
-0.119085785135963 |
-0.117012806045119 |
0.520332372968346 |
-0.993117054371473 |
0.33798358899519 |
0.85311714464704 |
-0.457610015448462 |
-0.413607276824214 |
-0.0766437074878558 |
0.306427995129002 |
0.875079155084385 |
0.468637235479884 |
0.823142613350431 |
0.915708767009251 |
1.20366940089563 |
0.416221225201744 |
0.273455918705473 |
-0.224500131619378 |
-0.243846206234801 |
-1.10646962372921 |
-0.0326091583785065 |
0.549057326731057 |
0.103171731988667 |
-0.884283825633521 |
-0.333679108830001 |
-0.414771401947834 |
-0.335151161309839 |
-0.445011431268229 |
-0.0128575814715765 |
0.519556851120394 |
-0.69698077493146 |
-0.0498598984938788 |
-0.514252272196781 |
0.583668607531954 |
-0.333319122170617 |
0.662837243948878 |
0.0561917854880375 |
-0.041152497735812 |
-0.853189729557153 |
-0.113091473746239 |
0.734507295745328 |
-0.50641355320503 |
1.02342654951866 |
0.411021443268426 |
-0.600246448228955 |
-0.99896682661693 |
-0.252766413008753 |
0.252299552234367 |
1.00571064251044 |
0.0102246939947914 |
-0.537293108635791 |
-0.563639189076632 |
-0.275112656990782 |
0.307454958018172 |
0.642645434743438 |
0.633466903585246 |
-0.703923157889356 |
-0.161817894215063 |
0.360736548150943 |
0.511094850347629 |
0.835857700200639 |
0.189891892600526 |
0.722949816590086 |
1.18106818534133 |
0.164913915264453 |
0.0100164918248854 |
-0.50276182086032 |
-0.318345598314152 |
0.134347355642333 |
-0.168654846711318 |
-1.04340733949278 |
-0.178322274835372 |
-0.957227812085651 |
0.690930421824966 |
-0.395368902686234 |
-0.311809593084826 |
-0.415378680777951 |
-1.1144429489918 |
0.0777377605289671 |
0.626822819735826 |
0.105795349188376 |
0.325709218844843 |
0.15435436526943 |
0.598011484541181 |
0.0114304228401893 |
-0.884708349528124 |
-0.452863224576263 |
-0.758032197836134 |
1.41250623643531 |
-0.340443066035576 |
-0.272356293091256 |
1.07383377870599 |
-0.341684610148132 |
0.288713148318133 |
-0.570178375467876 |
0.920864591771103 |
0.0990618277792076 |
0.823573067114276 |
-0.0609090690118148 |
0.332837291098084 |
-0.497230844802295 |
-0.274357415890976 |
0.021132006856406 |
0.156660834815392 |
-0.280694998417876 |
-0.422116334829533 |
-0.216952569168654 |
-0.182930099751707 |
-0.698085771341028 |
-0.055519222900064 |
-0.227526605979338 |
-0.395395304282079 |
0.087790466841846 |
0.150835187390292 |
0.824188997689988 |
-0.699442817902407 |
-0.48070340371998 |
1.06253284964567 |
-0.201920241081153 |
-0.543002645536571 |
0.549311528954242 |
-0.291324700646986 |
0.33062507296194 |
0.482571358168004 |
-0.80852116233046 |
-0.0584059794301274 |
0.29128914268057 |
0.335777312261192 |
-0.360563114757611 |
-0.38394667279532 |
0.151464453516804 |
0.186525703129928 |
0.2793241297717 |
-0.549542473080587 |
-0.0743318544245414 |
-0.260815505175626 |
-0.00535042577469104 |
0.220801673208287 |
-0.502188957913164 |
1.11771421710809 |
-1.13397642838515 |
0.310238692404703 |
0.176860485751251 |
0.0813948602184539 |
-0.711425327957502 |
0.0913318649965922 |
-0.304666277507114 |
0.53176251242292 |
-0.609982158534 |
0.522866800848758 |
-0.277808945039933 |
0.636558927528419 |
-0.531300720466899 |
-0.191649864679672 |
-0.0507802811785204 |
-0.0853233870119887 |
-0.234326630232533 |
