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vFkZ'kkL=k esa lkaf[;dh; fof/;k¡




                    uksV          8-4 i`Fkq'kh"kZRo vFkok doqQnrk vFkok f'k[kjh;rk (Kurtosis)


                                  i`Fkq'kh"kZRo dk vFkZ (Meaning of Kurtosis)—xzhd Hkk"kk esa Kurtosis 'kCn dk vFkZ gS mHkjk gqvk mHkjkiu
                                  (bulge or bulginess)A blh rjg lkaf[;dh eas Hkh i`Fkq'kh"kZRo izlkekU;rk osQ lUnHkZ esa vko`fÙk oØ dh f'k[kjh;rk
                                  dk |ksrd gSA vr% izlkekU; oØ dh rqyuk esa fdlh vko`fÙk oØ osQ uqdhysiu ;k 'kh"kZRo (Peakedness) vFkok
                                  piVsiu (Flatness) osQ eki dks i`Fkq'kh"kZRo dgrs gSaA

                                  ØkWDlVsu ,oa dkmMsu osQ vuqlkj] ¶i`Fkq'kh"kZRo dk eki ml ek=kk dks O;Dr djrk gS ftlesa ,d vko`fÙk caVu
                                  dk oØ uqdhyk ;k piVs 'kh"kZ okyk gksrk gSA¸ “(A measure of Kurtosis indicates the degree to which a
                                  curve of a frequency distribution is peaked or flat topped.” Croxton & Cowden)
                                  Lihxy osQ vuqlkj] ¶i`Fkq'kh"kZRo izk;% izlkekU; oØ dh rqyuk esa fdlh vko`fÙk oØ osQ uqdhysiu (peakedness)
                                  dh ek=kk dk eki gSA¸ (Kurtosis is the degree of peakedness of a
                                  distribution usually taken to a normal distribution.”—Spiegel)     B

                                  i`Fkq'kh"kZRo ls ;g irk pyrk gS fd ;fn fdlh Js.kh dks fcUnqjs[kk
                                                                                                       A
                                  (graph) ij vafdr fd;k tk, rks D;k og izlkekU; oØ gksxk vFkok
                                  izlkekU; oØ ls vf/d piVk oØ gksxk vFkok izlkekU; oØ ls vf/        C
                                  d uqdhyk oØ gksxkA vr% ;g crkrk gS fd Js.kh osQ eè; Hkkx esa
                                  vko`fÙk;ksa dk teko (Concentration of frequencies in the middle  (A) eè;e 'kh"kZ okyk
                                  of the distribution) oSQlk gSA ;fn osQUnz esa vko`fÙk;ksa dk teko lkekU;  (B) uqdhys 'kh"kZ okyk
                                  gS rks og vko`fÙk oØ eè;e 'kh"kZ okyk ;k izlkekU; (Mesokurtic or  (C) piVs 'kh"kZ okyk
                                  Normal) dgykrk gSA ;fn vko`fÙk;ksa dk teko lkekU; oØ dh rqyuk
                                                                                               fp=k 8-2
                                  esa Js.kh osQ eè; Hkkx esa cgqr vf/d l?ku :i ls osQfUnzr gS vFkkZr~ in
                                  ewY; cgqyd osQ vkl&ikl l?kurk osQ lkFk xqfPNr gksrs gSa rks og oØ yEcs ;k uqdhys 'kh"kZ okyk (Lepto-
                                  kurtic) dgykrk gSA osQUnz esa vko`fÙk teko cgqr de gksus ij og piVs 'kh"kZ okyk (Platy-kurtic or Flat) oØ
                                  dgykrk gSA
                                  fp=k 8.2 ls Li"V gS fd mÙkyrk (Convexity) dh n`f"V ls rhuksa oØksa esa vR;f/d vUrj gSA Curve A lkekU;
                                  'kh"kZ] Curve B uqdhys 'kh"kZ ,oa Curve C piVs 'kh"kZ okyk oØ gSA
                                  LVqMsUV (fofy;e ,l- xkSlsV) us bu oØksa dh piVs 'kh"kZ okys oØ dh rqyuk NksVh iw¡N vkSj piVh ihB okys
                                  tkuoj IySfVil ls vkSj uksadnkj oØ dh rqyuk Å¡ps 'kh"kZ o yEch iw¡N okys daxk: ls dh gSA

                                  i`Fkq'kh"kZRo dk eki (Measurement of Kurtosis)—i`Fkq'kh"kZRo dh eki prqFkZ ,oa f}rh; ifj?kkrksa osQ vk/kj
                                  ij ifj?kkr vuqikr (moment ratio) }kjk dh tkrh gSA blosQ fy, dkyZ fi;lZu ls fuEu lw=k dk iz;ksx fd;k
                                  gSμ
                                                             μ     prqFkZ ifj?kkr  Fourth moment
                                         i`Fkq'kh"kZRo dh eki (β ) =   4  =    =
                                                         2
                                                             μ 2 2  (f}rh; ifj?kkr) 2  (Second moment) 2
                                  fuoZpu (Interpretation)—β  dk ewY; 3 osQ cjkcj gksrk gS rks oØ lkekU; gksrk gSA β  dk ewY; 3 ls vf/d
                                                        2
                                                                                                 2
                                  rFkk de gksus ij oØ lkekU; ugha gksrk gSA
                                  ;fn β  = 3 rks oØ eè;e 'kh"kZ okyk (Meso-kurtic) gSA
                                      2
                                  ;fn β  > 3 rks oØ yEcs ;k uqdhys 'kh"kZ okyk (Lepto-kurtic) gSA
                                      2
                                  ;fn β  < 3 rks oØ piVs 'kh"kZ okyk (platy-kurtic) gSA
                                      2
                                  i`Fkq'kh"kZRo osQ eki osQ fy, γ  dk Hkh iz;ksx fd;k tk ldrk gSμ
                                                       2


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