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  1. Article

    Open Access

    Retraction Note: Robust adversarial uncertainty quantification for deep learning fine-tuning

    Usman Ahmed, Jerry Chun-Wei Lin in The Journal of Supercomputing (2024)

  2. Article

    Open Access

    When explainable AI meets IoT applications for supervised learning

    This paper introduces a novel and complete framework for solving different Internet of Things (IoT) applications, which explores eXplainable AI (XAI), deep learning, and evolutionary computation. The IoT data ...

    Youcef Djenouri, Asma Belhadi, Gautam Srivastava, Jerry Chun-Wei Lin in Cluster Computing (2023)

  3. Article

    Open Access

    SEFSD: an effective deployment algorithm for fog computing systems

    Fog computing aims to mitigate data communication delay by deploying fog nodes to provide servers in the proximity of users and offload resource-hungry tasks that would otherwise be sent to distant cloud serve...

    Huan Chen, Wei-Yan Chang, Tai-Lin Chiu, Ming-Chao Chiang in Journal of Cloud Computing (2023)

  4. Article

    Open Access

    RETRACTED ARTICLE: Robust adversarial uncertainty quantification for deep learning fine-tuning

    This paper proposes a deep learning model that is robust and capable of handling highly uncertain inputs. The model is divided into three phases: creating a dataset, creating a neural network based on the data...

    Usman Ahmed, Jerry Chun-Wei Lin in The Journal of Supercomputing (2023)

  5. Article

    Open Access

    A graph-based CNN-LSTM stock price prediction algorithm with leading indicators

    In today’s society, investment wealth management has become a mainstream of the contemporary era. Investment wealth management refers to the use of funds by investors to arrange funds reasonably, for example, ...

    Jimmy Ming-Tai Wu, Zhongcui Li, Norbert Herencsar, Bay Vo in Multimedia Systems (2023)

  6. Article

    Open Access

    An artificial intelligence lightweight blockchain security model for security and privacy in IIoT systems

    The Industrial Internet of Things (IIoT) promises to deliver innovative business models across multiple domains by providing ubiquitous connectivity, intelligent data, predictive analytics, and decision-making...

    Shitharth Selvarajan, Gautam Srivastava, Alaa O. Khadidos in Journal of Cloud Computing (2023)

  7. Article

    Open Access

    Mitigating adversarial evasion attacks by deep active learning for medical image classification

    In the Internet of Medical Things (IoMT), collaboration among institutes can help complex medical and clinical analysis of disease. Deep neural networks (DNN) require training models on large, diverse patients...

    Usman Ahmed, Jerry Chun-Wei Lin, Gautam Srivastava in Multimedia Tools and Applications (2022)

  8. Article

    Open Access

    Dynamic maintenance model for high average-utility pattern mining with deletion operation

    The high average-utility itemset mining (HAUIM) was established to provide a fair measure instead of genetic high-utility itemset mining (HUIM) for revealing the satisfied and interesting patterns. In practica...

    Jimmy Ming-Tai Wu, Qian Teng, Shahab Tayeb, Jerry Chun-Wei Lin in Applied Intelligence (2022)

  9. Article

    Open Access

    An edge-driven multi-agent optimization model for infectious disease detection

    This research work introduces a new intelligent framework for infectious disease detection by exploring various emerging and intelligent paradigms. We propose new deep learning architectures such as entity emb...

    Youcef Djenouri, Gautam Srivastava, Anis Yazidi, Jerry Chun-Wei Lin in Applied Intelligence (2022)

  10. Article

    Open Access

    Analytics of high average-utility patterns in the industrial internet of things

    Recently, revealing more valuable information except for quantity value for a database is an essential research field. High utility itemset mining (HAUIM) was suggested to reveal useful patterns by average-uti...

