Downloads: 40
Research Paper | Computer Science & Engineering | China | Volume 9 Issue 4, April 2020
Recent Developments on Probabilistic Graphical Model Applied in Data Analysis
Kan'Sam Nadjak, Guisheng Yin
Probabilistic graphical models (PGMs) are recognized to strongly trapping the dynamics of physical systems such as data-driven, communication, imaging, security, and allied fields. These models are using to characterize mutually the physical properties of a distributed complex system. This has led to discovery of several PGM techniques of interests include Bayesian networks (BN), Gaussian graphical models (GGMs), graphical Markov models (GMMs) which are the straightforward components that establish the most sophisticated intuitive diagrams of complex conditional dependencies between a set of random variables as well as relationships between stochastic variables. Thereby, recent achievements in employing the graphical models, by purchasing new algorithms and concepts have been proposed to derive and enhance the efficiency of such models. In this perspective, this paper presents the latest progress of graphical models which has received considerable attention in broadband literature. It provides a rapid underlying and understanding of the graphical model and its potential applications with new insight into the massive interests involved in computer and information technologies. Therefore, this can be serves as pivotal guide that illustrate update information such as research direction, suitability, and limitation of the graphical model recently occur in computer science & information technology. So far, this review is attributed to providing a robust background to both industry and science community on ongoing fascinate applications in modern information technology. In addition, a simplified illustration of Bayesian and Markov approaches are depicted in Annex A and Annex B respectively.
Keywords: Probabilistic graphical model, Bayesian networks, Gaussian graphical models, Graphical Markov models, Social data
Edition: Volume 9 Issue 4, April 2020
Pages: 1544 - 1554
How to Cite this Article?
Kan'Sam Nadjak, Guisheng Yin, "Recent Developments on Probabilistic Graphical Model Applied in Data Analysis", International Journal of Science and Research (IJSR), https://www.ijsr.net/search_index_results_paperid.php?id=SR20414114755, Volume 9 Issue 4, April 2020, 1544 - 1554
Similar Articles with Keyword 'Bayesian networks'
Downloads: 111
Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014
Pages: 751 - 754A Survey on Duplicate Detection in Hierarchical Data
Nikhil Gawande, S. R. Todamal
Downloads: 126
Review Papers, Computer Science & Engineering, India, Volume 4 Issue 5, May 2015
Pages: 2058 - 2061Medical Diagnosis for Liver Cancer using Classification Techniques
Reetu, Narender Kumar
Similar Articles with Keyword 'Social data'
Downloads: 109
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014
Pages: 1258 - 1265Social Engine for Pattern Mining and Prediction of Mobile Commerce Users
J. Mohabath, S. J. Vivekanandan
Downloads: 127
Review Papers, Computer Science & Engineering, India, Volume 6 Issue 11, November 2017
Pages: 26 - 28A Review on NoSQL Databases
Miral Borad, Tejash Chauhan, Harsh Mehta
Similar Articles with Keyword 'Probabilistic'
Downloads: 80
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 9, September 2014
Pages: 2450 - 2452A Review of Random Based Mobility Model for AODV and DSDV MANETs Routing Protocols
Sunita, Sunil Makkar
Downloads: 98
Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014
Pages: 528 - 532Knowledge Fusion Technique Using Classifier Ensemble by Combining the Sets of Classification Rules
Jaydeep B. Patil, Vaishali Nandedkar
Similar Articles with Keyword 'graphical'
Downloads: 1
Survey Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021
Pages: 716 - 720A Comprehensive Study of Elasticsearch
Nikita Kathare, O. Vinati Reddy, Dr. Vishalakshi Prabhu
Downloads: 102
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015
Pages: 895 - 900Secured Greedy Geographical Reliable Reactive Routing for WSN
Bhramitha B Shetty, Manimozhi Iyer
