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MAXFIYLIKNI SAQLASHNING DIFFERENTSIAL USULI VA UNING SOG’LIQNI SAQLASHDA SHAXSIY MA’LUMOTLARNI HIMOYA QILISH UCHUN POTENTSIAL ILOVALAR
Maqola haqida umumiy ma'lumotlar
Tibbiy ma’lumotlarning tez o’sishi mashina learning (ML) usullarining bashoratli modellashtirish, qarorlarni qo’llab-quvvatlash va bemorlarni davolash uchun ajralmas vosita sifatida paydo bo’lishiga olib keldi. Biroq, maxfiylik va ma’lumotlar maxfiyligi bilan bog’liq ortib borayotgan xavotirlar sog’liqni saqlashda mashina learning modellarini joriy etishda jiddiy muammolarni keltirib chiqaradi. Bunga javoban, differentsial maxfiylik usullari ma’lumotlarga asoslangan ilovalarda foydalilik va maxfiylikni muvozanatlash uchun mashhur yechimga aylandi. Ushbu maqolada maxfiylikning differentsial usulini ishlab chiqish va uning sog’liqni saqlashda maxfiylikni ta’minlaydigan mashina learning uchun potentsial ilovalar keltirilgan.
- Dwork, C., & Roth, A. (2014). The Algorithmic Foundations of Differential Privacy. Foundations and Trends in Theoretical Computer Science, 9(3-4), 211–407.
- Abadi, M., Chu, A., Goodfellow, I., McMahan, H. B., Mironov, I., Talwar, K., & Zhang, L. (2016). Deep Learning with Differential Privacy. Proceedings of the 2016 ACM SIGSAC Conference on Computer and Communications Security, 308–318.
- Beaulieu-Jones, B. K., & Greene, C. S. (2017). Privacy-Preserving Generative Deep Neural Networks Support Clinical Data Sharing. BioRxiv, 159756.
- Phan, N., & Wu, X. (2016). Differential Privacy Preservation for Deep Auto-Encoders: An Application of Human Behavior Prediction. Proceedings of the Thirtieth AAA
Hamrayeva, S. I. (2023). MAXFIYLIKNI SAQLASHNING DIFFERENTSIAL USULI VA UNING SOG’LIQNI SAQLASHDA SHAXSIY MA’LUMOTLARNI HIMOYA QILISH UCHUN POTENTSIAL ILOVALAR. Academic Research in Educational Sciences, 4(3), 407–411. https://doi.org/
Hamrayeva, Saida. “MAXFIYLIKNI SAQLASHNING DIFFERENTSIAL USULI VA UNING SOG’LIQNI SAQLASHDA SHAXSIY MA’LUMOTLARNI HIMOYA QILISH UCHUN POTENTSIAL ILOVALAR.” Academic Research in Educational Sciences, vol. 3, no. 4, 2023, pp. 407–411, https://doi.org/.
Hamrayeva, I. 2023. MAXFIYLIKNI SAQLASHNING DIFFERENTSIAL USULI VA UNING SOG’LIQNI SAQLASHDA SHAXSIY MA’LUMOTLARNI HIMOYA QILISH UCHUN POTENTSIAL ILOVALAR. Academic Research in Educational Sciences. 3(4), pp.407–411.