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Descriptive Vs Inferential Community Detection In Networks


Descriptive Vs Inferential Community Detection In Networks
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Descriptive Vs Inferential Community Detection In Networks


Descriptive Vs Inferential Community Detection In Networks
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Author : Tiago P. Peixoto
language : en
Publisher: Cambridge University Press
Release Date : 2023-08-31

Descriptive Vs Inferential Community Detection In Networks written by Tiago P. Peixoto and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-08-31 with Science categories.


Community detection is one of the most important methodological fields of network science, and one which has attracted a significant amount of attention over the past decades. This area deals with the automated division of a network into fundamental building blocks, with the objective of providing a summary of its large-scale structure. Despite its importance and widespread adoption, there is a noticeable gap between what is arguably the state-of-the-art and the methods which are actually used in practice in a variety of fields. The Elements attempts to address this discrepancy by dividing existing methods according to whether they have a 'descriptive' or an 'inferential' goal. While descriptive methods find patterns in networks based on context-dependent notions of community structure, inferential methods articulate a precise generative model, and attempt to fit it to data. In this way, they are able to provide insights into formation mechanisms and separate structure from noise. This title is also available as open access on Cambridge Core.



Computational Science Iccs 2023


Computational Science Iccs 2023
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Author : Jiří Mikyška
language : en
Publisher: Springer Nature
Release Date : 2023-06-29

Computational Science Iccs 2023 written by Jiří Mikyška and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-06-29 with Computers categories.


The five-volume set LNCS 14073-14077 constitutes the proceedings of the 23rd International Conference on Computational Science, ICCS 2023, held in Prague, Czech Republic, during July 3-5, 2023. The total of 188 full papers and 94 short papers presented in this book set were carefully reviewed and selected from 530 submissions. 54 full and 37 short papers were accepted to the main track; 134 full and 57 short papers were accepted to the workshops/thematic tracks. The theme for 2023, "Computation at the Cutting Edge of Science", highlights the role of Computational Science in assisting multidisciplinary research. This conference was a unique event focusing on recent developments in scalable scientific algorithms, advanced software tools; computational grids; advanced numerical methods; and novel application areas. These innovative novel models, algorithms, and tools drive new science through efficient application in physical systems, computational and systems biology, environmental systems, finance, and others.



The Sage Handbook Of Social Network Analysis


The Sage Handbook Of Social Network Analysis
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Author : John McLevey
language : en
Publisher: SAGE Publications Limited
Release Date : 2023-10-01

The Sage Handbook Of Social Network Analysis written by John McLevey and has been published by SAGE Publications Limited this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-10-01 with Social Science categories.


This new edition of The Sage Handbook of Social Network Analysis builds on the success of its predecessor, offering a comprehensive overview of social network analysis produced by leading international scholars in the field. Brand new chapters provide both significant updates to topics covered in the first edition, as well as discussing cutting edge topics that have developed since, including new chapters on: · General issues such as social categories and computational social science; · Applications in contexts such as environmental policy, gender, ethnicity, cognition and social media and digital networks; · Concepts and methods such as centrality, blockmodeling, multilevel network analysis, spatial analysis, data collection, and beyond. By providing authoritative accounts of the history, theories and methodology of various disciplines and topics, the second edition of The SAGE Handbook of Social Network Analysis is designed to provide a state-of-the-art presentation of classic and contemporary views, and to lay the foundations for the further development of the area. PART 1: GENERAL ISSUES PART 2: APPLICATIONS PART 3: CONCEPTS AND METHODS



Wireless Sensor Networks


Wireless Sensor Networks
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Author : Limin Sun
language : en
Publisher: Springer Nature
Release Date : 2025-02-28

Wireless Sensor Networks written by Limin Sun and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-02-28 with Computers categories.


This two-volume set, CCIS 2341 and CCIS 2342, constitutes the refereed proceedings of the 18th China Conference on Wireless Sensor Networks, CWSN 2024, held in Taiyuan, China, during September 20–22, 2024. The 41 full papers presented in this volume were carefully reviewed and selected from 75 submissions. They were organized in topical sections as follows:- Part I: Cloud computing and edge computing; Internet of things security and privacy protection; Internet of things service and application technology. Part II: Smart internet of things; Theory and technology of wireless sensor network.



