{"id":497785,"date":"2026-03-08T09:10:46","date_gmt":"2026-03-08T09:10:46","guid":{"rendered":"https:\/\/www.syncm.net\/?p=497785"},"modified":"2026-03-06T18:14:24","modified_gmt":"2026-03-06T18:14:24","slug":"elo-xg-ve-keyfiyyet-metriklerini-anlamaq","status":"publish","type":"post","link":"https:\/\/www.syncm.net\/?p=497785","title":{"rendered":"Elo, xG ve Keyfiyyet Metriklerini Anlamaq"},"content":{"rendered":"Elo, xG ve Keyfiyyet Metriklerini Anlamaq<\/title><\/p>\n<h1>Azerbaycanda Idman Tehlili ucun Reyting Sistemleri – Elo ve xG<\/h1>\n<p>Idman tehlili dunyasinda, komandalarin ve oyuncularin performansini qiymetlendirmek ucun istifade olunan obyektiv metrikler getdikce daha vacib olur. Bu metodlar, emosional yanasmanin otesine kecerek, idman hadiselerinin daha derin anlasilmasina imkan yaradir. Azerbaycanda da, xususile futbol ve serbest qumar <a href=\"https:\/\/ga-symposium.com\/\">pinco<\/a> meyarlari ile bagli muhazirelerde, bu tehlil vasitelerine maras artir. Bu meqale, Elo reyting sistemi ve Gozlenilen Qol (xG) kimi umumi keyfiyyet olculerinin esaslarini, onlarin nec\u0259 hesablandigini ve Azerbaycan idman muhitinde onlarin dogru \u015f\u0259kild\u0259 \u015f\u0259rh edilm\u0259sini izah ed\u0259c\u0259k.<\/p>\n<h2>Reyting Sistemlerinin Tarixi ve Elo-nun Esaslari<\/h2>\n<p>Reyting sistemlerinin meqsedi, m\u00fcxt\u0259lif i\u015ftirak\u00e7\u0131lar\u0131n nisbi g\u00fcc\u00fcn\u00fc \u0259d\u0259di \u015f\u0259kild\u0259 qiym\u0259tl\u0259ndirm\u0259kdir. Bu anlay\u0131\u015f\u0131n \u0259n m\u0259\u015fhur n\u00fcmay\u0259nd\u0259si, ilk n\u00f6vb\u0259d\u0259 \u015fahmat \u00fc\u00e7\u00fcn i\u015fl\u0259nib haz\u0131rlanm\u0131\u015f Elo sistemidir. Sistem, 1960-c\u0131 ill\u0259rd\u0259 AB\u015e-l\u0131 fizik professoru Arpad Elo t\u0259r\u0259find\u0259n yarad\u0131l\u0131b v\u0259 onun ad\u0131n\u0131 da\u015f\u0131y\u0131r. Elo sistemi, oyun\u00e7unun g\u00fcc\u00fcn\u00fc t\u0259msil ed\u0259n bir r\u0259q\u0259m (Elo reytinqi) t\u0259yin edir. Bu r\u0259q\u0259m, oyun\u00e7unun ke\u00e7mi\u015f n\u0259tic\u0259l\u0259rin\u0259 \u0259sas\u0259n dinamik \u015f\u0259kild\u0259 d\u0259yi\u015fir. Qalibiyy\u0259t, g\u00f6zl\u0259nil\u0259n n\u0259tic\u0259d\u0259n daha y\u00fcks\u0259k olduqda reytinq art\u0131r, \u0259ksin\u0259 olduqda is\u0259 azal\u0131r. Bu, sistemin \u0259sas\u0131n\u0131 t\u0259\u015fkil ed\u0259n sad\u0259, lakin effektiv bir m\u0259ntiqdir.