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  1. 1
    Data pre-processing for cardiovascular disease classification: A systematic literature review

    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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  2. 2
    Data pre-processing for cardiovascular disease classification: A systematic literature review

    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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  3. 3
    Data pre-processing for cardiovascular disease classification: A systematic literature review

    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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  4. 4
    Data pre-processing for cardiovascular disease classification: A systematic literature review

    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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  5. 5
    Data pre-processing for cardiovascular disease classification: A systematic literature review

    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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  6. 6
    Adaptive grid-meshed-buffer clustering algorithm for outlier detection in evolving data stream

    Adaptive grid-meshed-buffer clustering algorithm for outlier detection in evolving data stream by Abdulateef, Alaa Fareed

    Published 2023
    “…Clustering, known for its versatility in real-time data stream processing and independence from labeled instances, is a suitable method for analyzing evolving data streams. …”
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  7. 7
    Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis / Hanafi.M.Yusop ...[et al.]

    Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis / Hanafi.M.Yusop ...[et... by M.Yusop, Hanafi, Ghazali, M.F., M.Yusof, M.F., W.Hamat, W.S.

    Published 2019
    “…Therefore, PCA and DWT were recommended as data pre-processing methods to improve cepstrum analysis result.…”
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  8. 8
    Improvement real-time detection of moving vehicle in a dynamic scene using shadow removal method / Khairul Azman Ahmad, Mohd Halim Mohd Noor,Mohamad Adha Mohamad Idin

    Improvement real-time detection of moving vehicle in a dynamic scene using shadow removal method / Khairul Azman Ahmad, Mohd Halim Mohd Noor,Mohamad Adha Mohamad Idin by Ahmad, Khairul Azman, Mohd Noor, Mohd Halim, Mohamad Idin, Mohamad Adha

    Published 2011
    “…There are four major steps in a background subtraction algorithm, which are pre-processing, background modeling, foreground detection, and data validation. …”
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  9. 9
    A partition based feature selection approach for mixed data clustering / Ashish Dutt

    A partition based feature selection approach for mixed data clustering / Ashish Dutt by Ashish , Dutt

    Published 2020
    “…One such pre-processing algorithm in EDM is clustering. It is a widely used method in data mining to discover unique patterns in underlying data. …”
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  10. 10
    Data virtualization design model for near real time decision making in business intelligence environment

    Data virtualization design model for near real time decision making in business intelligence environment by Albadri, Ayad Hameed Mousa

    Published 2017
    “…ETL operates at pre-defined times and requires time to process and transfer data. …”
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  11. 11
    Pre-online information searching model of doctoral students: a grounded theory approach / Azree Ahmad

    Pre-online information searching model of doctoral students: a grounded theory approach / Azree Ahmad by Ahmad, Azree

    Published 2015
    “…During the study, the data gathering activity involved a great length of doctoral students pre-searching experiences which were obtained through semistructured interview sessions. …”
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  12. 12
    Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis

    Improvement of Cepstrum Analysis for the Purpose to Detect Leak, Feature and Its Location in Water Distribution System based on Pressure Transient Analysis by Hanafi, M. Yusop, M. F., Ghazali, M. F. M., Yusof, Wan Sofian, Wan Hamat

    Published 2017
    “…Cepstrum analysis is proposed as a method to extract leak and pipe feature information from pressure transient signal by considering this method to analyse non-stationary data. Since in the real test, the originality and pure data are hard to be captured due to noise generated from environment and the noise level ratio is very low, pre-processing method as a filtering technique is implemented to analyse the real signal before the signal goes through cepstrum analysis as post-processing method. …”
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  13. 13
    Local and global measures for measuring performance of big data analytics process

    Local and global measures for measuring performance of big data analytics process by Ali, Ismail Mohamed

    Published 2019
    “…BDA process is an end-to-end process which consists of several stages including data acquisition, data preparation (integration and pre-processing), data analysis, visualization, and interpretation. …”
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  14. 14
    Intelligent Sensor Data Pre-processing Using Continuous Restricted Boltzmann Machine

    Intelligent Sensor Data Pre-processing Using Continuous Restricted Boltzmann Machine by Suhaimi, Emil Zaidan

    Published 2007
    “…The ability ofCRBM to model any given data set is shown by training the CRBM on various data sets reflecting real-world data. …”
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  15. 15
    Optimized clustering with modified K-means algorithm

    Optimized clustering with modified K-means algorithm by Alibuhtto, Mohamed Cassim

    Published 2021
    “…Besides, huge data often face with correlated variables which lead to incorrect clustering process. …”
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  16. 16
    Predicting battery health for energy storage and electric vehicles systems by integrating EMD signal processing and machine learning

    Predicting battery health for energy storage and electric vehicles systems by integrating EMD signal processing and machine learning by Sofiuddin, Hafiz, Mat Yusoh, Mohd Abdul Talib, Naidu, Kanendra, Nur Aina Fatini

    Published 2025
    “…This research establishes the two-stage SVM_EMD framework as a robust, low-complexity, and highly effective solution for enhancing the reliability and longevity of batteries in real-world applications, underscoring the vital importance of dedicated signal pre-processing in battery prognostics.…”
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  17. 17
    Real time waste material detection using region-based convolutional neural network (RCNN) / Mohammad Aiman Haziq Mohd Hudzir

    Real time waste material detection using region-based convolutional neural network (RCNN) / Mohammad Aiman Haziq Mohd Hudzir by Mohd Hudzir, Mohammad Aiman Haziq

    Published 2019
    “…Next, the dataset will undergo pre-processing that creates bound box around the images. …”
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  18. 18
    Predictive Framework for Imbalance Dataset

    Predictive Framework for Imbalance Dataset by Megat Norulazmi, Megat Mohamed Noor

    Published 2012
    “…The existing data pre-processing and classification methodologies have been adapted in this research. …”
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  19. 19
    Robust memory-type control charts for monitoring location parameter under non-normal data

    Robust memory-type control charts for monitoring location parameter under non-normal data by Nor Fashihah, Mohd Noor

    Published 2025
    “…The findings offer practitioners feasible alternative charts for monitoring processes when the underlying data deviate from normality.…”
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  20. 20
    Real-Time LCD Digit Recognition System

    Real-Time LCD Digit Recognition System by Mohd Saad, Norhashimah, Mohd Noor, Nor Shahirah, Abdullah, Abdul Rahim, Ooi, Yi Fong, Abdul Rahman, Nor Nabilah Syazana

    Published 2017
    “…The system is interfaced with an IP webcam to capture the video frames from the LCD display. The digital data is pre-processed into grayscale and being cropped into a selected region of interest (ROI). …”
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