Syntho anohwina Global SAS Hackathon muChikamu Chehutano Hwekuchengetedza uye Hupenyu Sayenzi
Iyo SAS Hackathon chaive chiitiko chinoshamisa chakaunza pamwechete zvikwata zve104 kubva kunyika makumi manomwe neshanu, mukuratidzwa kwetarenda repasi rose. Munzvimbo ino yemakwikwi zvakanyanya, tinodada kuzivisa kuti mushure memwedzi yekushanda nesimba, Syntho akasimuka kuita mukurumbira, achiwana kukunda kwakasimba muchikamu chehutano nesainzi yehupenyu. Kupfuura mamwe makambani anotyisa gumi nemasere, kubudirira kwedu kwakamisa chinzvimbo chedu sevatungamiriri mune ino hunyanzvi ndima.
ziviso
Remangwana rekuongorora data ragadzirira kushandurwa nedata rekugadzira, kunyanya muzvikamu umo data rinonzwa kuvanzika, senge data rehutano, rakakosha. Zvisinei, kuwana ruzivo urwu rwakakosha kazhinji kunodziviswa nemaitiro anorema, anosanganisira kutora nguva, akazara nemapepa akawanda uye zvirambidzo zvakawanda. Achiziva kugona uku, Syntho akabatana nemauto SAS nokuti SAS Hackathon kuita chirongwa chekushandira pamwe chine chinangwa chekuvandudza kuchengetwa kwevarwere munzvimbo dzehutano. Nekuvhura dhata rekuvanzika-risinganzwisisike kuburikidza nedata rekugadzira uye kuwedzera SAS analytics kugona, Syntho inoyedza kupa ruzivo rwakakosha rune mukana wekuumba ramangwana rehutano hwehutano.
Kuvhura Yakavanzika-Sensitive Healthcare Data neSynthetic Data sechikamu chekutsvagisa cancer kuchipatara chinotungamira
Dhata remurwere igoldmine yeruzivo inogona kushandura hutano hwehutano, asi maitiro ayo ekuvanzika anowanzo kuunza matambudziko akakosha pakuiwana nekuishandisa. Syntho akanzwisisa dambudziko iri uye akatsvaga kurikunda nekubatana neSAS panguva yeSAS Hackathon. Chinangwa chaive chekuvhura dhata remurwere rinonzwa kuvanzika uchishandisa synthetic data uye kuita kuti iwanikwe nyore kune analytics kuburikidza neSAS Viya. Kuedza kwekubatana uku hakungovimbisi chete kufambisa kuvandudzwa kwehutano, kunyanya mumunda wekutsvagisa cancer, kuita maitiro ekuvhura uye kuongorora data isina musono uye inoshanda, asi zvakare inovimbisa kuchengetedzwa kwakanyanya kwekuvanzika kwemurwere.
Kubatanidzwa kweSyntho Injini uye SAS Viya
Mukati mehackathon, takabudirira kubatanidza iyo Syntho Injini API muSAS Viya sedanho rakakosha muchirongwa chedu. Kubatanidzwa uku hakuna kungogonesa kubatanidzwa kwedata rekugadzira asi zvakare kwakapa nharaunda yakanaka yekusimbisa kutendeka kwayo mukati meSAS Viya. Tisati tatanga kutsvaga kwedu kenza, kuyedzwa kwakawanda kwakaitwa pachishandiswa dhatabheti rakavhurika kuongorora kushanda kweiyi nzira yakabatanidzwa. Kuburikidza nenzira dzakasiyana siyana dzekusimbisa dziripo muSAS Viya, isu takava nechokwadi chekuti data rekugadzira rakaratidza mwero wemhando uye kufanana kune chaiyo data yaiiona seyakafanana, ichisimbisa "yakanaka-se-chaiyo" hunhu.
Ko synthetic data inoenderana ne kururama yedata chaiyo?
Iko kuwirirana uye hukama pakati pezvakasiyana-siyana zvakanyatsochengetedzwa muzvinyorwa zvekugadzira.
Iyo Area Under the Curve (AUC), metric yekuyera modhi maitiro, yakaramba ichienderana.
Uyezve, kukosha kwekusiyana, iyo yakaratidza simba rekufanotaura kwezvakasiyana-siyana mumuenzaniso, yakaramba yakasimba kana ichienzanisa data yekugadzira kune dataset yepakutanga.
Kubva pane zvakaonekwa izvi, tinogona kugumisa nechivimbo kuti synthetic data inogadzirwa neSyntho Injini muSAS Viya zvechokwadi iri padanho nedata chairo maererano nemhando. Izvi zvinosimbisa kushandiswa kwedata rekugadzira rekusimudzira modhi, zvichigadzira nzira yekutsvagisa cancer yakatarisana nekufanotaura kuderera uye kufa.