<\/p>\n<p>Azerbaycanda \u015fahmat \u0259n\u0259n\u0259vi olaraq g\u00fccl\u00fc oldu\u011fu \u00fc\u00e7\u00fcn Elo anlay\u0131\u015f\u0131 bir \u00e7ox azarke\u015f \u00fc\u00e7\u00fcn tan\u0131\u015f ola bil\u0259r. F\u0130DE (Beyn\u0259lxalq \u015eahmat Federasiyas\u0131) t\u0259r\u0259find\u0259n istifad\u0259 edil\u0259n beyn\u0259lxalq reytinq sistemi d\u0259 \u0259sas\u0259n Elo prinsipl\u0259rin\u0259 \u0259saslan\u0131r. Bu, \u00f6lk\u0259mizd\u0259ki \u015fahmat\u00e7\u0131lar\u0131n d\u00fcnya miqyas\u0131nda nec\u0259 yerl\u0259\u015fdiyini ba\u015fa d\u00fc\u015fm\u0259k \u00fc\u00e7\u00fcn \u0259sas vasit\u0259dir. Lakin Elo sistemi indi \u015fahmatdan k\u0259nara \u00e7\u0131xaraq, futbol, tennis, basketbol v\u0259 h\u0259tta videooyunlar kimi dig\u0259r idman n\u00f6vl\u0259rind\u0259 d\u0259 geni\u015f t\u0259tbiq olunur.<\/p>\n<h3>Elo Hesablamas\u0131n\u0131n Praktiki M\u0259s\u0259l\u0259l\u0259ri<\/h3>\n<p>Bir oyun\u00e7unun yeni Elo reytinqinin hesablanmas\u0131 \u00fc\u00e7\u00fcn \u0259sas d\u00fcstur a\u015fa\u011f\u0131dak\u0131 kimidir: Yeni Reytinq = K\u00f6hn\u0259 Reytinq + K * (N\u0259tic\u0259 – G\u00f6zl\u0259nil\u0259n N\u0259tic\u0259). Burada ‘K’ \u0259msal\u0131 reytinqin n\u0259 q\u0259d\u0259r tez d\u0259yi\u015f\u0259c\u0259yini m\u00fc\u0259yy\u0259n edir (ad\u0259t\u0259n yeni oyun\u00e7ular \u00fc\u00e7\u00fcn daha y\u00fcks\u0259kdir). ‘N\u0259tic\u0259’ qalibiyy\u0259t \u00fc\u00e7\u00fcn 1, he\u00e7-he\u00e7\u0259 \u00fc\u00e7\u00fcn 0.5, m\u0259\u011flubiyy\u0259t \u00fc\u00e7\u00fcn 0-d\u0131r. ‘G\u00f6zl\u0259nil\u0259n N\u0259tic\u0259’ is\u0259 1 \/ (1 + 10^((R\u0259qibin Reytinqi – Oyun\u00e7unun Reytinqi)\/400)) d\u00fcsturu il\u0259 hesablan\u0131r. Bu riyazi model, r\u0259qibin g\u00fcc\u00fcn\u00fc n\u0259z\u0259r\u0259 alaraq, h\u0259r bir qar\u015f\u0131la\u015fman\u0131n reytinq\u0259 t\u0259sirini k\u0259miyy\u0259tl\u0259\u015fdirir.<\/p>\n<ul>\n<li>K \u0259msal\u0131n\u0131n qiym\u0259ti: Turnirin s\u0259viyy\u0259sind\u0259n as\u0131l\u0131 olaraq d\u0259yi\u015fir. Adi liqa oyunlar\u0131 \u00fc\u00e7\u00fcn a\u015fa\u011f\u0131 (m\u0259s\u0259l\u0259n, 20), D\u00fcnya \u00c7empionat\u0131 kimi n\u00fcfuzlu yar\u0131\u015flar \u00fc\u00e7\u00fcn is\u0259 daha y\u00fcks\u0259k ola bil\u0259r.<\/li>\n<li>Ba\u015flan\u011f\u0131c reytinq: Yeni oyun\u00e7uya ad\u0259t\u0259n m\u00fc\u0259yy\u0259n bir ba\u015flan\u011f\u0131c xal (m\u0259s\u0259l\u0259n, 1000) verilir v\u0259 ilk oyunlar\u0131ndan sonra tez bir zamanda real s\u0259viyy\u0259sin\u0259 yax\u0131nla\u015f\u0131r.<\/li>\n<li>Reytinqin sabitliyi: \u00c7ox sayda oyun ke\u00e7irmi\u015f t\u0259cr\u00fcb\u0259li oyun\u00e7unun reytinqi h\u0259r bir yeni n\u0259tic\u0259d\u0259n daha az t\u0259sirl\u0259nir, \u00e7\u00fcnki onun K \u0259msal\u0131 a\u015fa\u011f\u0131 sal\u0131na bil\u0259r.<\/li>\n<li>\u0130dman n\u00f6v\u00fcn\u0259 uy\u011funla\u015fma: Futbolda komanda reytinql\u0259ri hesablanark\u0259n, ev sah\u0259si \u00fcst\u00fcnl\u00fcy\u00fc kimi amill\u0259r d\u0259 d\u00fcstura daxil edil\u0259 bil\u0259r.