Intelligent Analysis of Premature Ventricular Contraction Based on Features and Random Forest
被引:12
|
作者:
Xie, Tiantian
论文数: 0引用数: 0
h-index: 0
机构:
Zhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
Zhengzhou Univ, Cooperat Innovat Ctr Internet Healthcare, Zhengzhou 450000, Henan, Peoples R ChinaZhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
Xie, Tiantian
[1
,2
]
Li, Runchuan
论文数: 0引用数: 0
h-index: 0
机构:
Zhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
Zhengzhou Univ, Cooperat Innovat Ctr Internet Healthcare, Zhengzhou 450000, Henan, Peoples R ChinaZhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
Li, Runchuan
[1
,2
]
Shen, Shengya
论文数: 0引用数: 0
h-index: 0
机构:
Zhongyuan Univ Technol, Coll Informat & Business, Zhengzhou 450000, Henan, Peoples R ChinaZhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
Shen, Shengya
[3
]
Zhang, Xingjin
论文数: 0引用数: 0
h-index: 0
机构:
Zhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
Zhengzhou Univ, Cooperat Innovat Ctr Internet Healthcare, Zhengzhou 450000, Henan, Peoples R China
State Key Lab Math Engn & Adv Comp, Zhengzhou 450000, Henan, Peoples R ChinaZhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
Zhang, Xingjin
[1
,2
,4
]
Zhou, Bing
论文数: 0引用数: 0
h-index: 0
机构:
Zhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
Zhengzhou Univ, Cooperat Innovat Ctr Internet Healthcare, Zhengzhou 450000, Henan, Peoples R ChinaZhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
Zhou, Bing
[1
,2
]
Wang, Zongmin
论文数: 0引用数: 0
h-index: 0
机构:
Zhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
Zhengzhou Univ, Cooperat Innovat Ctr Internet Healthcare, Zhengzhou 450000, Henan, Peoples R ChinaZhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
Wang, Zongmin
[1
,2
]
机构:
[1] Zhengzhou Univ, Sch Informat Engn, Zhengzhou 450000, Henan, Peoples R China
[2] Zhengzhou Univ, Cooperat Innovat Ctr Internet Healthcare, Zhengzhou 450000, Henan, Peoples R China
[3] Zhongyuan Univ Technol, Coll Informat & Business, Zhengzhou 450000, Henan, Peoples R China
[4] State Key Lab Math Engn & Adv Comp, Zhengzhou 450000, Henan, Peoples R China
Premature ventricular contraction (PVC) is one of the most common arrhythmias in the clinic. Due to its variability and susceptibility, patients may be at risk at any time. The rapid and accurate classification of PVC is of great significance for the treatment of diseases. Aiming at this problem, this paper proposes a method based on the combination of features and random forest to identify PVC. The RR intervals (pre_RR and post_RR), R amplitude, and QRS area are chosen as the features because they are able to identify PVC better. The experiment was validated on the MIT-BIH arrhythmia database and achieved good results. Compared with other methods, the accuracy of this method has been significantly improved.
