COVID-19;
SARS-CoV;
Support Vector Machine;
Linear Regression;
Polynomial Regression Decision Tree;
SARS;
D O I:
暂无
中图分类号:
R914 [药物化学];
学科分类号:
100701 ;
摘要:
Corona virus (CoV) is a broad family of viruses that can cause a variety of illnesses, from the common cold to more serious illnesses. A novel corona virus (nCoV) is a strain of coronavirus that has never been seen in humans before. The disease COVID-19 is caused by SARS-CoV-2, a coronavirus that first appeared in December of 2019. Now, in 2021 we have 4 variants Alpha, Beta, gamma, Delta for which we have no clinically proven vaccines. To stop the rigorousness of the virus the cases have to be predicted so that preventive measures can be implemented in case if higher ratios are depicted. Data mining models were created during this work to discover COVID-19 cases using datasets from covid19india.org. To create the models, the support vector machine, linear regression, polynomial regression, and decision tree techniques were directly implemented on the dataset using the Python programming language. For a given day, the model projected an estimated number of cases. The findings of this study revealed that the model produced using the decision tree data processing algorithm is more efficient in predicting the number of cases with 100% accuracy and it's very simple than any other algorithms.
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Cha Sheba Med Ctr, Surg Dept C, Ramat Gan, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Assaf, Dan
Gutman, Ya'ara
论文数: 0引用数: 0
h-index: 0
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Cha Sheba Med Ctr, Surg Dept C, Ramat Gan, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Gutman, Ya'ara
论文数: 引用数:
h-index:
机构:
Neuman, Yair
Segal, Gad
论文数: 0引用数: 0
h-index: 0
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Cha Sheba Med Ctr, Corona Dept, Ramat Gan, Israel
Cha Sheba Med Ctr, Internal Med T, Ramat Gan, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Segal, Gad
Amit, Sharon
论文数: 0引用数: 0
h-index: 0
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Cha Sheba Med Ctr, Clin Microbiol Lab, Tel Hashomer, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Amit, Sharon
Gefen-Halevi, Shiraz
论文数: 0引用数: 0
h-index: 0
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Cha Sheba Med Ctr, Clin Microbiol Lab, Tel Hashomer, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Gefen-Halevi, Shiraz
Shilo, Noya
论文数: 0引用数: 0
h-index: 0
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Cha Sheba Med Ctr, Corona Intens Care Unit, Ramat Gan, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Shilo, Noya
Epstein, Avi
论文数: 0引用数: 0
h-index: 0
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Cha Sheba Med Ctr, Dept Emergency Med, Ramat Gan, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Epstein, Avi
Mor-Cohen, Ronit
论文数: 0引用数: 0
h-index: 0
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Tel Aviv Univ, Cha Sheba Med Ctr, Endocrine Oncol Bioinformat Lab, Tel Aviv, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Mor-Cohen, Ronit
Biber, Asaf
论文数: 0引用数: 0
h-index: 0
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Cha Sheba Med Ctr, Infect Dis Unit, Ramat Gan, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Biber, Asaf
Rahav, Galia
论文数: 0引用数: 0
h-index: 0
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Cha Sheba Med Ctr, Infect Dis Unit, Ramat Gan, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Rahav, Galia
Levy, Itzchak
论文数: 0引用数: 0
h-index: 0
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Cha Sheba Med Ctr, Infect Dis Unit, Ramat Gan, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Levy, Itzchak
Tirosh, Amit
论文数: 0引用数: 0
h-index: 0
机构:
Tel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
Tel Aviv Univ, Cha Sheba Med Ctr, Endocrine Oncol Bioinformat Lab, Tel Aviv, IsraelTel Aviv Univ, Sackler Fac Med, Tel Aviv, Israel
机构:
Brown Univ, Warren Alpert Med Sch, Providence, RI USA
Brown Univ, Ctr Biomed Informat, Providence, RI USABrown Univ, Warren Alpert Med Sch, Providence, RI USA
Zhong, Katherine
Chen, Elizabeth
论文数: 0引用数: 0
h-index: 0
机构:
Brown Univ, Warren Alpert Med Sch, Providence, RI USA
Brown Univ, Ctr Biomed Informat, Providence, RI USABrown Univ, Warren Alpert Med Sch, Providence, RI USA
Chen, Elizabeth
Eickhoff, Carsten
论文数: 0引用数: 0
h-index: 0
机构:
Brown Univ, Warren Alpert Med Sch, Providence, RI USA
Brown Univ, Ctr Biomed Informat, Providence, RI USABrown Univ, Warren Alpert Med Sch, Providence, RI USA
Eickhoff, Carsten
Greenberg, Paul
论文数: 0引用数: 0
h-index: 0
机构:
Brown Univ, Warren Alpert Med Sch, Providence, RI USA
Brown Univ, Ctr Biomed Informat, Providence, RI USABrown Univ, Warren Alpert Med Sch, Providence, RI USA