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町田 文雄

Machida, Fumio

システム情報系 , 准教授
Institute of Systems and Information Engineering , Associate Professor

https://www.sd.cs.tsukuba.ac.jp/index.html

オープンアクセス版の論文は「つくばリポジトリ」で読むことができます。
  1. 1. Empirical architecture comparison of two-input machine learning systems for vision tasks Kazuya, Wakigami; Fumio, Machida; Tuan, Phung-Duc
      Formal Aspects of Computing 36: (2024) Semantic Scholar
  2. 2. エッジデバイスで動作する物体検出ソフトウェアのエナジーバグの調査 廣井一歩; 町田, 文雄
      第21回ディペンダブルシステムワークショップ (2023)
  3. 3. 複数カメラ画像を用いた3バージョン物体検出システムの信頼性評価 高橋満帆; 町田, 文雄
      日本信頼性学会第36回秋季信頼性シンポジウム (2023)
  4. 4. Understanding NFV-Enabled Vehicle Platooning Application: A Dependability View Bai, Jing; Li, Yaru; Chang, Xiaolin; Machida, Fumio (+1 著者) Kishor S
      IEEE TRANSACTIONS ON CLOUD COMPUTING 11: 3367 (2023) Semantic Scholar
  5. 5. Using Diversities to Model the Reliability of Two-version Machine Learning Systems Machida, Fumio
      IEEE Transactions on Emerging Topics in Computing 12: 810 (2023) Semantic Scholar
  6. 6. Software Aging Analysis in a Testing Framework Douglas, Dias; Andrade, Ermeson; Machida, Fumio
      The 15th International Workshop on Software Aging and Rejuvenation (WoSAR) 222 (2023)
  7. 7. Characterizing Reliability of Three-version Traffic Sign Classifier System through Diversity Metrics Qiang, Wen; Machida, Fumio
      The 34th IEEE International Symposium on Software Reliability Engineering (ISSRE) 333 (2023)
  8. 8. Reliability and Performance Evaluation of Two-input Machine Learning Systems Kazuya, Wakigami; Fumio, Machida; Tuan, Phung-Duc
      Proceedings of 28th IEEE Pacific Rim International Symposium on Dependable Computing (PRDC 2023) (2023) Semantic Scholar
  9. 9. Assuring Autonomy of UAVs in Mission-critical Scenarios by Performability Modeling and Analysis Machida, Fumio; Andrade, Ermeson
      ACM Transactions on Cyber-Physical Systems 8: (2023) Semantic Scholar
  10. 10. Performability analysis of adaptive drone computation offloading with fog computing Machida, Fumio; Zhang, Qingyang; Andrade, Ermeson
      FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE 145: 121 (2023) Semantic Scholar
  11. 11. Model-Driven Dependability Assessment of Microservice Chains in MEC-Enabled IoT Bai, Jing; Chang, Xiaolin; Machida, Fumio; Trivedi, KishorLi, Yaru
      IEEE TRANSACTIONS ON SERVICES COMPUTING 16: 2769 (2023) Semantic Scholar
  12. 12. Enhancing the Reliability of Perception Systems using N-version Programming and Rejuvenation Mendonça, Júlio; Machida, Fumio; Völp, Marcus
      DSN Workshop on Dependable and Secure Machine Learning (DSML) 149 (2023)
  13. 13. Bayesian Network Reliability Modeling for Three-version Machine Learning Systems Qiang, Wen; Machida, Fumio
      The 53rd Annual IEEE/IFIP International Conference on Dependable Systems and Networks 214 (2023)
  14. 14. Software Aging in Real-Time Object Detection Systems on Edge Servers Watanabe, Kengo; Machida, Fumio; Andrade, Ermeson; Pietrantuono, RobertoCotroneo, Domenico
      The 38th ACM/SIGAPP Symposium On Applied Computing (SAC) (2023)
  15. 15. A Comparative Analysis of Software Aging in Image Classifiers on Cloud and Edge Andrade, Ermeson; Pietrantuono, Roberto; Machida, Fumio; Cotroneo, Domenico
      IEEE TRANSACTIONS ON DEPENDABLE AND SECURE COMPUTING 20: 563 (2023) Semantic Scholar
  16. 16. An Empirical Study on Software Aging of Long-Running Object Detection Algorithms Pietrantuono, Roberto; Domenico, Cotroneo; Andrade, Ermeson; Machida, Fumio
      The 22nd IEEE International Conference on Software Quality, Reliability, and Security (QRS) (2022)
  17. 17. How Data Diversification Benefits the Reliability of Three-version Image Classification Systems Takahashi, Mitsuho; Machida, Fumio; Wen, Qiang
      The 27th IEEE Pacific Rim International Symposium on Dependable Computing (PRDC) (2022)
  18. 18. Modeling and Analysis of Deforestation Prevention by Uncrewed Aerial Vehicles-based monitoring systems Machida, Fumio; Andrade, Ermeson
      ENVIRONMENTAL MODELLING & SOFTWARE 158: (2022) Semantic Scholar
