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Performances achieved with the external Ped-2 test.
journal contribution
posted on 2024-01-17, 18:33 authored by Sivaramakrishnan Rajaraman, Ghada Zamzmi, Feng Yang, Zhaohui Liang, Zhiyun Xue, Sameer AntaniBold numerical values denote superior performance in their respective columns. The * denotes statistically significant recall (p<0.00001) compared to the baseline.
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weighted sequential leastsquares quadratic programmingrandomly initialized counterpartsperiodically arriving dataparticularly chest xongoing data influxmuch literature existslearnable fuzzy softmaxpediatric cxr datasetspediatric chest xdeep model generalizationaggregate weight parametersmodel initialization techniquespretrained weight initializationdeep learning modelsanalyze model performancediv >< pmodel initializationpediatric populationsmodel updates>< 0thereby embracingtesting comparedspecifically focusp multiple modelsmedical imageslevel ensemblesless understoodindividual modelsguided ensemblescreating robustconfidence intervalscomplementary representationscollective knowledge>- values
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