%0 Conference Paper %1 mas20ITC32-WS %A Yamauchi, Masaaki %A Tanaka, Masahiro %A Ohsita, Yuichi %A Murata, Masayuki %A Ueda, Kensuke %A Kato, Yoshiaki %B 32th International Teletraffic Congress (ITC 32), Ph.D. Workshop %C Osaka, Japan %D 2020 %K Anomaly_detection IoT Security Situation_estimation Smart_home itc itc32 %T Modeling Home IoT Traffic using Users' in-Home Activities for Detection of Anomalous Operations %U https://gitlab2.informatik.uni-wuerzburg.de/itc-conference/itc-conference-public/-/raw/master/itc32/mas20ITC32-WS.pdf?inline=true %X In this paper, we modeled home IoT traffic based on users' in-home activities by the sensors and operations of home IoT devices. Then, we applied the model to the detection of anomalous operations. We evaluated our model by using a dataset obtained in an actual home environment. The results demonstrated that the detection using our method achieved $72.3%$ detections with less than $20.1%$ misdetections.

@inproceedings{mas20ITC32-WS, abstract = {In this paper, we modeled home IoT traffic based on users' in-home activities by the sensors and operations of home IoT devices. Then, we applied the model to the detection of anomalous operations. We evaluated our model by using a dataset obtained in an actual home environment. The results demonstrated that the detection using our method achieved $72.3%$ detections with less than $20.1%$ misdetections.}, added-at = {2021-03-02T15:22:25.000+0100}, address = {Osaka, Japan}, author = {Yamauchi, Masaaki and Tanaka, Masahiro and Ohsita, Yuichi and Murata, Masayuki and Ueda, Kensuke and Kato, Yoshiaki}, biburl = {https://www.bibsonomy.org/bibtex/2a7811613eabf338202d74dba17b5479f/itc}, booktitle = {32th International Teletraffic Congress (ITC 32), Ph.D. Workshop}, interhash = {439e9bd40a221b08fc90e28634eb9e8d}, intrahash = {a7811613eabf338202d74dba17b5479f}, keywords = {Anomaly_detection IoT Security Situation_estimation Smart_home itc itc32}, timestamp = {2021-03-02T15:22:25.000+0100}, title = {Modeling Home IoT Traffic using Users' in-Home Activities for Detection of Anomalous Operations}, url = {https://gitlab2.informatik.uni-wuerzburg.de/itc-conference/itc-conference-public/-/raw/master/itc32/mas20ITC32-WS.pdf?inline=true}, year = 2020 }