<\/li>\n<li>Azerbaycan konteksti: Yerli futbol liqas\u0131nda komandalar\u0131n performans\u0131n\u0131n beyn\u0259lxalq miqyasda m\u00fcqayis\u0259 edilm\u0259si \u00fc\u00e7\u00fcn Elo \u0259sasl\u0131 sisteml\u0259r (m\u0259s\u0259l\u0259n, FIFA Reytinqi kimi) istinad n\u00f6qt\u0259si ola bil\u0259r.<\/li>\n<\/ul>\n<h2>Futbol Tehlilind\u0259 Inqilab – Gozlenilen Qol (xG)<\/h2>\n<p>Futbolun statistik tehlilinde son onillikde bas veren en m\u00fch\u00fcm inki\u015faf Gozlenilen Qol (Expected Goals – xG) metrikas\u0131n\u0131n yaranmas\u0131 ve geni\u015f yay\u0131lmas\u0131d\u0131r. Bu konsepsiya, bir z\u0259rb\u0259 v\u0259 ya qol f\u00fcrs\u0259tinin qola \u00e7evrilm\u0259 ehtimal\u0131n\u0131 0 il\u0259 1 aras\u0131nda bir r\u0259q\u0259ml\u0259 ifad\u0259 edir. M\u0259s\u0259l\u0259n, penalti z\u0259rb\u0259sinin xG d\u0259y\u0259ri t\u0259xmin\u0259n 0.79-dur, y\u0259ni tarixi statistikaya \u0259sas\u0259n bel\u0259 z\u0259rb\u0259l\u0259rin 79%-i qolla n\u0259tic\u0259l\u0259nir. Bu, t\u0259sad\u00fcfi hadis\u0259l\u0259rin t\u0259sirini azaldaraq, komandan\u0131n yaratd\u0131\u011f\u0131 f\u00fcrs\u0259tl\u0259rin keyfiyy\u0259tini obyektiv \u015f\u0259kild\u0259 qiym\u0259tl\u0259ndirm\u0259y\u0259 imkan verir.<\/p>\n<p>Azerbaycan Premyer Liqas\u0131n\u0131 izl\u0259y\u0259n azarke\u015fl\u0259r v\u0259 tehlil\u00e7il\u0259r \u00fc\u00e7\u00fcn xG m\u0259lumatlar\u0131, oyunun daha d\u0259rin ba\u015fa d\u00fc\u015f\u00fclm\u0259si \u00fc\u00e7\u00fcn qiym\u0259tli bir vasit\u0259dir. M\u0259s\u0259l\u0259n, bir komanda oyunda \u00fcst\u00fcnl\u00fck t\u0259\u015fkil edib, lakin m\u0259\u011flub ola bil\u0259r. Ancaq xG statistikas\u0131 g\u00f6st\u0259r\u0259 bil\u0259r ki, \u00fcst\u00fcnl\u00fck t\u0259\u015fkil ed\u0259n komandan\u0131n yaratd\u0131\u011f\u0131 f\u00fcrs\u0259tl\u0259r h\u0259qiq\u0259t\u0259n d\u0259 t\u0259hl\u00fck\u0259li deyildi v\u0259 ya qar\u015f\u0131 komanda az sayda, lakin y\u00fcks\u0259k keyfiyy\u0259tli f\u00fcrs\u0259tl\u0259rd\u0259n s\u0259m\u0259r\u0259li istifad\u0259 edib. Bu, sad\u0259c\u0259 topa sahiblik faizi v\u0259 ya z\u0259rb\u0259 say\u0131ndan daha d\u0259qiq bir m\u0259nz\u0259r\u0259 t\u0259qdim edir.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.titaniccenter.com\/cdn\/shop\/products\/pintura-pinco.jpg\" alt=\"pinco\" loading=\"lazy\"><\/p>\n<h3>xG Modelini T\u0259\u015fkil Ed\u0259n Amill\u0259r<\/h3>\n<p>M\u00fcasir xG modell\u0259ri, bir z\u0259rb\u0259nin qola \u00e7evrilm\u0259 ehtimal\u0131n\u0131 t\u0259yin etm\u0259k \u00fc\u00e7\u00fcn minl\u0259rl\u0259 tarixi oyun m\u0259lumat\u0131n\u0131 t\u0259hlil edir v\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rind\u0259n istifad\u0259 edir. Bu modell\u0259ri quran \u0259sas amill\u0259r\u0259 a\u015fa\u011f\u0131dak\u0131lar daxildir:<\/p>\n<ul>\n<li>Z\u0259rb\u0259nin m\u0259saf\u0259si: Qap\u0131ya olan m\u0259saf\u0259 n\u0259 q\u0259d\u0259r azd\u0131rsa, xG d\u0259y\u0259ri bir qayda olaraq bir o q\u0259d\u0259r y\u00fcks\u0259k olur.