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Bumwe mu buryo butanga ikizere cyo kwiga imashini muri comptabilite yo kubara ni igisubizo cyihuse cyibice bitandukanye (PDEs). Intego nyamukuru yimashini yiga ishingiye kubice bitandukanye bitandukanya ikigereranyo ni ugutanga ibisubizo byukuri byihuse kuruta uburyo busanzwe bwo kubara kugirango ube igereranya ryibanze. Turabanza gukora isubiramo risesuye ryimashini yiga imashini kubijyanye no gukemura ibice bitandukanye. Mu mpapuro zose zerekana imikoreshereze ya ML kugirango ikemure ibice bitandukanya ibice bitandukanye kandi tuvuga ko iruta uburyo busanzwe bw'imibare, twabonye 79% (60/76) ugereranije n'intege nke. Icya kabiri, twabonye ibimenyetso byerekana kubogama kwinshi, cyane cyane mubisubizo byatanzwe no kubogama. Twanzuye ko ubushakashatsi bwo kwiga imashini mugukemura ibice bitandukanijwe bitarenze ibyiringiro birenze: amakuru yinjiza make arashobora kuganisha kubisubizo byiza cyane, kandi kubogama kubogamye bishobora gutuma habaho kudatanga ibisubizo bibi. Ahanini, ibyo bibazo bisa nkaho biterwa nibintu bisa nibibazo byororoka byashize: ubushishozi bwiperereza nibisubizo byiza kubogama. Turasaba ko hahindurwa umuco wo hejuru kugirango tugabanye raporo zibogamye hamwe nivugurura ryimiterere yo hejuru kugirango tugabanye ubushake bubi bwo kubikora.
Urutonde rwabanditsi ningingo zakozwe nisubiramo ritunganijwe, kimwe no gutondekanya buri ngingo murugero rudasanzwe, iraboneka kumugaragaro kuri https://doi.org/10.17605/OSF.IO/GQ5B3 (reba 124).
Kode ikenewe kugirango yongere ibisubizo mu mbonerahamwe ya 2 urashobora kubisanga kuri GitHub: https://github.com/nickmcgreivy/WeakBaselinesMLPDE/ (reba 125) no kuri Code Ocean: https://codeocean.com/capsule/9605539/Igiti/ v1 (ihuza 126) na https://codeocean.com/capsule/0799002/igiti/v1 (ihuza 127).
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Igihe cyo kohereza: Nzeri-29-2024