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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 | Pivotal role of oxidativestress in tumor metastasis under diabetic conditions in mice显示文摘 | MAI I MAKIYA N K0SUKE K | 2013 | JControl Release2013，170，2： | 1 |
| 3 | Theoretical considerations involving the pharmacokinetics of plasmid DNA显示文摘 | MAKIYA N YOSHINOBU T MITSURU H | 2005 | Adv Drug Deli Rev2005，57，： | 1 |
| 4 | Nonviral approaches satisfying various requirements for effective in vivo gene therapy显示文摘 | MAKIYA N MITSURU tt | 2002 | Biol Pharm Bull2002，25，3： | 1 |
| 5 | Targeted and sustained drug delivery using PEGylated galactosylated liposomes显示文摘 | Chittima Managit Shigeru Kawakami Makiya Nishikawa Fumiyoshi Yamashita Mitsuru Hashida | 2003 | International Journal of Pharmaceutics2003，，1： | 1 |
| 6 | Targeted delivery of human recombinant superoxide dismutase by chemical modification with Mono- and polysaccharide derivatives显示文摘 | Takuya Fujita Makiya | 1992 | The Journal of Pharmacology and Experimental Therapeuics1992，263，3： | 1 |
| 7 | Development and pharmacokinetics of galactosylated poly-L-glutamic acid as a biodegradable carrier for liver-specific drug delivery显示文摘 | Hideki Hirabayashi Makiya Nishikawa Yoshinobu Takakura | 1996 | Pharm Res1996，13，6： | 1 |
| 8 | Biodegradable CpG DNA hydrogels for sustained delivery of doxorubicin and immunostimulatory signals in tumor-bearing mice显示文摘 | Makiya Nishikawa Yumiko Mizuno Kohta Mohri Nao Matsuoka Sakulrat Rattanakiat Yuki Takahashi Hisakage Funabashi Dan Luo Yoshinobu Takakura | 2010 | Biomaterials2010，，2： | 1 |
| 9 | The assembly of a short linear natural cytosine-phosphate-guanine DNA into dendritic structures and its effect on immunostimulatory activity显示文摘 | Sakulrat Rattanakiat Makiya Nishikawa Hisakage Funabashi Dan Luo Yoshinobu Takakura | 2009 | Biomaterials2009，，29： | 1 |
| 10 | Targeted and sustained drug delivery using PEGylated galactosylated liposomes 显示文摘 | CHITTIMA M SHIGERU K MAKIYA N | 2003 | International Journal of Pharmaceutics2003，266，： | 1 |
| 11 | Cell specific delivery of' Genes with glycosylated carriers显示文摘 | Mitsuru H Makiya NK Fumiyoshi YS | 2001 | Adv Drug Del Rev2001，52，3： | 1 |
| 12 | Targeted and sustained drug delivery using PEGylatedgalactosylated liposomes 显示文摘 | MANAGIT C KAWAKAMI S MAKIYA N | 2003 | Int JPharm2003，266，12： | 1 |
| 13 | c -axis oriented ZnO formed in a rotating magnetic field with various rotation speeds显示文摘 | Satoshi Tanaka Atsushi Makiya Zenji Kato Keizo Uematsu | 2008 | Journal of the European Ceramic Society2008，，5： | 1 |
| 14 | Digestive β-glucosidasesfrom the wood-feeding higher termite,Nasutitermes takasagoensis:Intestinal distribution,molecular characterization,and alterationin sites of expression显示文摘 | Tokuda G Miyai M Makiya H | | 0，，12： | 1 |
| 15 | Nonviral approaches satisfying various requirements for effective in vivo gene therapy 显示文摘 | MAKIYA N MITSURU H | 2002 | Biol Pharm Bull2002，25，3： | 1 |
| 16 | Residualizing indium-111-radiolabel for plasmid DNA and its application to tissue distribution study显示文摘 | Makiya Nishikawa Takayuki Nakano Takayuki Okabe | 2003 | Bioconjugate Chem2003，14，5： | 1 |
| 17 | Hepatic uptake of polystyrene microspheres in rats: Effect of particle size on intrahepatic distribution显示文摘 | Ken-ichi Ogawara Minoru Yoshida Kazutaka Higaki Toshikiro Kimura Keiko Shiraishi Makiya Nishikawa Yoshinobu Takakura Mitsuru Hashida | 1999 | Journal of Controlled Release1999，，1： | 1 |
| 18 | Orientation dependence of transport property and microstructual characterization of AI-doped ZnO ceramics显示文摘 | TAGA H KINMUCHI Y YILMAl H W NAKANO H NAKANO H TANAKA S MAKIYA A KATO Z UEMATSU K | 2007 | Acta materialia2007，55，14： | 1 |
| 19 | Placental alkaline phosphatase is related to human IgG internalization in HEp2 cells显示文摘 | Makiya R Stigbrand T | 1992 | Biochem Biophys Res Commun1992，182，2： | 1 |
| 20 | Placental alkaline phosphatase has a binding site for the human immunoglobulin - G Fc portion 显示文摘 | Makiya R Stigbrand T | 1992 | Eur J Biochem1992，205，1： | 1 |
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