Download Big data in complex and social networks by My T. Thai, Weili Wu, Hui Xiong PDF

By My T. Thai, Weili Wu, Hui Xiong

This publication offers fresh advancements at the theoretical, algorithmic, and alertness elements of massive information in advanced and Social Networks. The publication contains 4 elements, masking quite a lot of themes. the 1st a part of the ebook makes a speciality of info garage and information processing. It explores how the effective garage of information can essentially help in depth info entry and queries, which permits subtle research. It additionally appears to be like at how facts processing and visualization support to speak details in actual fact and successfully. the second one a part of the ebook is dedicated to the extraction of crucial details and the prediction of web pages. The e-book indicates how immense facts research can be utilized to appreciate the pursuits, situation, and seek background of clients and supply extra exact predictions of consumer habit. The latter elements of the publication conceal the security of privateness and safety, and emergent purposes of huge info and social networks. It analyzes how you can version rumor diffusion, determine incorrect information from great facts, and layout intervention techniques. purposes of massive facts and social networks in multilayer networks and multiparty platforms also are coated in-depth.

Show description

Read or Download Big data in complex and social networks PDF

Similar machine theory books

AI 2005: Advances in Artificial Intelligence: 18th Australian Joint Conference on Artificial Intelligence, Sydney, Australia, December 5-9, 2005, Proceedings

This booklet constitutes the refereed court cases of the 18th Australian Joint convention on man made Intelligence, AI 2005, held in Sydney, Australia in December 2005. The seventy seven revised complete papers and 119 revised brief papers awarded including the abstracts of three keynote speeches have been conscientiously reviewed and chosen from 535 submissions.

Topics in Discrete Mathematics: Dedicated to Jarik Nesetril on the Occasion of his 60th birthday (Algorithms and Combinatorics)

This booklet includes a suite of top of the range papers in chosen themes of Discrete arithmetic, to have fun the sixtieth birthday of Professor Jarik Nešetril. top specialists have contributed survey and learn papers within the components of Algebraic Combinatorics, Combinatorial quantity conception, online game thought, Ramsey thought, Graphs and Hypergraphs, Homomorphisms, Graph shades and Graph Embeddings.

50 Years of Artificial Intelligence: Essays Dedicated to the 50th Anniversary of Artificial Intelligence

This Festschrift quantity, released in occasion of the fiftieth Anniversary of synthetic Intelligence, comprises 34 refereed papers written via prime researchers within the box of synthetic Intelligence. The papers have been rigorously chosen from the invited lectures given on the fiftieth Anniversary Summit of AI, held on the Centro Stefano Franscini, Monte Verit`, Ascona, Switzerland, July 9-14, 2006.

Ensemble methods : foundations and algorithms

Creation uncomplicated ideas renowned studying Algorithms assessment and comparability Ensemble tools functions of Ensemble equipment Boosting A basic Boosting strategy The AdaBoost set of rules Illustrative Examples Theoretical matters Multiclass Extension Noise Tolerance Bagging Ensemble Paradigms The Bagging set of rules Illustrative Examples Theoretical matters Random Tree Ensembles blend equipment advantages of blend Averaging balloting Combining by means of studying different blend tools proper equipment range Ensemble range mistakes Decomposition variety Measures info Theoretic range variety iteration Ensemble Pruning what's Ensemble Pruning Many may be higher Than All Categorization of Pruning equipment Ordering-Based Pruning Clustering-Based Pruning Optimization-Based Pruning Clustering Ensembles Clustering Categorization of Clustering Ensemble equipment Similarity-Based tools Graph-Based equipment Relabeling-Based equipment Transformation-Based tools complex issues Semi-Supervised studying lively studying Cost-Sensitive studying Class-Imbalance studying bettering Comprehensibility destiny instructions of Ensembles References Index extra Readings seem on the finish of every bankruptcy.

Extra resources for Big data in complex and social networks

Sample text

Bibliography . . . . . . . . . . . . . . . . . . . . . . . . , Twitter) applications, and in response there is a growing need for analysis methods that can handle this terabyte-size input. To provide an effective and advanced data processing environment for various types of social data analysis such as political discourses, trending topics, evolution of user behavior, social bots detection and orchestrated campaigns, we need to support both query and complex analysis efficiently.

Finally, there are two existing applications for visualizing data in hyperbolic space, namely Hyperbolic Tree Viewer [47] and Hypertree [48]. Although many other examples exist, they all suffer from different shortcomings, in particular problems regarding the inclusion of additional data dimensions, and the absence of a means to guide the user to those regions of the data that might be called “interesting”, calling for novel approaches. 9 CONCLUSIONS In this chapter, we developed a big data analytics (BDA) and exploitation framework for complex and social networks leveraging significant properties of hyperbolic geometry in this field.

Hyperbolic Big Data Analytics within Complex and Social Networks 35 31. J. Kleinberg, “The Small-World Phenomenon: an Algorithmic Perspective”, In Proc. of the 32 Annual ACM Symposium on Theory of Computing (STOC ’00), New York, NY, USA, pp. 163-170, 2000. 32. E. Stai, J. S. Baras, S. Papavassiliou, “Social Networks over Wireless Networks”, in Proc. of the 51st IEEE Conf. on Decision and Control (CDC), Hawaii, Dec. 2012. 33. E. Stai, S. Papavassiliou, J. S. 2360942, October 2014. 34. E. Stai, S.

Download PDF sample

Rated 4.32 of 5 – based on 13 votes