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    A systematic literature review of skyline query processing over data stream by Mohamud, Mudathir Ahmed, Ibrahim, Hamidah, Sidi, Fatimah, Rum, Siti Nurulain Mohd, Dzolkhifli, Zarina Binti, Xiaowei, Zhang, Lawal, Ma’aruf Mohammed

    Published 2023
    “…Although an abundance of skyline query processing techniques have been proposed, there is a lack of a Systematic Literature Review (SLR) on current research works pertinent to skyline query processing over data stream. …”
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    Article
  3. 3

    Efficient management of Top-k queries over Uncertain Data Streams with dynamic Sliding Window Model by Raja Wahab, Raja Azhan Syah

    Published 2024
    “…The Uncertain Data Stream (UDS) utilized for query processing can provide challenges in many technical contexts owing to its inherent inconsistency, ambiguity, and time delay in interpreting information. …”
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    Thesis
  4. 4

    IDSA: an efficient algorithm for skyline queries computation on dynamic and incomplete data with changing states by Gulzar, Yonis, Alwan, Ali Amer, Ibrahim, Hamidah, Turaev, Sherzod, Wani, Sharyar, Soomo, Arjumand Bano, Hamid, Yasir

    Published 2021
    “…Data incompleteness causes several challenges on skyline queries such as losing the transitivity property of the skyline technique and the test dominance process between tuples being cyclic. …”
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  5. 5

    CSQUiD: an index and non-probability framework for constrained skyline query processing over uncertain data by Lawal, Ma'aruf Mohammed, Ibrahim, Hamidah, Mohd Sani, Nor Fazlida, Yaakob, Razali, Alwan, Ali A.

    Published 2024
    “…Therefore, this work introduces an index, non-probability framework named Constrained Skyline Query processing on Uncertain Data (CSQUiD) aiming at reducing the computational time in processing constrained skyline queries over uncertain high-dimensional data. …”
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    Article
  6. 6

    Optimizing skyline query processing in incomplete data by Gulzar, Yonis, Alwan, Ali Amer, Turaev, Sherzod

    Published 2019
    “…Hence, missing data pose new challenges if the processing skyline queries cannot easily apply those methods that are designed for complete data. …”
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  7. 7

    Query rewriting using multitier materialized views for Cyber manufacturing reporting by Md Khushairi, Norazah, Emran, Nurul Akmar, Mohd Yusof, Mokhtar

    Published 2018
    “…Within cyber manufacturing context, Internet of Data (IoD) technology has enabled manufacturing sector to store and transfer mass data rapidly for processing. …”
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  8. 8

    Database tuning using oracle materialized view for manufacturing industry by Md Khushairi, Norazah, Emran, Nurul Akmar, Menon, Anil Kumar

    Published 2018
    “…However, whether MVs are useful in most cases of query rewriting is an open problem. In this paper, the flow of SQL query rewriting process using MVs is presented. …”
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  9. 9

    Processing skyline queries in incomplete database: issues, challenges and future trends by Gulzar, Yonis, Aljuboori, Ali A.Alwan, Salleh, Norsaremah, Alshaikhli, Imad Fakhri Taha

    Published 2017
    “…In many contemporary database applications such as multi-criteria decision-making and real-time decision-support applications, data mining, ecommerce and recommendation systems, users need query operators to process the data aiming at finding the results that best fit with their preferences. …”
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  10. 10

    Transformational of conventional wafer defect disposition system info web base application to improve manufacturing performance by Mohamed Salleh, Narishah

    Published 2013
    “…High dependence of human intervention to process and transfer the data will lead to late detections of the issues and high product lead time due to inefficient of response process. …”
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    Thesis
  11. 11

    Data pre-processing for cardiovascular disease classification: A systematic literature review by Irfan Javid, Irfan Javid, Ghazali, Rozaida, Muhammad Zulqarnain, Muhammad Zulqarnain, Hassan, Norlida

    Published 2023
    “…The literature review concludes that data reduction and data cleaning pre-processing techniques are mostly used in heart disease prediction systems. …”
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  12. 12

    Data pre-processing for cardiovascular disease classification: A systematic literature review by Irfan Javid, Irfan Javid, Ghazali, Rozaida, Muhammad Zulqarnain, Muhammad Zulqarnain, Hassan, Norlida

    Published 2023
    “…The literature review concludes that data reduction and data cleaning pre-processing techniques are mostly used in heart disease prediction systems. …”
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  13. 13

    Data pre-processing for cardiovascular disease classification: A systematic literature review by Irfan Javid, Irfan Javid, Ghazali, Rozaida, Muhammad Zulqarnain, Muhammad Zulqarnain, Hassan, Norlida

    Published 2023
    “…The literature review concludes that data reduction and data cleaning pre-processing techniques are mostly used in heart disease prediction systems. …”
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    Article
  14. 14

    Data pre-processing for cardiovascular disease classification: A systematic literature review by Javid, Irfan, Ghazali, Rozaida, Muhammad Zulqarnain, Muhammad Zulqarnain, Hassan, Norlida

    Published 2023
    “…The literature review concludes that data reduction and data cleaning pre-processing techniques are mostly used in heart disease prediction systems. …”
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    Article
  15. 15

    Data pre-processing for cardiovascular disease classification: A systematic literature review by Javid, Irfan, Ghazali, Rozaida, Muhammad Zulqarnain, Muhammad Zulqarnain, Hassan, Norlida

    Published 2023
    “…The literature review concludes that data reduction and data cleaning pre-processing techniques are mostly used in heart disease prediction systems. …”
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    Article
  16. 16

    Skyline queries on data with uncertain dimensions for efficient computation by Mohd Saad, Nurul Husna

    Published 2018
    “…Hence, this thesis focuses on efficiently extending skyline query and range skyline query processing to support data with uncertain dimensions. …”
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    Thesis
  17. 17

    Analyzing Power Consumption in Query Processing for Centralized Database System by Mohd Bohari, Muhammad Nasrulhaq

    Published 2012
    “…In supporting to green computing, this project is being carried out with the main purpose to analyze the efficient performance of query processing activity in consuming power from a centralized database by implementing different query strategies in data grouping. …”
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    Final Year Project
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    Processing skyline queries in centralised and distributed incomplete databases by Alwan, Ali Amer

    Published 2013
    “…Skyline queries incorporate and provide a flexible query operator that returns data items (skylines) which are not being dominated by other data items in all dimensions (attributes) of the database. …”
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    Thesis
  19. 19

    A systematic literature review of skyline query processing over data stream by Mudathir Ahmed, Mohamud, Hamidah D., Ibrahim, Fatimah, Sidi, Siti Nurulain, Mohd Rum, Zarina, Dzolkhifli, Xiaowei, Zhang, Lawal, Ma'aruf Mohammed

    Published 2023
    “…Although an abundance of skyline query processing techniques have been proposed, there is a lack of a Systematic Literature Review (SLR) on current research works pertinent to skyline query processing over data stream. …”
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  20. 20

    GNN-based skyline query processing for large-scale and incomplete graphs by Adzman, Hasan Khair, Hassan, Raini, Dwi Handayani, Dini Oktarina

    Published 2026
    “…This research demonstrates the potential to improve query processing efficiency and to support applications in e-commerce, finance, and smart data systems…”
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