<\/li>\n<li>Z\u0259rb\u0259nin buca\u011f\u0131: Qap\u0131n\u0131n m\u0259rk\u0259zin\u0259 n\u0259 q\u0259d\u0259r yax\u0131n olunarsa, f\u00fcrs\u0259t bir o q\u0259d\u0259r yax\u015f\u0131 olur.<\/li>\n<li>Z\u0259rb\u0259nin edildiyi b\u0259d\u0259n hiss\u0259si: Ba\u015fla vurulan z\u0259rb\u0259l\u0259r ad\u0259t\u0259n ayaqla vurulanlardan daha a\u015fa\u011f\u0131 xG d\u0259y\u0259rin\u0259 malik olur.<\/li>\n<li>M\u00fcdafi\u0259\u00e7il\u0259rin v\u0259ziyy\u0259ti: Z\u0259rb\u0259 zaman\u0131 qar\u015f\u0131da dayanan m\u00fcdafi\u0259\u00e7il\u0259rin say\u0131 v\u0259 qap\u0131\u00e7\u0131n\u0131n m\u00f6vqeyi.<\/li>\n<li>F\u00fcrs\u0259tin yaranma \u015f\u0259kli: S\u0259rb\u0259st vuru\u015f, penalti, k\u00fcnc vuru\u015fu, a\u00e7\u0131q oyun v\u0259 ya \u0259ks-h\u00fccum kimi amill\u0259r.<\/li>\n<li>Z\u0259rb\u0259nin s\u00fcr\u0259ti: Y\u00fcks\u0259k s\u00fcr\u0259tli z\u0259rb\u0259l\u0259rin qola \u00e7evrilm\u0259 ehtimal\u0131 daha y\u00fcks\u0259k ola bil\u0259r.<\/li>\n<\/ul>\n<p>Bu amill\u0259rin ham\u0131s\u0131 birlikd\u0259 n\u0259z\u0259r\u0259 al\u0131naraq, h\u0259r bir z\u0259rb\u0259 \u00fc\u00e7\u00fcn x\u00fcsusi bir xG d\u0259y\u0259ri hesablan\u0131r. Bir oyun \u00fc\u00e7\u00fcn \u00fcmumi xG, komandan\u0131n yaratd\u0131\u011f\u0131 b\u00fct\u00fcn f\u00fcrs\u0259tl\u0259rin xG d\u0259y\u0259rl\u0259rinin c\u0259midir. Bu, komandan\u0131n n\u0259 q\u0259d\u0259r qol vurmal\u0131 oldu\u011funu g\u00f6rm\u0259k \u00fc\u00e7\u00fcn istifad\u0259 olunan \u0259sas g\u00f6st\u0259ricidir.<\/p>\n<h2>Metrikalar\u0131 \u015e\u0259rh Etm\u0259k – \u00dcmumi S\u0259hvl\u0259r v\u0259 Nuanslar<\/h2>\n<p>Elo v\u0259 xG kimi g\u00fccl\u00fc vasit\u0259l\u0259r olsalar da, onlar\u0131 d\u00fczg\u00fcn \u015f\u0259rh etm\u0259k \u00e7ox vacibdir. Bu metrikalar m\u00fctl\u0259q h\u0259qiq\u0259ti deyil, ehtimal\u0131 v\u0259 trendl\u0259ri g\u00f6st\u0259rir. Onlar idman\u0131n insani elementini – oyun\u00e7unun psixologiyas\u0131n\u0131, komandan\u0131n m\u0259n\u0259vi v\u0259ziyy\u0259tini, m\u0259\u015fq\u00e7inin taktiki q\u0259rarlar\u0131n\u0131 – \u0259v\u0259z ed\u0259 bilm\u0259z. Onlar bu amill\u0259ri tamamlamaq \u00fc\u00e7\u00fcn istifad\u0259 edilm\u0259lidir.