activity
20092023
most citedAnomaly Detection for a Water Treatment System Using Unsupervised Machine Learning

335 citations · 336 across the 6 of their papers we have counts for

collaborators

8 papers

math.LO2023

Notion of validity for the bilateral classical logic

Ukyo Suzuki, Yoriyuki Yamagata

This paper explores proof-theoretic semantics, a formal approach to inferential semantics. It derives sentence meaning from formalized proofs, building upon Gentzen and Prawitz's w…

cs.LO2023

On the Metric Temporal Logic for Continuous Stochastic Processes

Mitsumasa Ikeda, Yoriyuki Yamagata, Takayuki Kihara

In this paper, we prove measurability of event for which a general continuous-time stochastic process satisfies continuous-time Metric Temporal Logic (MTL) formula. Continuous-time…

physics.soc-ph2020★ 1 cited

Simultaneous estimation of the effective reproducing number and the detection rate of COVID-19

Yoriyuki Yamagata

A major difficulty to estimate (the effective reproducing number) of COVID-19 is that most cases of COVID-19 infection are mild or asymptomatic, therefore true number of infect…

math.LO2019

Separation of bounded arithmetic using a consistency statement

Yoriyuki Yamagata

This paper proves Buss's hierarchy of bounded arithmetics does not entirely collapse. More precisely, we p…

cs.SE2018

Falsification of Cyber-Physical Systems Using Deep Reinforcement Learning

Takumi Akazaki, Shuang Liu, Yoriyuki Yamagata +2

With the rapid development of software and distributed computing, Cyber-Physical Systems (CPS) are widely adopted in many application areas, e.g., smart grid, autonomous automobile…

cs.LG2017★ 335 cited

Anomaly Detection for a Water Treatment System Using Unsupervised Machine Learning

Jun Inoue, Yoriyuki Yamagata, Yuqi Chen +2

In this paper, we propose and evaluate the application of unsupervised machine learning to anomaly detection for a Cyber-Physical System (CPS). We compare two methods: Deep Neural…