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Federated deep active learning for attention-based transaction classification

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  1. 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)

  2. 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)

  3. 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)

  4. 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)

  5. 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)

  6. 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)

  7. 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)

  8. 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)