Software Compares More Than Two Complex Networks Simultaneously
Software Compares More Than Two Complex Networks Simultaneously
One of the strategies used to study the functioning of a biological system â be it a simple cell, a group of organs in an organism, or even a group of species in an ecosystem â involves representing the system as a complex network of interconnected variables.
This strategy can be used, for example, to compare healthy and diseased tissues to identify differences in these two networks andâŠ
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Analytic System Based on Prediction Analysis of Social Emotions from Users : A Review
by Vaishnavi Chimote | Prof. Vrushali D. Dharmale" Analytic System Based on Prediction Analysis of Social Emotions from Users : A Review"Â
Published in International Journal of Trend in Scientific Research and Development (ijtsrd), ISSN: 2456-6470, Volume-2 | Issue-3 , April 2018,Â
URL: http://www.ijtsrd.com/papers/ijtsrd11441.pdf Â
Direct URL: http://www.ijtsrd.com/engineering/computer-engineering/11441/ analytic-system-based-on-prediction-analysis-of-social-emotions-from-users--a-review/vaishnavi-chimote
international journals in engineering, call for paper engineering, paper publication for engineering
Over social media there are lots of symbols are used as compared to text this is an unstructured type of which get considers day by day increase in such symbols is moving the towards the new data prediction determination technique. Due to the rapid development of Web, large numbers of documents assigned by readers' emotions have been generated through new portals. Comparing to the previous studies which focused on author's perspective, our research focuses on readers' emotions invoked by news articles. Our research provides meaningful assistance in social media application such as sentiment retrieval, opinion summarization and election prediction. In this paper, we predict the readers' emotion of news based on the social opinion network. More specifically, we construct the opinion network based on the semantic distance. The communities in the news network indicate specific events which are related to the emotions. Therefore, the opinion network serves as the lexicon between events and corresponding emotions. We leverage neighbor relationship in network to predict readers' emotions. As a result, our methods obtain better result than the state-of-the-art methods. Moreover, we developed a growing strategy to prune the network for practical application. The experiment verifies the rationality of the reduction for application. In this paper, we implement social opinion prediction by generating a real-time social opinion network. In more details, first, we train word vectors according to the most recent Wikipedia word corpus. Second, we calculate se-mantic distance between news via word vectors. As a metric between opinions, semantic distance allows us to construct the opinions growing network to describe the dynamical social opinions. Last, we predict follow-upÂ
BANJA LUKA, Bosnia-Herzegovina | The Latest: Bosnian Serb candidate Dodik is key Putin backer
BANJA LUKA, Bosnia-Herzegovina | The Latest: Bosnian Serb candidate Dodik is key Putin backer
BANJA LUKA, Bosnia-Herzegovinaâ The Latest on Bosniaâs general election (all times local):
1:45 p.m.
The pro-Russian leader of Bosniaâs Serbs says he expects a âbig victoryâ at Sundayâs election, which he said would be in the interests of the Serb mini-state in Bosnia.
Milorad Dodiksaid Sunday if he is elected to the three-person Bosnian federal presidency that would pave the way for âimportantâŠ
SARAJEVO, Bosnia-Herzegovina | Bosnia election seen as key for future of war-ravaged nation
SARAJEVO, Bosnia-Herzegovina | Bosnia election seen as key for future of war-ravaged nation
SARAJEVO, Bosnia-Herzegovina â Elections in Bosnia on Sunday risk cementing the ethnic divisions of the countryâs brutal war, as a pro-Russian nationalist runs for the three-member presidency and politicians seeking other posts campaign on war wounds rather than reforms.
Some 3.3 million voters are being asked to fill the national presidency and other elected positions in the complex network ofâŠ
Analysis of the main active ingredients and bioactivities of essential oil from Osmanthus fragrans Var. thunbergii using a complex network approach. Wang et al, BMC Syst Biol. 2017 Dec 28;11(1):144.
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Paper -Â Inferring monopartite projections of bipartite networks: an entropy-based approach
Bipartite networks are currently regarded as providing a major insight into the organization of many real-world systems, unveiling the mechanisms driving the interactions occurring between distinct groups of nodes. One of the most important issues encountered when modeling bipartite networks is devising a way to obtain a (monopartite) projection on the layer of interest, which preserves as much as possible the information encoded into the original bipartite structure. In the present paper we propose an algorithm to obtain statistically-validated projections of bipartite networks, according to which any two nodes sharing a statistically-significant number of neighbors are linked. Since assessing the statistical significance of nodes similarity requires a proper statistical benchmark, here we consider a set of four null models, defined within the exponential random graph framework. Our algorithm outputs a matrix of link-specific p-values, from which a validated projection is straightforwardly obtainable, upon running a multiple hypothesis testing procedure. Finally, we test our method on an economic network (i.e. the countries-products World Trade Web representation) and a social network (i.e. MovieLens, collecting the users' ratings of a list of movies). In both cases non-trivial communities are detected: while projecting the World Trade Web on the countries layer reveals modules of similarly-industrialized nations, projecting it on the products layer allows communities characterized by an increasing level of complexity to be detected; in the second case, projecting MovieLens on the films layer allows clusters of movies whose affinity cannot be fully accounted for by genre similarity to be individuated.
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