<\/p>\n<p>Azerbaycan idman m\u0259tbuat\u0131nda v\u0259 azarke\u015f m\u00fczakir\u0259l\u0259rind\u0259 bu metrikalara istinad getdikc\u0259 art\u0131r. Lakin, m\u0259s\u0259l\u0259n, y\u00fcks\u0259k xG-\u0259 baxmayaraq qol vura bilm\u0259y\u0259n bir forvarda qar\u015f\u0131 t\u0259nqidi yana\u015fma b\u0259z\u0259n haqs\u0131z ola bil\u0259r. xG, f\u00fcrs\u0259tin keyfiyy\u0259tini \u00f6l\u00e7\u00fcr, lakin m\u00fcdafi\u0259nin m\u00f6ht\u0259\u015f\u0259m performans\u0131n\u0131, qap\u0131\u00e7\u0131n\u0131n xilas\u0131n\u0131 v\u0259 ya sad\u0259c\u0259 \u015fanss\u0131zl\u0131\u011f\u0131 n\u0259z\u0259r\u0259 alm\u0131r. Eynil\u0259, a\u015fa\u011f\u0131 Elo reytinqin\u0259 malik bir komanda y\u00fcks\u0259k reytinqli r\u0259qib\u0259 qar\u015f\u0131 s\u00fcrpriz q\u0259l\u0259b\u0259 qazana bil\u0259r; bu, sistemin s\u0259hvi deyil, idman\u0131n t\u0259bi\u0259tind\u0259 olan qeyri-m\u00fc\u0259yy\u0259nliyin s\u00fcbutudur. For background definitions and terminology, refer to <a href=\"https:\/\/www.fifa.com\/tournaments\/mens\/worldcup\">FIFA World Cup hub<\/a>.<\/p>\n<h3>Keyfiyyet Metrikalar\u0131n\u0131n M\u0259hdudiyy\u0259tl\u0259ri<\/h3>\n<\/p>\n<table>\n<thead>\n<tr>\n<th>Metrika<\/th>\n<th>N\u0259yi \u00d6l\u00e7\u00fcr<\/th>\n<th>Potensial M\u0259hdudiyy\u0259tl\u0259ri<\/th>\n<th>Azerbaycan Kontekstind\u0259 N\u0259z\u0259r\u0259 Al\u0131nmal\u0131<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>Elo Reytingi<\/td>\n<td>Komanda\/Oyun\u00e7unun tarixi n\u0259tic\u0259l\u0259r\u0259 \u0259saslanan \u00fcmumi g\u00fcc\u00fc<\/td>\n<td>Yax\u015f\u0131 formada olan, lakin reytinqi h\u0259l\u0259 y\u00fcks\u0259lm\u0259y\u0259n komandalar\u0131 tam \u0259ks etdirm\u0259y\u0259 bil\u0259r. Oyun \u00fcslubunun keyfiyy\u0259tini \u00f6l\u00e7m\u00fcr.<\/td>\n<td>Yerli liqada oynayan komandalar\u0131n beyn\u0259lxalq reytinql\u0259ri, Avropa kuboklar\u0131nda \u00e7\u0131x\u0131\u015f etm\u0259k imkanlar\u0131n\u0131 qiym\u0259tl\u0259ndirm\u0259k \u00fc\u00e7\u00fcn istifad\u0259 oluna bil\u0259r.<\/td>\n<\/tr>\n<tr>\n<td>\u00dcmumi xG<\/td>\n<td>Komandan\u0131n yaratd\u0131\u011f\u0131 qol f\u00fcrs\u0259tl\u0259rinin \u00fcmumi keyfiyy\u0259ti<\/td>\n<td>F\u0259rdi oyun\u00e7ular\u0131n finishing bacar\u0131\u011f\u0131n\u0131 n\u0259z\u0259r\u0259 alm\u0131r. Modelin \u00f6z\u00fc istifad\u0259 olunan m\u0259lumat bazas\u0131ndan as\u0131l\u0131d\u0131r.<\/td>\n<td>Liqan\u0131n \u00fcmumi s\u0259viyy\u0259si v\u0259 oyun t\u0259rzi, beyn\u0259lxalq xG modell\u0259rinin d\u0259qiqliyin\u0259 t\u0259sir g\u00f6st\u0259r\u0259 bil\u0259r. Yerli statistikalar\u0131n toplanmas\u0131 vacibdir.<\/td>\n<\/tr>\n<tr>\n<td>xG F\u0259rqi (xG – Qollar)<\/td>\n<td>Komandan\u0131n qol vurma effektivliyini v\u0259\/ya qap\u0131\u00e7\u0131 performans\u0131n\u0131<\/td>\n<td>Uzun m\u00fcdd\u0259td\u0259 s\u0131f\u0131ra yax\u0131nla\u015fma\u011fa meyllidir. Q\u0131sa m\u00fcdd\u0259tli uy\u011funsuzluqlar tez-tez ba\u015f verir.