Universal Journal of Engineering Science Vol. 7(4), pp. 82 - 87
DOI: 10.13189/ujes.2019.070402
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Deterministic and Probabilistic Weather Forecasting: An Analysis towards Big Data Samples Using the Google Search Random Surfer

Amarasingha Arachchige Mihiri Chathurika ¹, Bhupendra Nath Tiwari ^1,2,*, Chandra Kishore ^1
1 University of Information Science and Technology "St. Paul the Apostle", Republic of North Macedonia
² INFN-Laboratori Nazionali di Frascati, Italy

ABSTRACT

The concept of big data has become one of the most important topics in the field of information science and engineering. In this paper, we offer modeling of data and its stability and forecasting by considering anti-symmetric traceless and symmetric models for atmospheric pressure variations. The data sample has been collected every 10 minutes for several years during 2009-2016 at the Weather Station, Max Planck Institute for Biogeochemistry, Jena, Germany. Subsequently, we extend the proposed model with a probabilistic transformation matrix by considering the Google search random surfer matrix with a small damping factor . Following the Principal Component Analysis (PCA), our study plays a vital role in big data samples and their stability analysis. A comparative discussion is provided for the above transformation matrix and its probabilistic counterpart. Finally, predictions are made towards feature selection, PCA and data compression sensing in the light of big data.

KEYWORDS
Weather Forecasting, Big Data Analytics, Sampling Theory, Principal Component Analysis, Google Search Random Surfer

Cite This Paper in IEEE or APA Citation Styles
(a). IEEE Format:
[1] Amarasingha Arachchige Mihiri Chathurika , Bhupendra Nath Tiwari , Chandra Kishore , "Deterministic and Probabilistic Weather Forecasting: An Analysis towards Big Data Samples Using the Google Search Random Surfer," Universal Journal of Engineering Science, Vol. 7, No. 4, pp. 82 - 87, 2019. DOI: 10.13189/ujes.2019.070402.

(b). APA Format:
Amarasingha Arachchige Mihiri Chathurika , Bhupendra Nath Tiwari , Chandra Kishore (2019). Deterministic and Probabilistic Weather Forecasting: An Analysis towards Big Data Samples Using the Google Search Random Surfer. Universal Journal of Engineering Science, 7(4), 82 - 87. DOI: 10.13189/ujes.2019.070402.