Umbiko wokuqinisekisa ikhwalithi we-Syntho uhlola idatha yokwenziwa futhi ubonisa ukunemba, ubumfihlo, kanye nesivinini sedatha yokwenziwa uma kuqhathaniswa nedatha yoqobo.
Kwa-Syntho, siyakuqonda ukubaluleka kwedatha yokwenziwa ethembekile nenembile. Kungakho sihlinzeka ngombiko ophelele wokuqinisekisa ikhwalithi yayo yonke idatha yokwenziwa eyenziwayo. Umbiko wethu wekhwalithi uhlanganisa amamethrikhi ahlukahlukene afana nokusabalalisa, ukuhlobana, ukusabalalisa okuhlukahlukene, amamethrikhi obumfihlo, nokuningi. Ngale ndlela, ungakwazi ukuhlola kalula ukuthi idatha yokwenziwa esiyinikezayo ingeyekhwalithi ephezulu kakhulu futhi ingasetshenziswa ngezinga elifanayo lokunemba nokuthembeka njengedatha yakho yoqobo.
Ukuthwebula amazwibela: lesi sigaba sibonisa okuvelele okuvela embikweni wethu wekhwalithi yedatha yokwenziwa. Ukuhlola kwethu kuhlola idatha yokwenziwa uma kuqhathaniswa nedatha yangempela kuzo zonke izici ezihlukahlukene.
I-Synthetic Data Multivariate Distributions ngokuqhathaniswa nedatha yangempela
Ukusatshalaliswa kwe-Multivariate nokuxhumanisa okuhlukahlukene kusithatha ngaphezu kobukhulu obubodwa, kunikeze umbono obanzi wokuthi okuguquguqukayo okuningi kuhlobene kanjani. I-Syntho Engine ibamba lobu budlelwano.
Ukwenziwa kwedatha yokwenziwa kuyinkimbinkimbi futhi izingibe zikhona futhi kufanele zilawulwe. Ngama-algorithms e-AI, ukufaka ngokweqile kuyingozi futhi lokhu kuphinde kube yindaba yokwenziwa kwedatha yokwenziwa nge-AI. Ngakho-ke, umuntu kufanele alawule ubungozi bokusebenzisa ngokweqile lapho ekhiqiza idatha yokwenziwa. Ingozi yokufakwa ngokweqile ilawulwa ku-Syntho Engine. Ngaphezu kwalokho, umbiko we-Syntho Quality Assurance (QA) uvumela izinhlangano ukuthi zibonise idatha yokwenziwa ayizange idlulele kudatha yangempela. Siphinde sihlole isici esihlobene nobumfihlo, esivame ukusetshenziswa abahloli bamabhuku bangaphakathi.
Hlola "Ukufana Kwangempela" ne-Identical Match Ratio (IMR)
Ukubonisa ukuthi isilinganiso samarekhodi edatha yokwenziwa afana nerekhodi langempela elisuka kudatha yoqobo asisikhulu kakhulu kunesilinganiso esingalindelwa lapho kuhlaziywa idatha yesitimela.
Isivivinyo sivuliwe "Imidlalo efanayo" nge-Distance to Closest Record (DCR)
Ukubonisa ukuthi ibanga elijwayelekile lamarekhodi edatha yokwenziwa kurekhodi lawo langempela eliseduze ngaphakathi kwedatha yoqobo alisondele kakhulu kunebanga elingalindelwa lapho kuhlaziywa idatha yesitimela.
Isivivinyo sivuliwe "Outliers" nge Isilinganiso Sebanga Eliseduze Lomakhelwane (NNDR)
Ukubonisa ukuthi isilinganiso sebanga phakathi kwerekhodi lokwenziwa eliseduze nelesibili eliseduze nerekhodi labo eliseduze ngaphakathi kwedatha yoqobo alisondele kakhulu kunesilinganiso okufanele silindelwe kudatha yesitimela.
Lesi isifinyezo kuphela esifingqa ingqikithi yokwenziwa kokuhlolwa kwekhwalithi yedatha yethu kanye nombiko wokuqinisekisa ikhwalithi. Inikeza ukuqonda okucashile kokusatshalaliswa, ukuhlobana, kanye nokusabalalisa okuhlukahlukene njengengxenye yedatha yokwenziwa njengoba kuthathwe amandla athuthukile e-Syntho Engine. Imininingwane eyengeziwe ngombiko wethu wokuqinisekisa ikhwalithi iyatholakala uma uyicela.