Nei echinyakare kusazivikanwa (uye pseudonymization) hakukonzere kune isingazivikanwe data
Iyi blog inovhara misoro inotevera:
- Chii chinonzi classic kududzira?
- Ndezvipi zvakakanganisika nezvechinyakare kusazivikanwa?
- Nei madhisiki ekuzivisa mazita achipa musanganiswa wepamoyo pakati pe data-utlity uye chengetedzo yekuvanzika?.
- Synthetic Data yakasiyana sei?
- Nei uchiri kushandisa rako pachako kana iwe uchikwanisa kushandisa synthetic data?
Chii chinonzi classic kududzira?
Tine kudana kusazivikanwa, isu tinoreva nzira dzese apo imwe inokanganisa kana kushatisa dhata rekutanga kutadzisa kuteedzera kumashure vanhu.
Mienzaniso chaiyo yekufungidzirwa kwechinyakare kwatinoona mukuita kuri kuita generalization, kudzvinyirira / kupukuta, pseudonymization uye mutsara nekoramu shuffling.
Heano maitiro iwayo ane anoenderana mienzaniso.
| chidobi | Yekutanga data | Yakanyorwa manhamba |
| Generalization | 27 makore | Pakati pemakore gumi nemasere kusvika makumi matatu ekuberekwa |
| Kudzvinyirira / Kupukuta | info@syntho.ai | xxxx@xxxxxx.xx. |
| Pseudonymization | Amsterdam | WAF6e3ddHHj78ghdgrewui6 |
| Mutsara uye ikholamu shuffling | Yakaenderana | Yakavhiringidzwa |
Ndezvipi zvakakanganisika nezvechinyakare kusazivikanwa?
Kugadzirisa dhatabhesi nemaitiro echinyakare ekuzivisa mazita kunoguma nezvipingamupinyi zviviri zvekiyi:
- Kukanganisa dhataset kunogumisira mukudzikira kwemhando yedata (kureva data rekushandisa). Izvi zvinounza yakasarudzika marara-mune marara-kunze musimboti.
- Ruzivo rwekuvanzika zvichaderedzwa, asi ndichagara ndiripo. Inosara uye inoshandisirwa vhezheni yedhatabhesi yekutanga ine hukama hwe1-1.
Isu tinoratidzira izvo zviviri zvakakosha zvakakanganisika, data dhata uye kuchengetedzwa kwepachivande. Isu tinoita izvozvo nemufananidzo unotevera nekushandisa kudzvinyirira uye generalization.
Ongorora: isu tinoshandisa mifananidzo yezviratidzo zvekuratidzira. Iwo iwo iwo musimboti unobata kune akarongeka dhata.
- Ruboshwe: kushomeka kwekushandisa kwechinyakare kusazivikanwa kunoguma mumufananidzo unomiririra. Nekudaro, munhu iyeye anogona kuzivikanwa zviri nyore uye njodzi yekuvanzika inoonekwa.
- Rudyi: kushanda kwakasimba kweiyo yakasarudzika kusazivikanwa kunoguma mune yakasimba kuvanzika kuchengetedzwa. Zvisinei, mufananidzo wacho haubatsiri.
Maitiro echinyakare ekuzivisa mazita anopa musanganiswa wepamoyo pakati pe data-zvinoshandiswa uye chengetedzo yekuvanzika.
Izvi zvinounza kushambadzira-pakati pechishandiso chedata uye kuchengetedzwa kwepachivande, uko matekiniki ekuzivisa mazita anogara achipa musanganiswa wepamusoro wezvose zviri zviviri.
Uri kubvisa zvese zvakanangana nemazita (senge mazita) kubva kudhatabhesi mhinduro?
Kwete. Uku kukanganisa kukuru uye hakukonzere data risingazivikanwe. Uchiri kushandisa izvi senzira yekuzivisa dhatabhesi rako? Ipapo ino blog ndeye inofanirwa kuverengerwa iwe.
Synthetic Data yakasiyana sei?
Syntho inovandudza software kuti igadzire dhata rese idzva remarekodhi matsva. Ruzivo rwekuziva vanhu chaivo harupo mune yekugadzira dhata. Sezvo data rekugadzira riine zvinyorwa zvemanyepo zvakagadzirwa nesoftware, data remunhu harisi kungovapo zvichikonzera mamiriro asina njodzi dzekuvanzika.
Musiyano wakakosha kuSyntho: isu tinoshandisa kudzidza kwemuchina. Nekudaro, mhinduro yedu inoburitsa chimiro uye zvivakwa zvepakutanga dhataseti mune yekugadzira dhatabhesi zvichikonzera kuwedzerwa kwedata-kushandiswa. Saizvozvo, iwe uchave unokwanisa kuwana iwo iwo iwo mhedzisiro kana uchiongorora iyo yekugadzira data kana uchienzaniswa nekushandisa iyo yekutanga data.
Iyi nyaya yekudzidza inoratidza zvakakwirira kubva kune yedu yemhando mushumo ine dzakasiyana manhamba kubva kune ekugadzira data akagadzirwa kuburikidza neyedu Syntho Injini mukuenzanisa nedhata rekutanga.
Mukupedzisa, synthetic data ndiyo mhinduro inosarudzwa yekukurira yakajairika-sisitimu yekutengeserana pakati pe data-zvinoshandiswa uye zvakavanzika-chengetedzo, izvo zvese zvehunyanzvi hwekuzivisa mazita zvinokupa iwe.
Saka, nei uchishandisa chaiyo (inonzwisisika) dhata kana iwe uchigona kushandisa synthetic data?
Mukupedzisa, kubva pane data-rinoshandiswa uye yekuchengetedza kuchengetedzwa kwemaonero, mumwe anofanirwa kugara achisarudza data rekugadzira kana yako yekushandisa-kesi ichibvumidza kudaro.
| Kukosha kwekuongorora | Ruzivo rwekuvanzika | |
| Synthetic data | High | hapana |
| Yechokwadi (yemunhu) data | High | High |
| Manipulated data (kuburikidza neyekare 'kusazivikanwa') | Yakadzika-Pakati | Pakati Pakati |
Synthetic data naSyntho inozadza maburi uko matekiniki ekuzivisa mazita anokundikana nekuwedzera ese ari maviri data-zvinoshandiswa uye kuvanzika-kuchengetedza.