  19. 19. 2入力機械学習システムの信頼性と性能評価 脇上和也; 町田, 文雄
      第20回ディペンダブルシステムワークショップ (DSW 2022) (2022)
  20. 20. Performance Bottleneck Analysis of Drone Computation Offloading to a Shared Fog Node Zhang, Qingyang; Machida, Fumio; Andrade, Ermeson
      The 12th IEEE International Workshop on Software Certification (WoSoCer) (2022)
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  1. 1. Handbook of Software Aging and Rejuvenation Machida, Fumio; Maciel; Paulo R. M (担当:分担執筆, 範囲:Markov chains and Petri nets)
    World Scientific 2020年5月
  2. 2. Advances in Computers Trivedi; Kishor S; Andrade; Ermeson C; Machida, Fumio (担当:分担執筆, 範囲:Combining performance and availability analysis in practice)
    2012年
  1. 1. Nバージョン機械学習分類システムによる分類結果の正確性と安全性評価 町田, 文雄
    日本信頼性学会 第30回春季信頼性シンポジウム 2022年5月
  2. 2. 画像処理タスクのオフローディングによるドローンシステムのソフトウェア延命 渡邉賢吾; 町田, 文雄
    ディペンダブルシステムワークショップ（DSW 2021） 2021年12月16日
  3. 3. Nバージョン機械学習モデルによるシステム高信頼化のための入力データ多様化 高橋満帆; 町田, 文雄
    ディペンダブルシステムワークショップ（DSW 2021） 2021年12月16日
  4. 4. Availability Modeling for Drone Image Processing Systems with Adaptive Offloading Machida, Fumio; Andrade, Ermeson
    IEEE Pacific Rim International Symposium on Dependable Computing (PRDC) 2021年12月1日
  5. 5. Performance analysis of machine learning-based systems for detecting deforestation Araujo, Michel de; Andrade, Ermeson; Machida, Fumio
    Brazilian Symposium on Computing Systems Engineering (SBESC) 2021年11月21日
  6. 6. Memory Degradation Analysis in Private and Public Cloud Environments Andrade, Ermeson; Machida, Fumio; Pietrantuono, Roberto; Cotroneo, Domenico
    International Workshop on Software Aging and Rejuvenation 2021年10月25日
  7. 7. Failure threshold setting for Wiener-process-based remaining useful life estimation Liu, Xingzhi; Machida, Fumio
    IEEE Global Reliability & Prognostics and Health Management Conference 2021年10月15日
  8. 8. A Queueing Analysis of Multi-model Multi-input Machine Learning Systems Tuan, Phung-Duc; Yuta, Makino; Fumio, Machida
    The 4th DSN Workshop on Dependable and Secure Machine Learning (DSN-DSML'21) 2021年6月21日
  9. 9. A Robustness Evaluation of Concept Drift Detectors against Unreliable Data Streams Machida, Fumio; Wang, Sixiang
    IEEE 7th World Forum on the Internet of Things 2021年6月
  10. 10. PA-offload: Performability-aware Adaptive Fog Offloading for Drone Image Processing Machida, Fumio; Andrade, Ermeson
    IEEE International Conference on Fog and Edge Computing (ICFEC2021) 2021年5月
  11. 11. マルコフ連鎖を用いた多モデル多入力型機械学習システムの性能評価 巻野, 侑大; Tuan, Phung-Duc; 町田 文雄
    第37回（2020年度）待ち行列シンポジウム「確率モデルとその応用」 2021年1月25日
  12. 12. Markov chains and Petri nets for software rejuvenation systems Machida, Fumio; Paulo R. M; Maciel
    International Workshop on Software Aging and Rejuvenation (WoSAR) 2020年10月
  13. 13. Software aging in image classification systems on cloud and edge Machida, Fumio; Andrade, Ermeson; Pietrantuono, Roberto; Cotroneo, Domenico
    International Workshop on Software Aging and Rejuvenation (WoSAR) 2020年10月
  14. 14. Nバージョンモデルによる機械学習応用システムの高信頼化 町田, 文雄
    第17回 ディペンダブルシステムワークショップ（DSW2019） 2019年12月6日 招待有り
  15. 15. On the diversity of machine learning models for system reliability Machida, Fumio
    IEEE Pacific Rim Int'l Symp. on Dependable Computing (PRDC) 2019年12月1日
  16. 16. 多様な分類器を用いた機械学習応用システムの信頼性 町田,文雄
    日本OR学会「4部合同研究会 ～確率モデルの新展開～」 2019年10月19日 招待有り
  17. 17. Analysis of software aging impacts on plant anomaly detection with edge computing Machida, Fumio; Andrade, Ermeson
    Int’l Works. on Software Aging and Rejuvenation 2019年10月
  18. 18. N-version machine learning models for safety critical systems Machida,Fumio
    DSN Workshop on Dependable and Secure Machine Learning 2019年6月
  19. 19. Practices in Model Component Reuse for Efficient Dependability Analysis Machida, Fumio
    ACM Workshop on Education and Practice of Performance Engineering 2019年4月6日
  20. 20. End-to-end reliability assurance of service chain embedding for network function virtualization Bijwe, Shashank; Machida, Fumio
    IEEE Conference on Network Function Virtualization and Software Defined Networks 2017年
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