<\/td>\n<td>M\u00fc\u0259yy\u0259n bir komandan\u0131n m\u00f6vs\u00fcm \u0259rzind\u0259 u\u011fur v\u0259 ya u\u011fursuzlu\u011funun davaml\u0131 olub-olmad\u0131\u011f\u0131n\u0131 anlamaqda k\u00f6m\u0259k ed\u0259 bil\u0259r.<\/td>\n<\/tr>\n<tr>\n<td>Oyun\u00e7u xG<\/td>\n<td>H\u00fccum\u00e7unun yaratd\u0131\u011f\u0131 v\u0259 ya bitirdiyi f\u00fcrs\u0259tl\u0259rin keyfiyy\u0259ti<\/td>\n<td>Oyun\u00e7unun komanda oyununa dig\u0259r t\u00f6hf\u0259l\u0259rini (m\u0259s\u0259l\u0259n, m\u0259kan a\u00e7maq) n\u0259z\u0259r\u0259 alm\u0131r.<\/td>\n<td>Yerli liqada yeti\u015f\u0259n g\u0259nc istedadlar\u0131n h\u0259qiqi potensial\u0131n\u0131 qiym\u0259tl\u0259ndirm\u0259k \u00fc\u00e7\u00fcn \u0259lav\u0259 bir vasit\u0259 ola bil\u0259r.<\/td>\n<\/tr>\n<tr>\n<td>Qeyri-top g\u00f6st\u0259ricil\u0259ri<\/td>\n<td>Topa sahiblik, ke\u00e7ik u\u011furlulu\u011fu, qa\u00e7\u0131lan m\u0259saf\u0259<\/td>\n<td>Ad\u0259t\u0259n t\u0259kba\u015f\u0131na n\u0259tic\u0259 il\u0259 g\u00fccl\u00fc korrelyasiya g\u00f6st\u0259rmir. Kontekstd\u0259n k\u0259narda \u015f\u0259rh edil\u0259 bil\u0259r.<\/td>\n<td>Azerbaycan futbolunun fiziki c\u0259h\u0259td\u0259n g\u00fccl\u00fc olmas\u0131, bu metrikalarda y\u00fcks\u0259k g\u00f6st\u0259ricil\u0259r\u0259 s\u0259b\u0259b ola bil\u0259r, lakin bu h\u0259mi\u015f\u0259 \u00fcst\u00fcnl\u00fck dem\u0259k deyil.<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>Texnologiya ve G\u0259l\u0259c\u0259k Trendl\u0259r<\/h2>\n<p>\u0130dman t\u0259hlilind\u0259 inki\u015faf\u0131n arxas\u0131nda \u0259sas s\u0259b\u0259b texnologiyan\u0131n t\u0259r\u0259qqisidir. Komp\u00fcter g\u00fcc\u00fcn\u00fcn artmas\u0131, m\u0259lumatlar\u0131n h\u0259cminin geni\u015fl\u0259nm\u0259si v\u0259 ma\u015f\u0131n \u00f6yr\u0259nm\u0259 alqoritml\u0259rinin t. If you want a concise overview, check <a href=\"https:\/\/en.wikipedia.org\/wiki\/Expected_goals\">expected goals explained<\/a>.<\/p>\n<p><img decoding=\"async\" src=\"https:\/\/www.pinco-cleanwell.com\/upload\/20240822\/113637_50246.png\" alt=\"pinco\" loading=\"lazy\"><\/p>\n<p>\u0259km\u0259si, futbol t\u0259hlilini daha d\u0259rin v\u0259 daha proqnozla\u015fd\u0131r\u0131la bil\u0259n bir f\u0259nn\u0259 \u00e7evirir. Real vaxt m\u0259lumatlar\u0131n\u0131n toplanmas\u0131, m\u0259s\u0259l\u0259n, GPS v\u0259 akselerometr kimi sensorlardan istifad\u0259, oyun\u00e7ular\u0131n fiziki y\u00fck\u00fcn\u00fc d\u0259qiq \u00f6l\u00e7m\u0259y\u0259 v\u0259 z\u0259d\u0259l\u0259rin qar\u015f\u0131s\u0131n\u0131 alma\u011fa imkan verir. Video t\u0259hlil al\u0259tl\u0259ri is\u0259 komandalara r\u0259qibin z\u0259if v\u0259 g\u00fccl\u00fc t\u0259r\u0259fl\u0259rini s\u00fcr\u0259tl\u0259 m\u00fc\u0259yy\u0259n etm\u0259k \u00fc\u00e7\u00fcn geni\u015f imkanlar a\u00e7\u0131r.