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| 1 | Enhancing IoT anomaly detection performance for federated learning显示文摘Federated Learning (FL) with mobile computing and the Internet of Things (IoT) is an effective cooperative learning approach. However, several technical challenges still need to be addressed. For instance, dividing the training process among several devices may impact the performance of Machine Learning (ML) algorithms, often significantly degrading prediction accuracy compared to centralized learning. One of the primary reasons for such performance degradation is that each device can access only a small fraction of data (that it generates), which limits the efficacy of the local ML model constructed on that device. The performance degradation could be exacerbated when the participating devices produce different classes of events, which is known as the class balance problem. Moreover, if the participating devices are of different types, each device may never observe the same types of events, which leads to the device heterogeneity problem. In this study, we investigate how data augmentation can be applied to address these challenges and improving detection performance in an anomaly detection task using IoT datasets. Our extensive experimental results with three publicly accessible IoT datasets show the performance improvement of up to 22.9% with the approach of data augmentation, compared to the baseline (without relying on data augmentation). In particular, stratified random sampling and uniform random sampling show the best improvement in detection performance with only a modest increase in computation time, whereas the data augmentation scheme using Generative Adversarial Networks is the most time-consuming with limited performance benefits. | Brett Weinger Jinoh Kim Alex Sim Makiya Nakashima Nour Moustafa K.John Wu | 2022 | Digital Communications and Networks2022，8，3： | 2 |
| 2 | Which Clinical Anesthesia Outcomes Are Both Common and Important to Avoid ? The Perspective of a Panel of Expert Anesthesiologists显示文摘 | Macario A Weinger M Truong P | 1999 | Anesth Analg1999，88，： | 1 |
| 3 | Psychosocial and psychiatric challenges of diabetes mellitus显示文摘 | Weinger K Lee J | 2006 | Nuts Clin Nonh Am2006，41，4： | 1 |
| 4 | Which clinieal anesthesia outcomes are both common and important to avoid ?The perspective of a panel expert anesthesiologists 显示文摘 | Macario A Weinger M Truong P | 1999 | Anesth Analg1999，88，5： | 1 |
| 5 | Psychosocial and psychiatric challenges of diabetesmellitus 显示文摘 | Weinger K Lee J | 2006 | Nurs Clin North Am2006，41，4： | 1 |
| 6 | The effects of type 1 diabetes on cerebral white matter显示文摘 | Weinger K Jacobson AM Musen G | 2008 | Diabetologia2008，51，： | 1 |
| 7 | Which clinical anesthesia outcomes are important to avoid The perspective of patients 显示文摘 | Macario A Weinger M Carney S | 1999 | Anesthesia and analgesia1999，89，3： | 1 |
| 8 | Psychosocial and psychiatric challenges of diabetes mellitus显示文摘 | Weinger K Lee J | 2006 | Nurs Clin North Am2006，41，4： | 1 |
| 9 | The effects of type 1 diabetes on cerebral white matter显示文摘 | Weinger K Jacobson A M Musen G | 2008 | Diabetologia2008，51，3： | 1 |
| 10 | A role for CNS alpha-2 adrenergic receptors in opiate-induced muscle rigidity in the rat 显示文摘 | Weinger MB Chen DY Lin T | 1995 | Brain Res1995，669，1： | 1 |
| 11 | Group medical appointments in diabetes care:is there a future?显示文摘 | Katie Weinger | 2003 | Diabetes Spectrum2003，16，2： | 1 |
| 12 | Adolescent Views of Diabetes-Related Parent Conflict and Support: A Focus Group Analysis显示文摘 | Weinger K O'Donnell KA Ritholz MD | 2001 | Journal of adolescent health2001，29，： | 1 |
| 13 | The effects of type l diabetes on cerebral white matter显示文摘 | Weinger K Jacobson A M Musen G | 2008 | Diabetologia2008，5，3： | 1 |
| 14 | Which clinical an- esthesia outcomes are important to avoid? The perspective of pa- tients 显示文摘 | MACARIO A WEINGER M CARNEY S | 1999 | Anesth Analg1999，89，： | 1 |
| 15 | Pretreatmerit with sedative -hypnotics, but not with nondepolarlziug muscle relaxants, attenuates alfentanil - induced muscle rigidity显示文摘 | SUNFORD TJ JR WEINGER M B SMITH N T | 1994 | J Clin Anesth1994，6，6： | 1 |
| 16 | Group medical appointmentsin diabetes care:is there a future?显示文摘 | Katie Weinger | 2003 | Diabetes Spectrum2003，16，2： | 1 |
| 17 | Group medical appointmentsin diabetes care:is there a future?显示文摘 | Katie Weinger | 2003 | Diabetes Spectrum2003，16，： | 1 |
| 18 | A role for CNS alpha- 2 adrenergic receptors in opiate-induced muscle rigidity in the rat显示文摘 | Weinger MB Chen DY Lin T | 1995 | Brain Res1995，669，1： | 1 |
| 19 | Which clinical anesthesia outcomes are both common and important to avoid? The perspective of a panel of expert anesthesiologist显示文摘 | Macario A Weinger M Truong P | | 0，，： | 1 |
| 20 | Atipamezole,an alpha 2 antagonist,augments opiate-induced muscle rigidity in the rat 显示文摘 | Weinger MB Bednarczvk JM | 1994 | Pharmacol Biochem Behav1994，49，3： | 1 |
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