Obtaining $(\epsilon,\delta)$-differential privacy guarantees when using a Poisson mechanism to synthesize contingency tables

Autor: Jackson, James, Mitra, Robin, Francis, Brian, Dove, Iain

We show that differential privacy type guarantees can be obtained when using a Poisson synthesis mechanism to protect counts in contingency tables. Specifically, we show how to obtain $(\epsilon, \delta)$-probabilistic differential privacy guarantees

Externí odkaz: http://arxiv.org/abs/2407.00417

Focal Loss Analysis of Peripapillary Nerve Fiber Layer Reflectance for Glaucoma Diagnosis

Autor: Tan, Ou, Choi, Dongseok, Chen, Aiyin, Greenfield, David S., Francis, Brian A., Varma, Rohit, Schuman, Joel S., Huang, David, Group, Advanced Imaging for Glaucoma Study

Purpose: To evaluate nerve fiber layer (NFL) reflectance for glaucoma diagnosis using a large dataset. Methods: Participants were imaged with 4.9mm ONH scans using spectral-domain optical coherence tomography (OCT). The NFL reflectance map was recons

Externí odkaz: http://arxiv.org/abs/2406.00170

On integrating the number of synthetic data sets $m$ into the 'a priori' synthesis approach

Autor: Jackson, James Edward, Mitra, Robin, Francis, Brian Joseph, Dove, Iain

Until recently, multiple synthetic data sets were always released to analysts, to allow valid inferences to be obtained. However, under certain conditions - including when saturated count models are used to synthesize categorical data - single imputa

Externí odkaz: http://arxiv.org/abs/2205.05993

Ab-Externo MicroShunt versus Trabeculectomy in Primary Open-Angle Glaucoma: Two-Year Results from a Randomized, Multicenter Study

Autor: Vold, Steven, McFarland, Michael, Stiles, Michael, Stechschulte, Ann, Strom, Amanda, Reynolds, Adam, Noecker, Robert, Thimons, Joseph, Khaimi, Mahmoud, Allen, Evan, Sarkisian, Steve, Barnebey, Howard, Golez, Ernesto, Feldman, Robert, Bell, Nicholas, Blieden, Lauren, Cantor, Louis, WuDunn, Darrell, Catoira-Boyle, Yara, Chen, Huiyi, Evans, Joshua, Martin, Elizabeth, Sozeri, Yasemin, Srivastava, Vinita, Wise, Ryan, Schwartz, Kenneth, Grover, Davinder, Butler, Michelle, Emanuel, Matthew, Fellman, Ronald, Godfrey, David, Smith, Oluwatosin, Kornmann, Helen, Khatana, Anup, Hagee, Daniel, Kuhlman, Brian, Zink, Jeffrey, Moster, Marlene, Dale, Elizabeth, Pro, Michael, Baker, Douglas, Chambers, Megan, Lehmann, David, Caprioli, Joseph, Francis, Brian, Giaconi, JoAnn, Law, Simon, Nouri-Mahdavi, Kouros, Coleman, Anne, Flynn, William, Rashid, Edward, Reilly, Charles, Rice, Robert, Sidoti, Paul, Panarelli, Joseph, Garg, Reena, Tania Tai, Tak Yee, Vinod, Kate, Harizman, Noga, Ritch, Robert, Reiss, George, Dewan, Vinay, Patel, Shamil, Sorenson, Christina, Larsen, Christine, Samuelson, Thomas, Hansen, Mark, Barth, Tara, Blakstad, Alyson, Buboltz, Mark, Fahmy, Ahmad, Fahmy, Mona, Montealegre, Kate, Mizener, Martin, Whitted, Peter, Lim, Michele, Brandt, James, Baik, Annie, Jiang, Angela, Brown, Steve V.L., Breunig, Adam C., Gorla, Madhu S.R., Riss, Isabelle, Feijoo, Garcia, Mendez Hernandez, Carmen, Martinez de la Casa, Jose, Dupré Pelaez, Mauro, Fernandez Vidal, Ana, García Sáenz, Sofia, Morales Fernandez, Laura, Sáenz Francés, Federico, Santos Bueso, Enrique, Perucho Gonzalez, Lucia, Beckers, Henny J.M., Kujovic, Stefani, Nardi, Marco, Maglionico, Maria N., Nasini, Francesco, Passani, Andrea, Strouthidis, Nick, Barton, Keith, Clarke, Jonathan, Gazzard, Gus, Jayaram, Hari, Khaw, Peng, Papadopoulos, Maria, Puertas, Renata, Toth, Marta, Lunt, David, Triolo, Giacinto, Kam, Ronald, Levine, Jason, Flowers, Brian, Nair, Unni, Simmons, Steven, Pokabla, Michael, Panarelli, Joseph F., Moster, Marlene R., Garcia-Feijoo, Julian, Flowers, Brian E., Baker, N. Douglas, Barnebey, Howard S., Grover, Davinder S., Khatana, Anup K., Lee, Bonny, Nguyen, Tuan, Stiles, Michael C., Sadruddin, Omar, Khaw, Peng T.

Publikováno v: In Ophthalmology March 2024 131(3):266-276

Tento výsledek nelze pro nepřihlášené uživatele zobrazit.
K zobrazení výsledku je třeba se přihlásit.