eprintid: 2925
rev_number: 15
eprint_status: archive
userid: 12
dir: disk0/00/00/29/25
datestamp: 2018-03-19 07:10:58
lastmod: 2018-03-19 07:10:58
status_changed: 2018-03-19 07:10:58
type: conference_item
metadata_visibility: show
creators_name: Phung, Cong Phi Khanh
creators_name: Ton, That Long
creators_name: Nguyen, Dinh Chinh
creators_name: Tran, Duc Tan
creators_id: phungcongphikhanh@gmail.com
creators_id: ttlong@hcmiu.edu.vn
creators_id: chinhnd@vnu.edu.vn
creators_id: tantd@vnu.edu.vn
title: Performance Evaluation of a Multi-stage Classification for Cow Behavior
ispublished: pub
subjects: ElectronicsandComputerEngineering
divisions: fac_fet
abstract: Decision tree (DT) algorithm is a simple and effective method for classification of cow behavior. In order to evaluate the performance of this classifier, receiver-operating characteristic (ROC) curve is used. However, this classification is often consists of multiple stages of simpler classifiers with multilevel decision thresholds. In this paper, we firstly evaluate the performance of the multistage system using a series of ROC and thresholds. After that, we propose to use a parallel of multiple thresholds in order to maximize one of statistical measures of performance (i.e. sensitivity, specificity, and precision). Our work is verified by experimental published data in order to highlight its advantages compared to previous work.
date: 2018-01-29
date_type: published
official_url: http://www.sigtelcom.net
full_text_status: public
pres_type: paper
pagerange: 121-125
event_title: 2018 The International Conference on Recent Advances in Signal Processing, Telecommunications & Computing (SigTelCom)
event_location: Ho Chi Minh city, Vietnam
event_dates: 29-31 January 2018
event_type: conference
refereed: TRUE
citation:   Phung, Cong Phi Khanh and Ton, That Long and Nguyen, Dinh Chinh and Tran, Duc Tan  (2018) Performance Evaluation of a Multi-stage Classification for Cow Behavior.  In: 2018 The International Conference on Recent Advances in Signal Processing, Telecommunications & Computing (SigTelCom), 29-31 January 2018, Ho Chi Minh city, Vietnam.     
document_url: https://eprints.uet.vnu.edu.vn/eprints/id/eprint/2925/1/p121-phung_cong.pdf