Similar Articles with Keyword 'model'
Downloads: 156
Research Paper, Computer Science & Engineering, India, Volume 6 Issue 11, November 2017
Pages: 338 - 384Managing Uncertainty in Supply Chain Operating Cost Using Genetic Algorithm
Dr. Niju P. Joseph, Dr. Priyanka Surendran
Downloads: 85
Research Paper, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020
Pages: 1626 - 1628Image Noise Reduction with Autoencoder using Tensor Flow
Jai Sehgal, Dr Yojna Arora
Similar Articles with Keyword 'Bayesian'
Downloads: 98
Survey Paper, Computer Science & Engineering, India, Volume 3 Issue 12, December 2014
Pages: 528 - 532Knowledge Fusion Technique Using Classifier Ensemble by Combining the Sets of Classification Rules
Jaydeep B. Patil, Vaishali Nandedkar
Downloads: 108
Case Studies, Computer Science & Engineering, India, Volume 5 Issue 10, October 2016
Pages: 1987 - 1990Improving Auto Bug Triage by Effective Data Reduction
Roshna V. Sangle, Rajendra D. Gawali
Similar Articles with Keyword 'networks'
Downloads: 155 | Weekly Hits: ⮙1 | Monthly Hits: ⮙2
Research Paper, Computer Science & Engineering, India, Volume 6 Issue 8, August 2017
Pages: 868 - 874Study of Power Management in Adhoc Networks
Anandhi Giri, S. K. Srivatsa
Downloads: 1
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 2267 - 2274Two Accounts of Solitude in Online Communal Networks
Alla Venu Gopal, G. Srinivasa Reddy
Similar Articles with Keyword 'Gaussian'
Downloads: 2
Research Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021
Pages: 720 - 724Review on Deep Learning and IoT Techniques on Corono Virus
Mansi Kambli
Downloads: 101
Research Paper, Computer Science & Engineering, India, Volume 3 Issue 10, October 2014
Pages: 1054 - 1058Colour Extended Visual Cryptography based on MKGED
T. Anuradha, Dr. K. Usha Rani
Similar Articles with Keyword 'models'
Downloads: 156
Research Paper, Computer Science & Engineering, India, Volume 6 Issue 11, November 2017
Pages: 338 - 384Managing Uncertainty in Supply Chain Operating Cost Using Genetic Algorithm
Dr. Niju P. Joseph, Dr. Priyanka Surendran
Downloads: 66 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1
Research Paper, Computer Science & Engineering, India, Volume 10 Issue 2, February 2021
Pages: 1669 - 1672Random Forest Based Heart Disease Prediction
Adeen, Preeti Sondhi
Similar Articles with Keyword 'Graphical'
Downloads: 1
Survey Paper, Computer Science & Engineering, India, Volume 10 Issue 6, June 2021
Pages: 716 - 720A Comprehensive Study of Elasticsearch
Nikita Kathare, O. Vinati Reddy, Dr. Vishalakshi Prabhu
Downloads: 102
M.Tech / M.E / PhD Thesis, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015
Pages: 895 - 900Secured Greedy Geographical Reliable Reactive Routing for WSN
Bhramitha B Shetty, Manimozhi Iyer
Similar Articles with Keyword 'Markov'
Downloads: 102
Research Paper, Computer Science & Engineering, India, Volume 4 Issue 6, June 2015
Pages: 2591 - 2595DASU: High Quality Video Streaming Over Multiple Wireless Access Network Using Real Time Adaptive Algorithm
Prathibha T P
Downloads: 103
Review Papers, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015
Pages: 1769 - 1771A Review of Comparatively Study of Different Speaker Recognition Techniques
Umer Malik
Similar Articles with Keyword 'Social'
Downloads: 1
Review Papers, Computer Science & Engineering, India, Volume 3 Issue 11, November 2014
Pages: 2267 - 2274Two Accounts of Solitude in Online Communal Networks
Alla Venu Gopal, G. Srinivasa Reddy
Downloads: 4 | Monthly Hits: ⮙1
Research Paper, Computer Science & Engineering, India, Volume 10 Issue 5, May 2021
Pages: 627 - 631A Survey based IoT Model to Maintain Social Distancing
Deepa Sonal
Similar Articles with Keyword 'data'
Downloads: 508 | Weekly Hits: ⮙1 | Monthly Hits: ⮙4
Research Paper, Computer Science & Engineering, India, Volume 9 Issue 7, July 2020
Pages: 1454 - 1458Heart Disease Prediction with Machine Learning Approaches
Megha Kamboj
Downloads: 85
Research Paper, Computer Science & Engineering, India, Volume 9 Issue 10, October 2020
Pages: 1626 - 1628Image Noise Reduction with Autoencoder using Tensor Flow
Jai Sehgal, Dr Yojna Arora