Migumisiro Inobatsira ine data yekugadzira mumunda weCancer Research:
Kushandiswa kweiyo yakabatanidzwa Syntho Injini mukati meSAS Viya kwaunza mhedzisiro mukutsvaga kenza kuchipatara chine mukurumbira. Nekuwedzeredza data rekugadzira, ruzivo rwekuvanzika kwehutano hwehutano hwakavhurwa zvakabudirira, kugonesa kuongororwa nenjodzi yakaderedzwa, kuwedzera kuwanikwa kwedata, uye kukurumidza kuwana.
Zvikuru, kushandiswa kwedata rekugadzira kwakatungamira mukugadzirwa kwemodhi inokwanisa kufanotaura kuderera uye kufa, kuwana inoyevedza Nzvimbo Pasi Peiyo Curve (AUC) ye0.74. Pamusoro pezvo, kusanganiswa kwedata rekugadzira kubva kuzvipatara zvakawanda kwakakonzera kuwedzera kunoshamisa kwesimba rekufungidzira, sezvinoratidzwa nekuwedzera kweAUC. Mhedzisiro iyi inosimbisa kugona kwekushandura kwe data rekugadzira mukugadzira ruzivo rwunofambiswa nedata uye kufambira mberi mukati memunda wehutano.
Mhedzisiro ye mumwe chipatara chinotungamira, AUC ye0.74 uye modhi inokwanisa kufanotaura kuderera uye kufa.
Mhedzisiro ye siyana-siyana zvipatara, AUC ye0.78, inoratidza kuti data yakawanda inoguma mune zviri nani kufanotaura simba remhando idzodzo
Mhedzisiro, Matanho Emberi uye Zvinorehwa
Munguva iyi hackathon, mhedzisiro inoshamisa yakawanikwa.
1. Syntho, yekucheka-kumucheto synthetic data generation tool, yakanyatsobatanidzwa muSAS Viya sedanho rinokosha.
2. Kubudirira kwekugadzirwa kwedata rekugadzira mukati meSAS Viya vachishandisa Syntho kwaive kubudirira kukuru.
3. Zvinonyanya kukosha, kururamisa kwemashoko ekugadzirwa kwakanyatsogadziriswa, sezvo mienzaniso yakadzidziswa pane iyi data yakaratidza zviyero zvakaenzana kune avo vakadzidziswa pamashoko ekutanga.
4. Ichi chiitiko chakakosha chakawedzera tsvakiridzo yegomarara nekugonesa kufanotaura kwekuipa uye kufa pachishandiswa data yakagadzirwa.
5. Zvinoshamisa, nekubatanidza data yakagadzirwa kubva kuzvipatara zvakawanda, kuratidzwa kwakaratidza kuwedzera kwenharaunda iri pasi pevheti (AUC).
Apo patinopemberera kukunda kwedu, tinotarisa kune ramangwana nezvinangwa zvine chishuwo. Matanho anotevera anosanganisira kuwedzera kudyidzana nezvimwe zvipatara, kuongorora nyaya dzakasiyana dzekushandisa, uye kuwedzera mashandisirwo edata rekugadzira muzvikamu zvakasiyana. Nematekinoroji ari chikamu-agnostic, isu tinovavarira kuvhura data uye kuona inofambiswa nedata muhutano hwehutano nekupfuura. Kukanganisa kwedata rekugadzira mukuongorora kwehutano huchangotanga, sezvo SAS Hackathon yakaratidza kufarira kukuru uye kutora chikamu kubva kumasainzi edata uye vanofarira tekinoroji pasi rese.
Kuhwina pasi rose SAS hackathon ingori nhanho yekutanga yeSyntho!
Kukunda kunoshamisa kwaSyntho muchikamu cheSAS Hackathon's Health Care & Life Sciences kunoratidza chiitiko chakakosha mukushandiswa kwedata rekugadzira rekuongorora hutano. Kubatanidzwa kweSyntho Injini mukati meSAS Viya kwakaratidza simba uye kurongeka kwedata rekugadzira rekufanotaura modhi uye kuongorora. Nekubatana neSAS uye nekuvhura dhata-inoziva zvakavanzika, Syntho yakaratidza kugona kwedata rekugadzira kushandura kutarisirwa kwevarwere, kuvandudza mhedzisiro yekutsvagisa, uye kutyaira data-inofambiswa nedata muindasitiri yehutano.
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)