<\/p>\n<p>G\u0259l\u0259c\u0259kd\u0259, s\u00fcni intellektin daha geni\u015f t\u0259tbiqi g\u00f6zl\u0259nilir. Avtomatla\u015fd\u0131r\u0131lm\u0131\u015f taktiki n\u00fcmun\u0259l\u0259rin tan\u0131nmas\u0131, oyun\u00e7ular\u0131n transfer bazar\u0131nda d\u0259y\u0259rinin qiym\u0259tl\u0259ndirilm\u0259si v\u0259 h\u0259tta oyun zaman\u0131 taktiki d\u0259yi\u015fiklikl\u0259r \u00fc\u00e7\u00fcn t\u00f6vsiy\u0259l\u0259rin verilm\u0259si m\u00fcmk\u00fcnd\u00fcr. Bununla bel\u0259, bu texnologiyalar insan m\u00fct\u0259x\u0259ssisliyinin \u0259v\u0259zin\u0259 ke\u00e7m\u0259k deyil, onu tamamlamaq m\u0259qs\u0259di da\u015f\u0131y\u0131r. M\u0259\u015fq\u00e7il\u0259rin q\u0259rar q\u0259bul etm\u0259sini d\u0259st\u0259kl\u0259m\u0259k v\u0259 oyun\u00e7ular\u0131n inki\u015faf\u0131n\u0131 f\u0259rdil\u0259\u015fdirm\u0259k \u0259sas h\u0259d\u0259f olaraq qal\u0131r.<\/p>\n<h3>Yerli \u0130nki\u015faf \u00fc\u00e7\u00fcn T\u0259klifl\u0259r<\/h3>\n<p>Azerbaycan futbolunda m\u00fcasir t\u0259hlil metodlar\u0131n\u0131n tam inteqrasiyas\u0131 \u00fc\u00e7\u00fcn bir ne\u00e7\u0259 add\u0131m vacibdir. \u018fvv\u0259la, b\u00fct\u00fcn s\u0259viyy\u0259l\u0259rd\u0259 m\u0259lumat toplama standartlar\u0131n\u0131n yarad\u0131lmas\u0131 v\u0259 m\u0259lumat bazalar\u0131n\u0131n m\u0259rk\u0259zl\u0259\u015fdirilm\u0259si z\u0259ruridir. Bu, g\u0259nc futbol\u00e7ular\u0131n uzunm\u00fcdd\u0259tli monitorinqini v\u0259 liqan\u0131n \u00fcmumi performans\u0131n\u0131n t\u0259hlilini asanla\u015fd\u0131rar. \u0130kincisi, m\u0259\u015fq\u00e7il\u0259r, skautlar v\u0259 idman direktoru kimi pe\u015f\u0259karlar \u00fc\u00e7\u00fcn davaml\u0131 t\u0259lim proqramlar\u0131 t\u0259\u015fkil edilm\u0259lidir ki, onlar yeni al\u0259tl\u0259rd\u0259n s\u0259m\u0259r\u0259li istifad\u0259 ed\u0259 bilsinl\u0259r.<\/p>\n<p>N\u0259hay\u0259t, beyn\u0259lxalq t\u0259cr\u00fcb\u0259 il\u0259 yerli x\u00fcsusiyy\u0259tl\u0259rin balansla\u015fd\u0131r\u0131lmas\u0131 vacibdir. \u00dcmumi q\u0259bul edilmi\u015f metrikalar\u0131 \u00f6yr\u0259nm\u0259kl\u0259 yana\u015f\u0131, Azerbaycan futbolunun \u00f6z\u00fcn\u0259m\u0259xsuslu\u011funu \u0259ks etdir\u0259n x\u00fcsusi g\u00f6st\u0259ricil\u0259rin i\u015fl\u0259nib haz\u0131rlanmas\u0131 faydal\u0131 ola bil\u0259r. Bu yana\u015fma, n\u0259inki komandalar\u0131n performans\u0131n\u0131 yax\u015f\u0131la\u015fd\u0131racaq, h\u0259m d\u0259 yerli istedadlar\u0131n beyn\u0259lxalq arenada daha d\u0259qiq qiym\u0259tl\u0259ndirilm\u0259sin\u0259 k\u00f6m\u0259k ed\u0259c\u0259k.