COMPLEX NETWORK ANALYSIS ON INSTAGRAM INFLUENCER COMMUNITIES USING A COMBINED METHOD OF GENETIC ALGORITHMS AND SIMULATED ANNEALING

Nowadays, physicists have become interested in implementing physics into the economic and social fields. On a broad scale, they view these fields as a complex system. Complex Systems consist of agents and interactions between them. This model can be represented in a graph or network. A graph is a st...

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Main Author: Putri Meilynna, Ayundha
Format: Final Project
Language:Indonesia
Online Access:https://digilib.itb.ac.id/gdl/view/65135
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Institution: Institut Teknologi Bandung
Language: Indonesia
id id-itb.:65135
spelling id-itb.:651352022-06-21T09:10:18ZCOMPLEX NETWORK ANALYSIS ON INSTAGRAM INFLUENCER COMMUNITIES USING A COMBINED METHOD OF GENETIC ALGORITHMS AND SIMULATED ANNEALING Putri Meilynna, Ayundha Indonesia Final Project Community Detection, Genetic Algorithm, Simulated Annealing INSTITUT TEKNOLOGI BANDUNG https://digilib.itb.ac.id/gdl/view/65135 Nowadays, physicists have become interested in implementing physics into the economic and social fields. On a broad scale, they view these fields as a complex system. Complex Systems consist of agents and interactions between them. This model can be represented in a graph or network. A graph is a structure of a group of nodes and edges connecting two nodes. A community in a network is a group of nodes that are highly connected to each other than to any other node in the network. The process of establishing and identifying communities in a network is called community detection. In this study, the method used is the Genetic Algorithm method which is optimized by the Simulated Annealing Algorithm to detect communities that can assist in analyzing social networks on the Instagram influencer network which is included in 44 Ultimate list of Instagram influencers in Indonesia. The results obtained for the use of a combination of Genetic Algorithm and Simulated Annealing on Instagram influencer network are detecting 4 communities with a modularity value of 0,65. 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
description Nowadays, physicists have become interested in implementing physics into the economic and social fields. On a broad scale, they view these fields as a complex system. Complex Systems consist of agents and interactions between them. This model can be represented in a graph or network. A graph is a structure of a group of nodes and edges connecting two nodes. A community in a network is a group of nodes that are highly connected to each other than to any other node in the network. The process of establishing and identifying communities in a network is called community detection. In this study, the method used is the Genetic Algorithm method which is optimized by the Simulated Annealing Algorithm to detect communities that can assist in analyzing social networks on the Instagram influencer network which is included in 44 Ultimate list of Instagram influencers in Indonesia. The results obtained for the use of a combination of Genetic Algorithm and Simulated Annealing on Instagram influencer network are detecting 4 communities with a modularity value of 0,65.
format Final Project
author Putri Meilynna, Ayundha
spellingShingle Putri Meilynna, Ayundha
COMPLEX NETWORK ANALYSIS ON INSTAGRAM INFLUENCER COMMUNITIES USING A COMBINED METHOD OF GENETIC ALGORITHMS AND SIMULATED ANNEALING
author_facet Putri Meilynna, Ayundha
author_sort Putri Meilynna, Ayundha
title COMPLEX NETWORK ANALYSIS ON INSTAGRAM INFLUENCER COMMUNITIES USING A COMBINED METHOD OF GENETIC ALGORITHMS AND SIMULATED ANNEALING
title_short COMPLEX NETWORK ANALYSIS ON INSTAGRAM INFLUENCER COMMUNITIES USING A COMBINED METHOD OF GENETIC ALGORITHMS AND SIMULATED ANNEALING
title_full COMPLEX NETWORK ANALYSIS ON INSTAGRAM INFLUENCER COMMUNITIES USING A COMBINED METHOD OF GENETIC ALGORITHMS AND SIMULATED ANNEALING
title_fullStr COMPLEX NETWORK ANALYSIS ON INSTAGRAM INFLUENCER COMMUNITIES USING A COMBINED METHOD OF GENETIC ALGORITHMS AND SIMULATED ANNEALING
title_full_unstemmed COMPLEX NETWORK ANALYSIS ON INSTAGRAM INFLUENCER COMMUNITIES USING A COMBINED METHOD OF GENETIC ALGORITHMS AND SIMULATED ANNEALING
title_sort complex network analysis on instagram influencer communities using a combined method of genetic algorithms and simulated annealing
url https://digilib.itb.ac.id/gdl/view/65135
_version_ 1822932647106576384