-0.426080253503842 |
-0.266141480294914 |
-0.44939188007748 |
0.552249715754605 |
0.313444851225879 |
0.667294124561339 |
0.415519848557979 |
-0.453800038035257 |
-0.173880806260092 |
-0.145531266812513 |
0.184780482334863 |
-0.372914391733875 |
0.207246918668066 |
-0.0896899164201706 |
-0.00469030876669471 |
-0.0300931075121586 |
0.0294783221899896 |
-0.322250688756535 |
1.52890777947118 |
0.237391408950256 |
-0.544594140716878 |
0.581191326819688 |
0.33066895059344 |
-0.986825040953978 |
-0.754572168836486 |
-0.344428455761885 |
0.759526017838667 |
-0.260033466575689 |
-0.467803398721052 |
-0.0940196345490337 |
1.68862806152533 |
0.115040238710846 |
-0.88988033460933 |
0.0676016712778089 |
-0.11720265688258 |
-0.209507138112201 |
-0.382410506399521 |
0.091055970867866 |
0.0417472945933687 |
0.256954006503187 |
0.389318400645662 |
-0.384469280220314 |
0.458532144139405 |
0.604655486005763 |
-0.177248281800628 |
0.709930417197372 |
-0.303394376059225 |
-0.953853005657786 |
-0.048299122668885 |
0.991525873334455 |
0.825956140421231 |
0.284996455251105 |
0.139735056932413 |
-0.144410002936183 |
0.166306721614458 |
0.530924855796225 |
0.0237506524681535 |
0.353800138884694 |
-0.0112804035238849 |
0.499744152029792 |
0.12193057979977 |
-0.114215564176263 |
-0.50428076136487 |
-0.0904212283111114 |
-0.243343899338681 |
-0.125828500021664 |
-0.400377281112512 |
0.604748667254737 |
0.332080862775385 |
-0.350557374664389 |
-0.488561676867702 |
0.29515474521128 |
-0.0565870545443949 |
0.00478840222779325 |
-0.371090500197721 |
0.158928091484615 |
-0.2166489709501 |
-0.22406799712593 |
-0.282626424604171 |
0.264514942349082 |
0.157522198804002 |
-0.151106223288107 |
-0.128481389444627 |
-0.848383716206 |
-0.0795563847003291 |
-0.107817656783217 |
0.328071235215951 |
-0.154768162022171 |
0.165799027663996 |
-0.247712618260516 |
-0.178864229664554 |
0.051092530366185 |
-0.00189317099383931 |
0.275780381123414 |
-0.658673634517877 |
0.601320873752928 |
0.310561088990036 |
0.558385655357484 |
-0.106050295870301 |
-0.461152112770098 |
-0.205809008257585 |
0.39237861509895 |
0.190088475750179 |
0.332604769074611 |
-0.160478793744549 |
0.876919262045452 |
0.069807115348101 |
0.8243014746347 |
0.81179831568855 |
1.76116717161172 |
-0.560099455670421 |
0.157428460686782 |
-0.271266442117145 |
0.0298150076274938 |
-1.16844648188344 |
-0.0760071792925438 |
0.0762442163813859 |
-0.213133097363578 |
0.0554242326635321 |
-0.54510602198665 |
-0.0970187838929338 |
-0.414561795356839 |
-0.354164227684292 |
-0.247488454636249 |
-0.0173177708953856 |
-0.401574770640281 |
0.302548944683364 |
0.590591902515323 |
0.350161204896005 |
-0.574360262885138 |
0.0527131225430806 |
0.110062420335209 |
-0.218477278227609 |
-0.671792343991023 |
0.443222994915277 |
-0.272979855092307 |
-0.823082143575851 |
0.0464802606853471 |
0.266124406707183 |
-0.400171438861263 |
0.443833899853294 |
-0.312784943153084 |
0.0242214760106831 |
-0.130728880695374 |
-0.915920746662384 |
0.146465382814139 |
-0.285944694135481 |
0.316850276006811 |
-0.22309923793668 |
0.301762330775462 |
-0.618747380276495 |
0.845445889852936 |
-0.330790134887514 |
-0.0371750227443185 |
-0.226828455263526 |
-0.0121392879717632 |
0.516891082519025 |