机构:
Okayama Univ, Dept Gen Med, Grad Sch Med Dent & Pharmaceut Sci, Kita Ku, 2-5-1 Shikata Cho, Okayama 7008558, JapanOkayama Univ, Dept Gen Med, Grad Sch Med Dent & Pharmaceut Sci, Kita Ku, 2-5-1 Shikata Cho, Okayama 7008558, Japan
Honda, Hiroyuki
Tanaka, Shuichi
论文数: 0引用数: 0
h-index: 0
机构:
Okayama Univ, Dept Gen Med, Grad Sch Med Dent & Pharmaceut Sci, Kita Ku, 2-5-1 Shikata Cho, Okayama 7008558, JapanOkayama Univ, Dept Gen Med, Grad Sch Med Dent & Pharmaceut Sci, Kita Ku, 2-5-1 Shikata Cho, Okayama 7008558, Japan
Tanaka, Shuichi
论文数: 引用数:
h-index:
机构:
Hagiya, Hideharu
Otsuka, Fumio
论文数: 0引用数: 0
h-index: 0
机构:
Okayama Univ, Dept Gen Med, Grad Sch Med Dent & Pharmaceut Sci, Kita Ku, 2-5-1 Shikata Cho, Okayama 7008558, JapanOkayama Univ, Dept Gen Med, Grad Sch Med Dent & Pharmaceut Sci, Kita Ku, 2-5-1 Shikata Cho, Okayama 7008558, Japan
机构:
North Alabama Med Ctr, Dept Med, Internal Med Resident PGY1, Florence, AL USA
North Alabama Med Ctr, Internal Med, PGY1, Florence, AL USANorth Alabama Med Ctr, Dept Med, Internal Med Resident PGY1, Florence, AL USA
Kashyap, Richi
Khalid, Farhan
论文数: 0引用数: 0
h-index: 0
机构:
Monmouth Med Ctr, Internal Med, PGY1, Long Branch, NJ USANorth Alabama Med Ctr, Dept Med, Internal Med Resident PGY1, Florence, AL USA
Khalid, Farhan
Sun, Helen
论文数: 0引用数: 0
h-index: 0
机构:
North Alabama Med Ctr, PGY3, Florence, AL USANorth Alabama Med Ctr, Dept Med, Internal Med Resident PGY1, Florence, AL USA
Sun, Helen
Lyman, Mitchell
论文数: 0引用数: 0
h-index: 0
机构:
North Alabama Med Ctr, Hosp, Florence, AL USANorth Alabama Med Ctr, Dept Med, Internal Med Resident PGY1, Florence, AL USA
机构:
Mayo Clin Arizona, Dept Cardiovasc Dis, 5777 East Mayo Blvd, Phoenix, AZ 85054 USAMayo Clin Arizona, Dept Cardiovasc Dis, 5777 East Mayo Blvd, Phoenix, AZ 85054 USA
机构:
Chinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Yuan, Hong-Tao
Yang, Mei
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Div Cardiovasc Dis, 200 First St SW, Rochester, MN 55905 USAChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Yang, Mei
Zhong, Li
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Div Cardiovasc Dis, 200 First St SW, Rochester, MN 55905 USAChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Zhong, Li
Lee, Ying-Hsiang
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Div Cardiovasc Dis, 200 First St SW, Rochester, MN 55905 USAChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Lee, Ying-Hsiang
Vaidya, Vaibhav R.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Div Cardiovasc Dis, 200 First St SW, Rochester, MN 55905 USAChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Vaidya, Vaibhav R.
Asirvatham, Samuel J.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Div Cardiovasc Dis, 200 First St SW, Rochester, MN 55905 USAChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Asirvatham, Samuel J.
Ackerman, Michael J.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Div Cardiovasc Dis, 200 First St SW, Rochester, MN 55905 USAChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Ackerman, Michael J.
Pislaru, Sorin V.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Div Cardiovasc Dis, 200 First St SW, Rochester, MN 55905 USAChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Pislaru, Sorin V.
Suri, Rakesh M.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Div Cardiovasc Dis, 200 First St SW, Rochester, MN 55905 USAChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Suri, Rakesh M.
Slusser, Joshua P.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Dept Hlth Sci Res, Rochester, MN 55905 USAChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Slusser, Joshua P.
Hodge, David O.
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Dept Hlth Sci Res, Jacksonville, FL 32224 USAChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Hodge, David O.
Wang, Yu-Tang
论文数: 0引用数: 0
h-index: 0
机构:
Chinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R ChinaChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
Wang, Yu-Tang
Cha, Yong-Mei
论文数: 0引用数: 0
h-index: 0
机构:
Mayo Clin, Div Cardiovasc Dis, 200 First St SW, Rochester, MN 55905 USAChinese Peoples Liberat Army Gen Hosp, Dept Cardiol, Beijing 100853, Peoples R China
机构:
Department of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical SciencesDepartment of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical Sciences
黄文祥
刘洋
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical SciencesDepartment of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical Sciences
刘洋
刘方舟
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical SciencesDepartment of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical Sciences
刘方舟
邓海
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical SciencesDepartment of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical Sciences
邓海
薛玉梅
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical SciencesDepartment of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical Sciences
薛玉梅
吴书林
论文数: 0引用数: 0
h-index: 0
机构:
Department of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical SciencesDepartment of Cardiology, Guangdong Provincial Cardiovascular Institute, Guangdong General Hospital, Guangdong Academy of Medical Sciences