COMMUNITY STRUCTURE DETECTION OF INFLUENCERS ON YOUTUBE PLATFORM USING COMBINED METHODS OF GENETICS ALGORITHM AND SIMULATED ANNEALING

The development of more physics give birth to complex system. One of the topic of complex system that has been developed recently is sociophysics. Community detection has been widely accepted as one of sociophysics developing research. One of the most important in complex system is the interaction o...

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Main Author: Dinar Latiffa, Ilma
Format: Final Project
Language:Indonesia
Subjects:
Online Access:https://digilib.itb.ac.id/gdl/view/41879
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:41879
spelling id-itb.:418792019-09-06T11:18:34ZCOMMUNITY STRUCTURE DETECTION OF INFLUENCERS ON YOUTUBE PLATFORM USING COMBINED METHODS OF GENETICS ALGORITHM AND SIMULATED ANNEALING Dinar Latiffa, Ilma Fisika Indonesia Final Project Community detection, Genetics Algorithm, Simulated Annealing, Modularity INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/41879 The development of more physics give birth to complex system. One of the topic of complex system that has been developed recently is sociophysics. Community detection has been widely accepted as one of sociophysics developing research. One of the most important in complex system is the interaction of each components. This interaction can be represented by using a graph or network. This graph or network consist from many nodes and the connection of each nodes called edges. If the individual are the nodes then community is a group that consists of many individual that can interact with each other but hardly interact with other individual from other community. Community detection has many benefits to comprehend about connection and structure on human society. Genetic algorithm is the method that based on genetics process on living being. To enhance the results from genetic algorithm, Simulated Annealing method will be used too. To know how bad or how good the result is, the concept of modularity will be used. In this final project, the genetic algorithm and Simulated Annealing will be used as method to detecting community. The community in this final project is the top 100 most subscribed Indonesian youtuber and has collaborated with minimal one youtuber. In this final project there are 4 community. text
institution Institut Teknologi Bandung
building Institut Teknologi Bandung Library
continent Asia
country Indonesia
Indonesia
content_provider Institut Teknologi Bandung
collection Digital ITB
language Indonesia
topic Fisika
spellingShingle Fisika
Dinar Latiffa, Ilma
COMMUNITY STRUCTURE DETECTION OF INFLUENCERS ON YOUTUBE PLATFORM USING COMBINED METHODS OF GENETICS ALGORITHM AND SIMULATED ANNEALING
description The development of more physics give birth to complex system. One of the topic of complex system that has been developed recently is sociophysics. Community detection has been widely accepted as one of sociophysics developing research. One of the most important in complex system is the interaction of each components. This interaction can be represented by using a graph or network. This graph or network consist from many nodes and the connection of each nodes called edges. If the individual are the nodes then community is a group that consists of many individual that can interact with each other but hardly interact with other individual from other community. Community detection has many benefits to comprehend about connection and structure on human society. Genetic algorithm is the method that based on genetics process on living being. To enhance the results from genetic algorithm, Simulated Annealing method will be used too. To know how bad or how good the result is, the concept of modularity will be used. In this final project, the genetic algorithm and Simulated Annealing will be used as method to detecting community. The community in this final project is the top 100 most subscribed Indonesian youtuber and has collaborated with minimal one youtuber. In this final project there are 4 community.
format Final Project
author Dinar Latiffa, Ilma
author_facet Dinar Latiffa, Ilma
author_sort Dinar Latiffa, Ilma
title COMMUNITY STRUCTURE DETECTION OF INFLUENCERS ON YOUTUBE PLATFORM USING COMBINED METHODS OF GENETICS ALGORITHM AND SIMULATED ANNEALING
title_short COMMUNITY STRUCTURE DETECTION OF INFLUENCERS ON YOUTUBE PLATFORM USING COMBINED METHODS OF GENETICS ALGORITHM AND SIMULATED ANNEALING
title_full COMMUNITY STRUCTURE DETECTION OF INFLUENCERS ON YOUTUBE PLATFORM USING COMBINED METHODS OF GENETICS ALGORITHM AND SIMULATED ANNEALING
title_fullStr COMMUNITY STRUCTURE DETECTION OF INFLUENCERS ON YOUTUBE PLATFORM USING COMBINED METHODS OF GENETICS ALGORITHM AND SIMULATED ANNEALING
title_full_unstemmed COMMUNITY STRUCTURE DETECTION OF INFLUENCERS ON YOUTUBE PLATFORM USING COMBINED METHODS OF GENETICS ALGORITHM AND SIMULATED ANNEALING
title_sort community structure detection of influencers on youtube platform using combined methods of genetics algorithm and simulated annealing
url https://digilib.itb.ac.id/gdl/view/41879
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