A Study of Graph Based Learning Models On Real Time Videos

Madhusekhar Yadla; Dr. Santanu Sikdar

A Study of Graph Based Learning Models On Real Time Videos

February 2021

Vol-4, Issue-1

Paper ID: 13583

ISSN: 2395-4396

Downloads: 58

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Abstract & Details

Research Area

computer science & engineering

Keywords

Sparse Spatio-Temporal Data Spatio-Temporal Graph Graph Structured Recurrent Neural Network Data Augmentation Crime Forecasting Traffic Forecasting.

Abstract

We present a general framework for the modelling, analysis and forecasting of spatio-time (ST) data, with a specific emphasis on spatially and temporally dissipated data. Our multifarious structure consists of a seamless linkage of two key components: an automated point mechanism that models the ST Data’s macro statistic behaviours and a graph structured recurrent neural network (GSRNN) to detect the ST data’s micro scale patterns on the graph in question. The new DNN introduces real-time graph node interactions to allow more accurate real time predictions. Crime and traffic forecasting are shown to be successful in our process.

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Author Information

#	Name	Institute / Affiliation
1	Madhusekhar Yadla	Research Scholar of Sri Satya Sai University
2	Dr. Santanu Sikdar	Research Supervisor of Sri Satya Sai University

How to Cite

Use the following formats to cite this article in your research.

APA Style

Yadla, Madhusekhar & Sikdar, Dr. Santanu (2021). A Study of Graph Based Learning Models On Real Time Videos. International Journal of Advance Research and Innovative Ideas In Education, 4(1), 1190-1193.

MLA Style

Yadla, Madhusekhar, and Dr. Santanu Sikdar. "A Study of Graph Based Learning Models On Real Time Videos." International Journal of Advance Research and Innovative Ideas In Education, vol. 4, no. 1, 2021, pp. 1190-1193.

IEEE Style

Madhusekhar Yadla and Dr. Santanu Sikdar, "A Study of Graph Based Learning Models On Real Time Videos," International Journal of Advance Research and Innovative Ideas In Education, vol. 4, no. 1, pp. 1190-1193, 2021.

Vancouver Style

Yadla Madhusekhar, Sikdar Dr. Santanu. A Study of Graph Based Learning Models On Real Time Videos. International Journal of Advance Research and Innovative Ideas In Education. 2021;4(1):1190-1193.

Harvard Style

Yadla, Madhusekhar & Sikdar, Dr. Santanu (2021) 'A Study of Graph Based Learning Models On Real Time Videos', International Journal of Advance Research and Innovative Ideas In Education, 4(1), pp. 1190-1193.

Chicago Style

Yadla, Madhusekhar and Dr. Santanu Sikdar. "A Study of Graph Based Learning Models On Real Time Videos." International Journal of Advance Research and Innovative Ideas In Education 4, no. 1 (2021): 1190-1193.

Turabian Style

Yadla, Madhusekhar and Dr. Santanu Sikdar. "A Study of Graph Based Learning Models On Real Time Videos." International Journal of Advance Research and Innovative Ideas In Education 4, no. 1 (2021): 1190-1193.