    Jimmy Ming-Tai Wu, Zhongcui Li, Gautam Srivastava, Unil Yun in Applied Intelligence (2022)

  11. Article

    Open Access

    Portfolio management system in equity market neutral using reinforcement learning

    Portfolio management involves position sizing and resource allocation. Traditional and generic portfolio strategies require forecasting of future stock prices as model inputs, which is not a trivial task since...

    Mu-En Wu, Jia-Hao Syu, Jerry Chun-Wei Lin, Jan-Ming Ho in Applied Intelligence (2021)

  12. Article

    Open Access

    A Federated Learning Approach to Frequent Itemset Mining in Cyber-Physical Systems

    Effective vector representation has been proven useful for transaction classification and clustering tasks in Cyber-Physical Systems. Traditional methods use heuristic-based approaches and different pruning st...

    Usman Ahmed, Gautam Srivastava in Journal of Network and Systems Management (2021)

  13. Article

    Open Access

    Cluster-based information retrieval using pattern mining

    This paper addresses the problem of responding to user queries by fetching the most relevant object from a clustered set of objects. It addresses the common drawbacks of cluster-based approaches and targets fa...

    Youcef Djenouri, Asma Belhadi, Djamel Djenouri, Jerry Chun-Wei Lin in Applied Intelligence (2021)

  14. Article

    Open Access

    Incrementally updating the high average-utility patterns with pre-large concept

    High-utility itemset mining (HUIM) is considered as an emerging approach to detect the high-utility patterns from databases. Most existing algorithms of HUIM only consider the itemset utility regardless of the...

    Jerry Chun-Wei Lin, Matin Pirouz, Youcef Djenouri, Chien-Fu Cheng in Applied Intelligence (2020)

  15. Article

    Open Access

    A recurrent neural network for urban long-term traffic flow forecasting

    This paper investigates the use of recurrent neural network to predict urban long-term traffic flows. A representation of the long-term flows with related weather and contextual information is first introduced...

    Asma Belhadi, Youcef Djenouri, Djamel Djenouri, Jerry Chun-Wei Lin in Applied Intelligence (2020)

  16. Article

    Open Access

    A general-purpose distributed pattern mining system

    This paper explores five pattern mining problems and proposes a new distributed framework called DT-DPM: Decomposition Transaction for Distributed Pattern Mining. DT-DPM addresses the limitations of the existi...

    Asma Belhadi, Youcef Djenouri, Jerry Chun-Wei Lin, Alberto Cano in Applied Intelligence (2020)

  17. Chapter and Conference Paper

    SAW: A Tool for Safety Analysis of Weakly-Hard Systems

    We introduce SAW, a tool for safety analysis of weakly-hard systems, in which traditional hard timing constraints are relaxed to allow bounded deadline misses for improving design flexibility and runtime resil...

    Chao Huang, Kai-Chieh Chang, Chung-Wei Lin, Qi Zhu in Computer Aided Verification (2020)

  18. Chapter and Conference Paper

    Mining Locally Trending High Utility Itemsets

    High utility itemset mining consists of identifying all the sets of items that appear together and yield a high profit in a customer transaction database. Recently, this problem was extended to discover trendi...

    Philippe Fournier-Viger, Yanjun Yang in Advances in Knowledge Discovery and Data M… (2020)

  19. Chapter and Conference Paper

    Autonomous Guided Vehicles for Smart Industries – The State-of-the-Art and Research Challenges

    Autonomous Guided Vehicles (AGVs) are considered to be one of the critical enabling technologies for smart manufacturing. This paper focus on the application of AGVs in new generations of manufacturing systems...

    Rafal Cupek, Marek Drewniak, Marcin Fojcik in Computational Science – ICCS 2020 (2020)

  20. Chapter and Conference Paper

    An Improved Image Positioning Method Based on Local Changed Plane Eliminated by Homography

    Over the past two decades, advances in computer vision technology have allowed image-based positioning method to work in large scale with higher reliability and precision. However, this positioning technology ...

    Chunyang Wei, Hao **a, Yanyou Qiao in Image and Graphics (2019)

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