Boolean Networks As Predictive Models Of Emergent Biological Behaviors


Boolean Networks As Predictive Models Of Emergent Biological Behaviors
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Author : Jordan C. Rozum
language : en
Publisher: Cambridge University Press
Release Date : 2024-03-28

Boolean Networks As Predictive Models Of Emergent Biological Behaviors written by Jordan C. Rozum and has been published by Cambridge University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-03-28 with Science categories.


Interacting biological systems at all organizational levels display emergent behavior. Modeling these systems is made challenging by the number and variety of biological components and interactions – from molecules in gene regulatory networks to species in ecological networks – and the often-incomplete state of system knowledge, such as the unknown values of kinetic parameters for biochemical reactions. Boolean networks have emerged as a powerful tool for modeling these systems. This Element provides a methodological overview of Boolean network models of biological systems. After a brief introduction, the authors describe the process of building, analyzing, and validating a Boolean model. They then present the use of the model to make predictions about the system's response to perturbations and about how to control its behavior. The Element emphasizes the interplay between structural and dynamical properties of Boolean networks and illustrates them in three case studies from disparate levels of biological organization.



Complex Networks Xiv


Complex Networks Xiv
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Author : Andreia Sofia Teixeira
language : en
Publisher: Springer Nature
Release Date : 2023-03-29

Complex Networks Xiv written by Andreia Sofia Teixeira and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-03-29 with Science categories.


This book contains contributions in the area of Network Science, presented at the 14th International Conference on Complex Networks (CompleNet), 24-28 April, 2023 in Aveiro, Portugal. CompleNet is an international conference on complex networks that brings together researchers and practitioners from diverse disciplines—from sociology, biology, physics, and computer science—who share a passion to better understand the interdependencies within and across systems. CompleNet is a venue to discuss ideas and findings about all types networks, from biological, to technological, to informational and social. It is this interdisciplinary nature of complex networks that CompleNet aims to explore and celebrate. The audience of the work are professionals and academics working in Network Science, a highly-multidisciplinary field.



Algorithms And Models For The Web Graph


Algorithms And Models For The Web Graph
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Author : Megan Dewar
language : en
Publisher: Springer Nature
Release Date : 2023-05-15

Algorithms And Models For The Web Graph written by Megan Dewar and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-05-15 with Computers categories.


This book constitutes the proceedings of the 18th International Workshop on Algorithms and Models for the Web Graph, WAW 2023, held in Toronto, Canada, in May 23–26, 2023.The 12 Papers presented in this volume were carefully reviewed and selected from 21 submissions. The aim of the workshop was understanding of graphs that arise from the Web and various user activities on the Web, and stimulate the development of high-performance algorithms and applications that exploit these graphs.



Dynamische Prozesse Der Ffentlichen Kommunikation


Dynamische Prozesse Der Ffentlichen Kommunikation
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Author : Philipp Müller
language : en
Publisher: Herbert von Halem Verlag
Release Date : 2019-10-15

Dynamische Prozesse Der Ffentlichen Kommunikation written by Philipp Müller and has been published by Herbert von Halem Verlag this book supported file pdf, txt, epub, kindle and other format this book has been release on 2019-10-15 with Business & Economics categories.


