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  1. 1
    Classification o f excessive water usage based on a Quantifier Fuzzy Classification System / Halimatusakina Omar and Hanis Wahidah Uzi

    Classification o f excessive water usage based on a Quantifier Fuzzy Classification System / Halimatusakina Omar and Hanis Wahidah Uzi by Omar, Halimatusakina, Uzi, Hanis Wahidah

    Published 2018
    “…A fuzzy quantifier based classification system or known as Fuzzy QSBA is proposed to be used as a method to generate and simplifies rules. …”
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  2. 2
    Integrated artificial intelligence-based classification approach for prediction of acute coronary syndrome

    Integrated artificial intelligence-based classification approach for prediction of acute coronary syndrome by Salari, Nader

    Published 2014
    “…Recently, the “hybrid AI-based” classification models have gained more attraction due to the inefficiency of conventional “single AI-based” models in accurate classification. …”
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  3. 3
    A new classifier based on combination of genetic programming and support vector machine in solving imbalanced classification problem

    A new classifier based on combination of genetic programming and support vector machine in solving imbalanced classification problem by Mohd Pozi, Muhammad Syafiq

    Published 2016
    “…Data level based methods are meant to solve the imbalanced classification problem based on the idea of making both classes equal in number. …”
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  4. 4
    Case Slicing Technique for Feature Selection

    Case Slicing Technique for Feature Selection by A. Shiba, Omar A.

    Published 2004
    “…One of the problems addressed by machine learning is data classification. Finding a good classification algorithm is an important component of many data mining projects. …”
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  5. 5
    An improved associative classification model using fuzzy parameterized soft set-based decision for text classification

    An improved associative classification model using fuzzy parameterized soft set-based decision for text classification by Rohidin, Dede

    Published 2023
    “…Therefore, this research has proposed an improved associative classification approach to enhance the performance and efficiency of the text classification by removing the irrelevant rules, reducing redundant rules, and handling the imbalanced and class overlapping issues in the textual data. …”
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  6. 6
    An improved associative classification model using fuzzy parameterized soft set-based decision for text classification

    An improved associative classification model using fuzzy parameterized soft set-based decision for text classification by Rohidin, Dede

    Published 2023
    “…Therefore, this research has proposed an improved associative classification approach to enhance the performance and efficiency of the text classification by removing the irrelevant rules, reducing redundant rules, and handling the imbalanced and class overlapping issues in the textual data. …”
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  7. 7
    Medical data classification using similarity measure of fuzzy soft set based distance measure

    Medical data classification using similarity measure of fuzzy soft set based distance measure by Lashari, Saima Anwar, Ibrahim, Rosziati, Senan, Norhalina

    Published 2017
    “…A considerable amount of literature has been published on medical images classification based on data mining techniques to develop intelligent medical decision support systems to help the physicians. …”
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  8. 8
    Taylor-Bird Swarm Optimization-Based Deep Belief Network For Medical Data Classification

    Taylor-Bird Swarm Optimization-Based Deep Belief Network For Medical Data Classification by Mohammed, Alhassan Afnan

    Published 2022
    “…The major contribution of this research is to introduce a Taylor-Bird Swarm optimization-based Deep Belief Network (Taylor-BSA-based DBN) for medical data classification. …”
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  9. 9
    FSR vehicles classification system based on hybrid neural network with different data extraction methods

    FSR vehicles classification system based on hybrid neural network with different data extraction methods by Abdullah, Nur Fadhilah, Abdul Rashid, Nur Emileen, Ibrahim, Idnin Pasya, Raja Abdullah, Raja Syamsul Azmir

    Published 2017
    “…This paper evaluates the performance of Forward Scatter Radar classification system using as so called “hybrid FSR classification techniques” based on three different data extraction methods which are manual, Principal Component Analysis (PCA) and z-score. …”
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  10. 10
    Satellite Data Classification Accuracy Assessment Based from Reference Dataset

    Satellite Data Classification Accuracy Assessment Based from Reference Dataset by Ismail, Mohd Hasmadi, Jusoff, Kamaruzaman