<\/p>\n<p>Futbol t\u0259hlili, idman\u0131n r\u0259q\u0259msal transformasiyas\u0131n\u0131n ayr\u0131lmaz bir hiss\u0259sidir. O, t\u0259kc\u0259 n\u0259tic\u0259l\u0259ri izah etm\u0259k deyil, h\u0259m d\u0259 onlar\u0131 formala\u015fd\u0131rmaq \u00fc\u00e7\u00fcn g\u00fccl\u00fc bir vasit\u0259y\u0259 \u00e7evrilir. Azerbaycan futbolunun bu inki\u015faf yolunda ir\u0259lil\u0259m\u0259si, texnologiyan\u0131 q\u0259bul etm\u0259k v\u0259 eyni zamanda futbolun \u0259sas prinsipl\u0259rini qorumaq aras\u0131nda tarazl\u0131q t\u0259l\u0259b edir. D\u00fczg\u00fcn t\u0259tbiq olunduqda, t\u0259hlil metodlar\u0131 idman\u0131n keyfiyy\u0259tinin v\u0259 r\u0259qab\u0259t qabiliyy\u0259tinin art\u0131r\u0131lmas\u0131nda m\u00fch\u00fcm rol oynaya bil\u0259r.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Elo, xG ve Keyfiyyet Metriklerini Anlamaq Azerbaycanda Idman Tehlili ucun Reyting Sistemleri – Elo ve xG Idman tehlili dunyasinda, komandalarin ve oyuncularin performansini qiymetlendirmek ucun istifade olunan obyektiv metrikler getdikce daha vacib olur. Bu metodlar, emosional yanasmanin otesine kecerek, idman hadiselerinin daha derin anlasilmasina imkan yaradir. Azerbaycanda da, xususile futbol ve serbest qumar pinco meyarlari …<\/p>\n<p class=\"read-more\"> <a class=\"\" href=\"https:\/\/www.syncm.net\/?p=497785\"> <span class=\"screen-reader-text\">Elo, xG ve Keyfiyyet Metriklerini Anlamaq<\/span> Read More »<\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"","footnotes":""},"categories":[1],"tags":[],"class_list":["post-497785","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"_links":{"self":[{"href":"https:\/\/www.syncm.net\/index.php?rest_route=\/wp\/v2\/posts\/497785","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.syncm.net\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.syncm.net\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.syncm.net\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.syncm.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=497785"}],"version-history":[{"count":1,"href":"https:\/\/www.syncm.net\/index.php?rest_route=\/wp\/v2\/posts\/497785\/revisions"}],"predecessor-version":[{"id":497786,"href":"https:\/\/www.syncm.net\/index.php?rest_route=\/wp\/v2\/posts\/497785\/revisions\/497786"}],"wp:attachment":[{"href":"https:\/\/www.syncm.net\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=497785"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.syncm.net\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=497785"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.syncm.net\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=497785"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}