Öffentliche Kommunikationsprozesse sind im Zeitalter der Digitalisierung von einer wachsenden Dynamik geprägt. Dies stellt die Kommunikationsforschung vor erhebliche methodische Herausforderungen. Die Methodenentwicklung steckt noch in den Kinderschuhen, wenn es darum geht, die eng getakteten und komplexen Interaktionsmuster menschlicher Akteure und technischer Strukturen der digitalen Öffentlichkeit adäquat abzubilden. Empirische Studien sind dazu gezwungen, die Komplexität der Dynamiken in der sozialen Realität zu reduzieren, um diese fassbar zu machen. Damit geht jedoch stets die Gefahr einher, entscheidende Aspekte zu übersehen. Die in diesem Band versammelten Beiträge widmen sich diesem Dilemma am Beispiel verschiedener Anwendungsfelder, von der Kommunikator- und Medieninhaltsforschung bis zur Rezeptions- und Wirkungsforschung. Die Beiträge liegen auf verschiedenen Stufen des Forschungsprozesses und befassen sich mit einer Vielzahl methodischer Ansätze wie der automatisierten Inhaltsanalyse, der Netzwerkanalyse oder der qualitativen Beobachtung. Sie eint die Suche nach innovativen Lösungen für ein gemeinsames Problem, nämlich die zunehmende Dynamik öffentlicher Kommunikationsprozesse adäquat abzubilden.



Analysing Users Interactions With Khan Academy Repositories


Analysing Users Interactions With Khan Academy Repositories
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Author : Sahar Yassine
language : en
Publisher: Springer Nature
Release Date : 2021-11-15

Analysing Users Interactions With Khan Academy Repositories written by Sahar Yassine and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-11-15 with Education categories.


This book addresses the need to explore user interaction with online learning repositories and the detection of emergent communities of users. This is done through investigating and mining the Khan Academy repository; a free, open access, popular online learning repository addressing a wide content scope. It includes large numbers of different learning objects such as instructional videos, articles, and exercises. The authors conducted descriptive analysis to investigate the learning repository and its core features such as growth rate, popularity, and geographical distribution. The authors then analyzed this graph and explored the social network structure, studied two different community detection algorithms to identify the learning interactions communities emerged in Khan Academy then compared between their effectiveness. They then applied different SNA measures including modularity, density, clustering coefficients and different centrality measures to assess the users’ behavior patterns and their presence. By applying community detection techniques and social network analysis, the authors managed to identify learning communities in Khan Academy’s network. The size distribution of those communities found to follow the power-law distribution which is the case of many real-world networks. Despite the popularity of online learning repositories and their wide use, the structure of the emerged learning communities and their social networks remain largely unexplored. This book could be considered initial insights that may help researchers and educators in better understanding online learning repositories, the learning process inside those repositories, and learner behavior.



The Oxford Handbook Of International Political Economy


The Oxford Handbook Of International Political Economy
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Author :
language : en
Publisher: Oxford University Press
Release Date : 2025-01-17

The Oxford Handbook Of International Political Economy written by and has been published by Oxford University Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2025-01-17 with Political Science categories.


The field of International Political Economy (IPE) has rapidly developed into a central pillar in the study of International Relations, and its interdisciplinary roots make it a rich and productive area of scholarly interest. This Oxford Handbook analyses and evaluates the state of the art in IPE research. Bringing together leading experts from a wide geographical and theoretical spectrum, the Handbook provides accessible and comprehensive surveys on topics central to the study of International Political Economy. As IPE scholarship evolves to explore global events such as financial crises and trade wars, examining how politics is both a cause and a consequence of economics, it highlights the practical and problem-driven nature of the field. The Handbook considers the purported European-North American divide and the impact of the surrounding debate on the approach taken to the field. The chapters review the scholarly literature, outline future research opportunities, and consider the ways in which world events have contributed to new research in the field. The Handbook covers both the theoretical and methodological foundations of the field as well as substantive topics within it, including regulation, foreign aid, migration, NGOs, capital, political–military relations, and many others. The Oxford Handbooks of International Relations is a twelve-volume set of reference books offering authoritative and innovative engagements with the principal sub-fields of International Relations. The series as a whole is under the General Editorship of Christian Reus-Smit of the University of Melbourne and Duncan Snidal of the University of Oxford, with each volume edited by specialists in the field. The series both surveys the broad terrain of International Relations scholarship and reshapes it, pushing each sub-field in challenging new directions. Following the example of Reus-Smit and Snidal's original Oxford Handbook of International Relations, each volume is organized around a strong central thematic by scholars drawn from different perspectives, reading its sub-field in an entirely new way, and pushing scholarship in challenging new directions.