Case Study
Synthetic data kugadzira yekugovana data neLifelines
Nezve mutengi
Lifelines, inoita chidzidzo chemarudzi akawanda kubva 2006 nevanopfuura 167,000 vatori vechikamu kuti vatore data rakakodzera uye biosamples. Iyi data ine chekuita nemararamiro, hutano, hunhu, BMI, BP, kugona kwekuziva, nezvimwe. Lifelines inopa iyi data yakakosha, ichiita kuti ive sosi yakakosha yevatsvagiri venyika nevekunze, masangano, vanogadzira mitemo, uye vamwe vane chekuita navo avo vanowanzo tarisa pakudzivirira, kufanotaura, kuongorora, nekurapa zvirwere.
Mamiriro acho ezvinhu
Sezvo biobank iri pachinangwa chekuita kuti data rayo riwanikwe kune vanotsvaga, masangano, vanogadzira mitemo, uye vamwe vane chekuita, kuve nemhinduro dzehungwaru munzvimbo yekuchengetedza kuvanzika kwevatori vechikamu kwakakosha. Nekudaro, Lifelines inodyidzana neSyntho kusanganisa iyo data, nekudaro ichiwedzera kuwanikwa kwayo uye kuchengetedza kuvanzika kwevatori vechikamu. Seimwe nzira yekushandisa data chaiyo, munhu wese zvino ave nemukana wekushanda nedata rekugadzira. Chero ani anofarira data anokurudzirwa kuti asvike kune rumwe ruzivo uye rutsigiro.
Iyo mhinduro
Kana zviri zvekutora mhinduro nyowani, Lifelines yaida kuongorora Synthetic Data uye Syntho mukuita kuburikidza nekutanga kuongorora ongororo. Pano, yakabvumira synthetic data kubva kuSyntho pamusoro pechokwadi, kuvanzika, uye nyore kushandisa mukuenzanisa neyakavhurika-sosi mhinduro uye kutengeserana mhinduro. Pano, kana iri seti, geographical nzvimbo uye longitudinal data yakakosha. Sekutarisisa, tinogona kuona kugoverwa kwemakodhi eposvo evatori vechikamu data chairo, data rekugadzira, uye girafu rekuenzanisa pakati pe data chaiyo uye data rekugadzira. Sezvo magirafu anopindirana zvakanyanya, zvakapedzwa neLifelines kuti kutendeka uye kurongeka kunochengetedzwa. Sezvo ichi chiri chinhu chimwe chete sechikamu cheongororo iyi, zvimwe zvawanikwa zviripo pakukumbira.
Vatsvagiri, masangano, vanogadzira mitemo, uye vamwe vane chekuita navo vava nemukana wekugamuchira synthetic datasets
Uku kuongorora kwakabudirira kwedata rekugadzira rakagadzirwa naSyntho rinoratidza nhanho yakakosha yekumberi kune Lifelines mukusimudzira mhinduro nyowani kuti data ravo riwanikwe uchichengetedza kuvanzika kwevatori vechikamu. Nekudaro, Lifelines inoshandisa ikozvino data yekugadzira kugadzira ma dataset ekunyepedzera anoratidza zvimiro zve data chaiyo pasina kukanganisa kuvanzika kwevatori vechikamu. Nekuda kweizvozvo, vaongorori, masangano, vanogadzira marongero, uye vamwe vanobatana vanofarira mune iyi data vava nemukana wekugamuchira akagadzirirwa synthetic datasets, akagadzirwa mukubatana naSyntho. Nekumbundira data rekugadzira, Lifelines inokwirisa kuwana data uye inomhanyisa kutsvagisa uku ichichengetedza yakanyanya mwero yekuchengetedzwa kwekuvanzika kune vatori vechikamu. Izvi zvinosimbisa kuzvipira kwavo kune zvese kufambira mberi kwesainzi uye kuchengetedza zvakavanzika.
Zvakanakira
Kukurumidza kuwana data
Synthetic data inobvumira kukurumidza kuwana data nekudzikisira kutevedzera mapepa uye maitiro. Izvi zvinogonesa vashandisi ve data kuongororwa nekukurumidza, nekukurumidza hypothesis kuyedzwa, uye mhedzisiro yepakutanga, pasina kunonoka kunokonzerwa nekutevedzera maitiro.
Chengetedza zvakavanzika zvevatori vechikamu
Nekubatanidza data rekugadzira, ruzivo rwevatori vechikamu runoramba rwakachengeteka, kuchengetedza ruzivo rwavo rwakadzikama zvinobudirira. Maitiro ekuvandudza kuvanzika, senge data rekugadzira, anovandudza chivimbo muvatori vechikamu kuti data ravo rakachengetedzwa, zvichikurudzira kutora kwavo chikamu muzvirongwa zvekutsvagisa. Izvi zvinokurudzira kuvimba mune iyi biobank sechinhu chakavimbika uye chakavimbika, ichiwedzera kukurumidza kuita kwevatori vechikamu.
Kuwedzera kuwanikwa kwedata
Synthetic data inovhura mikana mitsva yekugovana ruzivo nemasangano angave asiri kufarirwa kuwana chaiyo data kana anogona kuwana mashoma data. Iyi nzira inobvumira kuwedzera kuwanikwa kwedata uku uchidzikisa njodzi dzine chekuita nekugovana data chairo.
Ongorora data usati watenga nedata catalogue
Nekushambadzira kwedata, vangangove vatengi vanowanzofarira kutarisa iyo data vasati vatenga mune chimwe chinhu senge sandbox nharaunda. Nekudaro, kushandisa data chaiyo yekutarisisa kunova dambudziko nekuda kwekuteedzera mapepa ezvinodiwa uye njodzi yekudzikisira iyo data kana yachinjana kare. Mumwe anogona kukunda matambudziko aya nekushandisa dhizaini yedata, achibvumira vangangove vatengi kuti vatarise data zviri nyore, nekudaro vachisimudzira maitiro ekutengesa.
Organization: Hupenyu
Location: The Netherlands
Industry: Nezveutano
Size: 100+ vashandi
Use kesi: Analytics
Target data: Healthcare nhoroondo data
Website: PaChikumbiro
Sevha yako synthetic data mumushumo wehutano!
- Ongorora basa rekugadzira data muchikamu chehutano
- Chii chinonzi synthetic data uye nei masangano ezvehutano achiishandisa?
- Kukosha kwekuwedzera mareferensi ekushandisa kesi muhutano (senge pharma, zvipatara, hutano-tech, nezvimwewo)
