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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 | Coupled effects in stability analysis of pile-slope systems显示文摘 | JINOH W KWANGHO Y SANGSEOM J | 2005 | Computers and Geotechnics2005，32，4： | 1 |
| 3 | Ischemia-modified albumin is a highly sensitive serum marker of transient myocardial ischemia induced by coronary vasospasm显示文摘 | Dae Kyoung Cho Jin-Ho Choi Sung Hea Kim Jinoh Choi Il Rhee Chang-Seok Ki Sang-Chol Lee Hyeon-Cheol Gwon | 2007 | Coronary Artery Disease2007，，2： | 1 |
| 4 | Coupled Effects in Stability Analysis of Pile-Slope Systems显示文摘 | Won Jinoh You Kwangho Jeong Sangseom | 2005 | Computers and Geotechnics2005，32，4： | 1 |
| 5 | Ischemia-modified albumin is a highly sensitive serum marker of transient myocardial ischemia induced by coronary vasospasm显示文摘 | Dae Kyoung Cho Jin-Ho Choi Sung Hea Kim Jinoh Choi Il Rhee Chang-Seok Ki Sang-Chol Lee Hyeon-Cheol Gwon | 2007 | Coronary Artery Disease2007，，2： | 1 |
| 6 | Uncoupled analysis of stabilizing piles in weathered slopes 显示文摘 | Sangseom Jeong Bytmgchul Kin Jinoh Won Jinhyung Lee | 2003 | Computers and Geotechnics2003，30，2003： | 1 |
| 7 | Nonlinear three-dimensional analysis of pile group supported columns considering pile cap flexibility 显示文摘 | Jinoh Won Sang-Yong Ahn Sangseom Jeong | 2006 | Computers and Geotechnics2006，33，6： | 1 |
| 8 | Real-time identification of road-bank angle using differential GPS 显示文摘 | HAHN Jinoh RAJAMANI R YOU Seunghan | 2004 | IEEE Trans on Control Systems Technology2004，12，4： | 1 |
| 9 | Uncoupled analysis of stabilizing piles in weathered slopes显示文摘 | Sangseom J Byungchul K Jinoh W | 2003 | Computers and Geotechnics2003，30，： | 1 |
| 10 | Practical nonsingularterminal sliding-mode control of robot manipulators forhigh-accuracy tracking control显示文摘 | Jin Mao-lin Lee Jinoh Hun Pyung | 2009 | IEEE Trans on IndustrialElectronics2009，56，9： | 1 |
| 11 | Coupled effects in stability analysis of pile-slope sys- tems 显示文摘 | JINOH W KWANGHO Y SANGSEOM J | 2005 | Computers and Geotechnics2005，32，： | 1 |
| 12 | Coupled effects in stability analysis of pile-slope systems显示文摘 | Jinoh W Kwangho Y | 2005 | Computers and Geotechnics2005，32，： | 1 |
| 13 | Coupled effects in stability analysis of pile-slope systems显示文摘 | WON JINOH YOU KWANGHO JEONG SANGSEOM | 2005 | Computers and Geotechnies2005，32，4： | 1 |
| 14 | Uncoupled analysis of stabilizing piles in weatheredslopes显示文摘 | SANGSEOM J BYUNGCHUL K JINOH W | 2003 | Computers and Geotechnics2003，30，8： | 1 |
| 15 | GPS-based Real-time Identification of Tire-road Friction Coefficient显示文摘 | Hahn Jinoh Rajesh Rajamani | 2002 | IEEE Transactions on Control Systems Technology2002，10，3： | 1 |
| 16 | Practical nonsingular terminal sliding-mode control of robot manipulators for high-accuracy tracking control显示文摘 | MAOLIN J JINOH L PYUNG HUN C | 2009 | Industrial Electronics IEEE Transactions on2009，56，9： | 1 |
| 17 | Practical Nonsingular Terminal Sliding- mode Control of Robot Manipulators for High-accuracy Rraeking Con- trol显示文摘 | Jin M L Jinoh Lee | 2009 | IEEE Trans2009，56，9： | 1 |
| 18 | Ischemia-modified albumin is a highly sensitive serum marker of transient myocardial ischemia induced by coronary vasospasm显示文摘 | Dae Kyoung Cho Jin-Ho Choi Sung Hea Kim Jinoh Choi Il Rhee Chang-Seok Ki Sang-Chol Lee Hyeon-Cheol Gwon | 2007 | Coronary Artery Disease2007，，2： | 1 |
| 19 | Nonlinear three-dimensional analysis of pile group supported columns considering pile cap flexibility 显示文摘 | Jinoh Won | 2006 | Computers and Geotechnics2006，33，6： | 1 |
| 20 | Practical Non-singular Terminal Sliding-Mode Control of Robot Manip-ulators for High-Accuracy Tracking Control 显示文摘 | Maolin J Jinoh L Pyung Hun C | 2009 | IEEE Transactions on Industrial Electronics2009，56，9： | 1 |
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