ISSN 2394-5125
 

Research Article 


PREDICTION OF DECAY MODES OF HIGGS BOSON USING CLASSIFICATION ALGORITHMS

Mohit Baliyan,Akshat Bandooni, Sharad, Akshansh, R. Viswanathan, B. Mallikarjuna, T.Edison.

Abstract
Computational algorithms have been implied to various problems in particle physics from explosion of applications in particles to event identification and reconstruction. The motive of this study is to propose a model which predicts the decay events of High Boson as “tau-tau ecay of High Boson” or "the background noise" after applying some features extraction on the CERN dataset. Therefore, eight algorithms namely “K” Nearest Neighbor, Artificial Neural Networks, Naïve Bayes algorithm, Logistic Regression algorithm, SVM , Random Forest Decision Tree, and Gradient Boosting are used in this experiment. The performances of all the algorithms are examined basis accuracy and computational time. Derived results show decision tree outperforms the best on the measures like Accuracy and Computational Time.

Key words: Higgs Boson, Classifiers, Decay Modes, CERN, GPU


 
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How to Cite this Article
Pubmed Style

Mohit Baliyan,Akshat Bandooni, Sharad, Akshansh, R. Viswanathan, B. Mallikarjuna , T.Edison. PREDICTION OF DECAY MODES OF HIGGS BOSON USING CLASSIFICATION ALGORITHMS. JCR. 2020; 7(7): 300-306. doi:10.31838/jcr.07.07.48


Web Style

Mohit Baliyan,Akshat Bandooni, Sharad, Akshansh, R. Viswanathan, B. Mallikarjuna , T.Edison. PREDICTION OF DECAY MODES OF HIGGS BOSON USING CLASSIFICATION ALGORITHMS. http://www.jcreview.com/?mno=106040 [Access: May 31, 2021]. doi:10.31838/jcr.07.07.48


AMA (American Medical Association) Style

Mohit Baliyan,Akshat Bandooni, Sharad, Akshansh, R. Viswanathan, B. Mallikarjuna , T.Edison. PREDICTION OF DECAY MODES OF HIGGS BOSON USING CLASSIFICATION ALGORITHMS. JCR. 2020; 7(7): 300-306. doi:10.31838/jcr.07.07.48



Vancouver/ICMJE Style

Mohit Baliyan,Akshat Bandooni, Sharad, Akshansh, R. Viswanathan, B. Mallikarjuna , T.Edison. PREDICTION OF DECAY MODES OF HIGGS BOSON USING CLASSIFICATION ALGORITHMS. JCR. (2020), [cited May 31, 2021]; 7(7): 300-306. doi:10.31838/jcr.07.07.48



Harvard Style

Mohit Baliyan,Akshat Bandooni, Sharad, Akshansh, R. Viswanathan, B. Mallikarjuna , T.Edison (2020) PREDICTION OF DECAY MODES OF HIGGS BOSON USING CLASSIFICATION ALGORITHMS. JCR, 7 (7), 300-306. doi:10.31838/jcr.07.07.48



Turabian Style

Mohit Baliyan,Akshat Bandooni, Sharad, Akshansh, R. Viswanathan, B. Mallikarjuna , T.Edison. 2020. PREDICTION OF DECAY MODES OF HIGGS BOSON USING CLASSIFICATION ALGORITHMS. Journal of Critical Reviews, 7 (7), 300-306. doi:10.31838/jcr.07.07.48



Chicago Style

Mohit Baliyan,Akshat Bandooni, Sharad, Akshansh, R. Viswanathan, B. Mallikarjuna , T.Edison. "PREDICTION OF DECAY MODES OF HIGGS BOSON USING CLASSIFICATION ALGORITHMS." Journal of Critical Reviews 7 (2020), 300-306. doi:10.31838/jcr.07.07.48



MLA (The Modern Language Association) Style

Mohit Baliyan,Akshat Bandooni, Sharad, Akshansh, R. Viswanathan, B. Mallikarjuna , T.Edison. "PREDICTION OF DECAY MODES OF HIGGS BOSON USING CLASSIFICATION ALGORITHMS." Journal of Critical Reviews 7.7 (2020), 300-306. Print. doi:10.31838/jcr.07.07.48



APA (American Psychological Association) Style

Mohit Baliyan,Akshat Bandooni, Sharad, Akshansh, R. Viswanathan, B. Mallikarjuna , T.Edison (2020) PREDICTION OF DECAY MODES OF HIGGS BOSON USING CLASSIFICATION ALGORITHMS. Journal of Critical Reviews, 7 (7), 300-306. doi:10.31838/jcr.07.07.48