A Novel Online Bayes Classifier

Thi Thu Thuy Nguyen, Tien Thanh Nguyen, Xuan Cuong Pham, Alan Wee-Chung Liew, Yongjian Hu, Tiancai Liang, Chang-Tsun Li

    Research output: Book chapter/Published conference paperConference paperpeer-review

    6 Citations (Scopus)

    Abstract

    We present VIGO, a novel online Bayesian classifier for both binary or multiclass problems. In our model, variational inference for multivariate Gaussian distribution technique is exploited to approximate the class conditional probability density functions of data in an online manner.Besides being a conservative learner with a low number of updates compared with many other popular algorithms, VIGO algorithm can be updated in a minibatch of an arbitrary size which makes it robust with noise data. Experiments over a large number of UCI datasets demonstrate the advantage of VIGO with many state-of-the-art methods presented in LIBOL – a prevalent library for online learning algorithms.
    Original languageEnglish
    Title of host publicationProceedings of the 2016 international conference on digital image computing
    Subtitle of host publicationTechniques and Applications (DICTA)
    EditorsAlan Wee-Chung Liew, Brian Lovell, Clinton Fookes, Jun Zhou, Yongsheng Gao, Michael Blumenstein, Zhiyong Wang
    Place of PublicationUnited States
    PublisherIEEE, Institute of Electrical and Electronics Engineers
    Pages1-6
    Number of pages6
    ISBN (Electronic)9781509028962
    ISBN (Print)9781509028979 (Print on demand)
    DOIs
    Publication statusPublished - 2016
    Event2016 International Conference on Digital Image Computing: Techniques and Applications (DICTA) - Mantra on View Hotel, Surfer's Paradise, Gold Coast, Australia
    Duration: 30 Nov 201602 Dec 2016
    https://web.archive.org/web/20161019111726/http://dicta2016.dictaconference.org/ (Conference website)
    http://dicta2016.dictaconference.org/program.html (Conference program)
    http://dicta2016.dictaconference.org/pdf/DICTA2016CFP.pdf (Call for papers)

    Conference

    Conference2016 International Conference on Digital Image Computing: Techniques and Applications (DICTA)
    Country/TerritoryAustralia
    CityGold Coast
    Period30/11/1602/12/16
    OtherThe International Conference on Digital Image Computing: Techniques and Applications (DICTA) is the main Australian Conference on computer vision, image processing, pattern recognition, and related areas. DICTA was established in 1991 as the premier conference of the Australian Pattern Recognition Society (APRS).
    Internet address

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