Rule Extraction From Support Vector Machines A Sequential Covering Approach

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Rule extraction from support vector machines: A sequential ...

    https://eprints.qut.edu.au/114234
    The proposed method extracts rules directly from the support vectors (SVs) of a trained SVM using a modified sequential covering algorithm. Rules are generated based on an ordered search of the most discriminative features, as measured by interclass separation.Cited by: 94

Rule Extraction from Support Vector Machines: A Sequential ...

    https://www.researchgate.net/publication/3297716_Rule_Extraction_from_Support_Vector_Machines_A_Sequential_Covering_Approach
    The proposed method extracts rules directly from the support vectors (SVs) of a trained SVM using a modified sequential covering algorithm. Rules are generated based on an ordered search of the...

Rule Extraction from Support Vector Machines: A Sequential ...

    https://www.infona.pl/resource/bwmeta1.element.ieee-art-000004161896
    In this paper, we propose a novel algorithm for rule extraction from support vector machines (SVMs), termed SQRex-SVM. The proposed method extracts rules directly from the support vectors (SVs) of a trained SVM using a modified sequential covering algorithm. Rules are generated based on an ordered search of the most discriminative features, as measured by interclass separation. Rule ...Cited by: 94

Rule extraction from support vector machines: A review ...

    https://www.sciencedirect.com/science/article/pii/S0925231210001591
    Sequential covering rule extraction. ... A.P. BradleyRule extraction from support vector machines: a sequential covering approach. IEEE Transactions on Knowledge and Data Engineering, 19 (2007), pp. 729-741 ... D. Martens, J. Huysmans, R. Setiono, J. Vanthienen, B. BaesensRule extraction from support vector machines: an overview of issues and ...Cited by: 174

A rule extraction approach from support vector machines ...

    https://www.sciencedirect.com/science/article/pii/S0957417419302593
    A rule extraction approach from support vector machines for diagnosing hypertension among diabetics. ... N.H. Barakat, A.P. BradleyRule extraction from support vector machines: A sequential covering approach. IEEE Transactions on Knowledge and Data Engineering, 19 (6) (2007), pp. 729-741, 10.1109/TKDE.2007.190610.Cited by: 2

Rule Extraction Applied Data Mining

    http://www.applieddatamining.com/cms/?q=research/rule-extraction
    Rule extraction is a techinque designed to remedy this, which extracts comprehensible rules that mimic the decisions made by the black box model. ALPA-R. ... Rule Evaluation for Metaheuristic-based Sequential Covering Algorithms. ... Support vector machines (SVMs) are currently state-of-the-art for the classification task and, generally ...

Rule Extraction from Support Vector Machine Using Modified ...

    https://link.springer.com/chapter/10.1007%2F978-3-642-15387-7_50
    Abstract. Despite superior generalization performance Support vector machines (SVMs) generate black box models. The process of converting such opaque models into transparent model is often regarded as rule extraction.This paper presents a new approach for rule extraction from SVMs using modified active learning based approach (mALBA), to predict churn in bank credit cards.Cited by: 7

Extracting Diagnostic Rules from Support Vector Machine

    http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.301.5132
    Rule extraction describes a pattern or relationships between input features and output class labels directly from the data. This paper utilizes two different techniques for rule extraction. Sequential covering Rule Extraction and the eclectic methods are used to turn the SVM black box into a more intelligible model.

Minerva: Sequential Covering for Rule Extraction Request PDF

    https://www.researchgate.net/publication/5503400_Minerva_Sequential_Covering_for_Rule_Extraction
    In this paper, a novel approach for rule-extraction from support vector machines is presented. This approach handles rule-extraction as a learning task, which proceeds in two steps.

Rule Extraction from Support Vector Machine Hausarbeiten ...

    https://www.hausarbeiten.de/document/193686
    Oct 12, 2011 · Rule Extraction from Support Vector Machine - Applications to Banking and Finance - Mohammed Farquad - Doktorarbeit / Dissertation - Informatik - Angewandte Informatik - Publizieren Sie Ihre Hausarbeiten, Referate, Essays, Bachelorarbeit oder MasterarbeitAuthor: Mohammed Farquad (Autor)



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