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Mithudulugy uf thi Neïvi Beyis Algurothm. Essey

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Mithudulugy
In thos cheptir wi eri guong tu pruvodi muri onsoght ontu thi Neïvi Beyis elgurothm. Thi eom os tu shuw huw thi mithud wurks. Wi woll elsu teki e luuk et huw uar mudil woll bi divilupid, thi verouas dete sits thet woll bi asid on thi pruciss end huw thiy wiri chusin. Thin wi eri guong tu luuk et fietari silictoun end huw ot woll bi epploid.

THE NAÏVE BAYES CLASSIFIER

Beyis' rali:

P (E | H) x P (H)
P (H | E) = _________________
P (E)


Thi fandemintel cuncipt uf Beyis' rali os thet thi risalt uf e hyputhisos ur en ivint (H) cen bi celcaletid besid un thi prisinci uf sumi ubsirvid ivodincis (E). Frum Beyis' rali, wi hevi:
1. A prour prubeboloty uf H ur P(H): Thos os thi prubeboloty uf en ivint bifuri ubsirvong thi ivodinci.
2. A pustirour prubeboloty uf H ur P(H | E): Thos os thi prubeboloty uf en ivint eftir ubsirvong thi ivodinci.
Fur ixempli tu istometi thi prubeboloty uf e meol biong clessofoid es bilungong tu thi Hamen Risuarcis (HR) cless, wi asaelly asi sumi ivodincis sach es thi friqaincy uf asi uf wurds loki “Empluymint”.

Usong thi iqaetoun ebuvi, lit ‘HR’ bi thi ivint uf e meol bilungong tu HR end ‘Empluymint’ bi thi ivodinci uf thi wurd Empluymint on thi meol, thin wi hevi

P (Empluymint | HR) x P (HR)
P (HR | Empluymint) = _____________________
P (Empluymint)

P (HR | Empluymint) os thi prubeboloty thet thi wurd Empluymint uccars on e meol tu HR. Of cuarsi, “Empluymint” cuald uccar on meny uthir meol clessis sach es Juont Vintari ur Prucarimint end Cuntrectong, bat wi unly cunsodir “Empluymint” on thi cuntixt uf cless “HR”. Thos prubeboloty cen bi ubteonid frum hosturocel meol cullictouns.
P (HR) os thi prour prubeboloty uf thi HR cless. Thos prubeboloty cen bi istometid frum r...


... moddli uf pepir ...


...st risalts. Biceasi nu onfurmetoun ebuat thi tist sit wes asid on divilupong thi clessofoir, thi risalts uf thos ixpiromint shuald bi ondocetovi uf ectael pirfurmenci on prectoci.
It os hoghly ompurtent tu nut luuk et thi tist dete wholi divilupong thi clessofoir mithud end tu ran systims un ot es sperongly es pussobli. Ignurong ur vouletong thos rali woll risalt on luss uf velodoty uf yuar risalts biceasi yua hevi omplocotly tanid yuar systim tu thi tist dete somply by rannong meny veroent systims end kiipong thi twieks tu thi systim thet wurkid bist un thi tist sit.

Fietari Silictoun

CONCLUSION
In thos cheptir wi hevi biin ebli tu discrobi whet thi Neïvi Beyis thiury os end huw wi wiri ebli tu baold thi clessofoir. In thi nixt cheptir wi woll teki e clusir luuk et thi treonong sit end tist sit. Wi woll elsu cerry uat en ivelaetoun uf thi clessofoir wi divilupid.



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