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  Published Paper Details:

  Paper Title

MULTIPLE ACTIVITY RECOGNITION THROUGH ENSEMBLE LEARNER

  Authors

  RUCHI PANDEY,  Shahana Gajala Qureshi

  Keywords

IOT, Ensemble learner, Bagging ,Boosting, Random forest

  Abstract


The Internet of Things (IOT) is an emerging research area promising many interesting solutions to various problems encountered in various domains. Smart homes applications is one such branch that evolve from IOT with the huge challenges of data storage and handling. Multiple activity recognition is the major challenge in smart homes application that incorporates multiclass learning. The efficiency of ensemble learner in handling multiclass problem and collective dissicion delivered prompt its uses in the smart homes application In this paper we deal with multiple activity recognition problem on various ensemble learner including bagging ,boosting and random forest. The standard van Kasteren dataset contains three housedata with eight activities of thirty days. We perform our experiment on the pre-processed collected data and applied six learners i.e. three from individual learner and three from ensemble learners. On performing the extensive experiment it was found that the group of ensemble learner outcast the simple learners

  IJCRT's Publication Details

  Unique Identification Number - IJCRT1872068

  Paper ID - 181997

  Page Number(s) - 423-426

  Pubished in - Volume 6 | Issue 1 | February 2018

  DOI (Digital Object Identifier) -   

  Publisher Name - IJCRT | www.ijcrt.org | ISSN : 2320-2882

  E-ISSN Number - 2320-2882

  Cite this article

  RUCHI PANDEY,  Shahana Gajala Qureshi,   "MULTIPLE ACTIVITY RECOGNITION THROUGH ENSEMBLE LEARNER", International Journal of Creative Research Thoughts (IJCRT), ISSN:2320-2882, Volume.6, Issue 1, pp.423-426, February 2018, Available at :http://www.ijcrt.org/papers/IJCRT1872068.pdf

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ISSN: 2320-2882
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Journal Starting Year (ESTD) : 2013
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ISSN and 7.97 Impact Factor Details


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ISSN
ISSN: 2320-2882
Impact Factor: 7.97 and ISSN APPROVED
Journal Starting Year (ESTD) : 2013
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