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Metode za stiskanje grafov
ID Kuhar, Yannick (Author), ID Čibej, Uroš (Mentor) More about this mentor... This link opens in a new window

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Abstract
V magistrski nalogi smo raziskovali stiskanje usmerjenih grafov, ki se uporabljajo za modeliranje omrežij, kot so socialna omrežja, biološka omrežja, itd. Z naraščajočo velikostjo grafov se pojavljajo težave pri shranjevanju in njihovi obdelavi. Implementirali smo dve metodi, ki stiskata grafe z uporabo simetrij, ki smo jih izračunali z avtomorfizmom grafov. Metodi smo nato združili z metodami brezizgubnega stiskanja in ju primerjali z obstoječimi metodam stiskanja usmerjenih grafov. Kakovost stiskanja smo ocenili s številom bitov na povezavo. Kakovost pristopov smo ocenili na množici grafov iz različnih domen. Metodi, ki uporabljata simetrije, nista bili uspešnejši kot obstoječe, vendar smo predlagali več možnih izboljšav.

Language:Slovenian
Keywords:stiskanje podatkov, stiskanje grafov, simetrije v grafih, avtomorfizem grafov
Work type:Master's thesis/paper
Typology:2.09 - Master's Thesis
Organization:FRI - Faculty of Computer and Information Science
Year:2023
PID:20.500.12556/RUL-150173 This link opens in a new window
COBISS.SI-ID:168264195 This link opens in a new window
Publication date in RUL:14.09.2023
Views:584
Downloads:31
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Secondary language

Language:English
Title:Methods for graph compression
Abstract:
In this thesis, we investigated the compression of directed graphs, which are used to model different types of networks such as social networks, biological networks, etc. As graphs grow in size, problems arise in their storage and processing. We implemented two methods that compress directed graphs using symmetries, which were calculated using graph automorphism. We then combined them with lossless compression methods and compared them with existing directed graph compression methods. The compression quality was evaluated by the number of bits per edge. We evaluated the performance of approaches on a dataset of graphs from various domains. The methods using symmetries were not more successful than the existing ones, but we proposed many possible improvements.

Keywords:data compression, graph compression, graph symetries, graph automrphism

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