    Published 2008
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  11. 11
    Data Mining Classification Techniques and Performances on Medical Data

    Data Mining Classification Techniques and Performances on Medical Data by Benyehmad, Yahyia Mohammed M. Ali

    Published 2006
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  12. 12
    New Learning Models for Generating Classification Rules Based on Rough Set Approach

    New Learning Models for Generating Classification Rules Based on Rough Set Approach by Al Shalabi, Luai Abdel Lateef

    Published 2000
    “…For the problem of missing data, a new approach was proposed based on data partitioning and function mode. …”
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  13. 13
    Soil contamination classification based on ground penetrating radar data using support vector machine / Mohamad Adib Abdullah

    Soil contamination classification based on ground penetrating radar data using support vector machine / Mohamad Adib Abdullah by Abdullah, Mohamad Adib

    Published 2021
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  14. 14
    The Analysis Of Metadata Based Classification For Classifying Educational Websites

    The Analysis Of Metadata Based Classification For Classifying Educational Websites by Zaraini, Mohd Nazrien

    Published 2016
    “…Classification will be done based on content and metadata in order to get the impact of metadata implementation in terms of classification accuracy. …”
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  15. 15
    Multi-Class Multi-Level Classification of Mental Health Disorders Based on Textual Data from Social Media

    Multi-Class Multi-Level Classification of Mental Health Disorders Based on Textual Data from Social Media by Sutranggono, Abi Nizar, Sarno, Riyanarto, Ghozali, Imam

    Published 2024
    “…Overall, the MCML classification algorithm is proven to be used as a benchmark for early detection of text-based mental health disorders.…”
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  16. 16
    Biomechanical Markerless Motion Classification Based On Stick Model Development For Shop Floor Operator

    Biomechanical Markerless Motion Classification Based On Stick Model Development For Shop Floor Operator by Liew, Yu Liang

    Published 2021
    “…Motion data mining process included the data normalization, random subsampling method and data classification to discover the best information for separating motion classes. …”
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    Monograph
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  17. 17
    Neuromorphic learning machine based on stochastic reservoir computing for time series data processing and classification

    Neuromorphic learning machine based on stochastic reservoir computing for time series data processing and classification by Saw, Chia Yee

    Published 2023
    “…In this work, a reservoir computing based stochastic spiking neural network (SSNN) has been proposed for time series data processing and classification, enabling a more efficient hardware implementation with low computation overhead caused by minimum extracted features. …”
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  18. 18
    DFA taxonomy for the classification of ECG data for effective health monitoring using ML technology

    DFA taxonomy for the classification of ECG data for effective health monitoring using ML technology by Parasapogu, Tejaswi, Seher, Indra, Mohmed Salah, Razwan, Alwan, Ali Amer

    Published 2021
    “…In this study, Machine learning (ML) is used to perform an early diagnosis of diseases in order to achieve the aim of effective and timely health monitoring of patients. Data preprocessing, Feature extraction, and Activity classification (DFA) are the major components utilised for the implementation of Health monitoring system based on ECG data classification using ML technology. …”
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  19. 19
    An integrative gene selection with association analysis for microarray data classification

    An integrative gene selection with association analysis for microarray data classification by Ong, Huey Fang, Mustapha, Norwati, Sulaiman, Md. Nasir

    Published 2014
    “…The experimental results show that the recommended GO based models, KEGG based models, and GO-KEGG based models outperformed the expression-only models by attaining better classification accuracies with lesser number of genes. …”
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  20. 20
    Integrated approach using data mining-based decision tree and object-based image analysis for high-resolution urban mapping of WorldView-2 satellite sensor data

    Integrated approach using data mining-based decision tree and object-based image analysis for high-resolution urban mapping of WorldView-2 satellite sensor data by Hamedianfar, Alireza, Mohd Shafri, Helmi Zulhaidi

    Published 2016
    “…This paper integrates decision tree–based data mining (DM) and object-based image analysis (OBIA) to provide a transferable model for the detailed characterization of urban land-cover classes using WorldView-2 (WV-2) satellite images. …”
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