<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "PERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN"^^ . "Graph-based data analysis is a prevalent method employed across various domains. Some popularly\r\nused graph packages such as NetworkX, igraph, NetworKit and graph-tool are examples of packages\r\navailable for the Python programming language. Each has its advantages and disadvantages. This\r\nresearch aims to compare the performance (in terms of execution time) and memory usage of several\r\npopular graph packages, namely NetworkX, Networkit, SNAP, graph-tool, igraph and rustworkX.\r\nThe research employed an experimental quantitative method. The datasets used for simulating the\r\nnetwork analysis by applying co-occurance network was 10.000 article titles gathered from several\r\njournals indexed by scopus. The results shown that the mean value ± margin of error (at level of\r\nconfidence: 0.95 and number of samples/number of experiment iterations (n): 35) for the execution\r\ntime of graph-tool = 1.30291731 ± 0.268629749 second (s), networkX = 2.07304831 ± 0.672788959\r\n(s), networkit = 1.44051549 ± 0.272388017 (s), snap = 0.92104769 ± 0.126535737 (s), igraph =\r\n1.63668983 ± 0.621590572 (s), rustworkx = 1.33403117 ± 0.190636021 (s). Meanwhile, the mean\r\n± margin of error for the current memory usage of graph-tool = 2.023255971 ± 0.115873399\r\nMegaByte (MB) networkX = 5. 1896566 ± 2.431315437 (MB), networkit = 6.207405857 ±\r\n4.225013008 (MB), snap = 3.743473629 ± 1.080429925 (MB), igraph = 4.461298114 ± 1.20858089\r\n(MB), rustworkx = 4.267859943 ± .....(MB); and the mean ± margin of error for peak memory usage\r\nof graph-tool = 3.402223457 ± 0.017638869 MegaByte (MB), networkX = 5.630388457 ±\r\n2.813189597 (MB), networkit = 7.048138886 ± 4.996092409 (MB), snap = 4.120006486 ±\r\n1.288241414 (MB), igraph = 4.825449429 ± 1.47061189 (MB), rustworkx = 4.621915486 ±\r\n1.130673792 (MB). The results of repeated measures ANOVA and Friedman test for the execution\r\ntime, current memory usage and peak memory usage shown that there is significant difference among\r\nthese mean values. Therefore, it can be concluded that the order of the performance based on\r\nexecution time (from fastest to slowest) is: 1.snap 2.graph-tool & rustworkx 3.networkit & igraph\r\n4.networkX. Meanwhile, the order of the efficiency based on the current memory usage and peak\r\nmemory usage (from most efficient to most inefficient) is: 1.graph-tool 2.snap 3. rustworkX 4.igraph\r\n5.networkX 6.networkit. There was a moderate and positive correlation between execution time and\r\nmemory usage. Further, there was a very strong and positive between current memory and peak\r\nmemory usage."^^ . "2024-01-26" . . . . "UIN SUNAN KALIJAGA YOGYAKARTA"^^ . . . "FAKULTAS SAINS DAN TEKNOLOGI, UIN SUNAN KALIJAGA YOGYAKARTA"^^ . . . . . . . . . "NIM.: 20206052011"^^ . "Wildan Nadiyal Ahsan"^^ . "NIM.: 20206052011 Wildan Nadiyal Ahsan"^^ . . . . . . "PERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN (Text)"^^ . . . . . "20206052011_BAB-I_IV-atau-V_DAFTAR-PUSTAKA.pdf"^^ . . . "PERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN (Text)"^^ . . . . . "PERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN (Other)"^^ . . . . . . "PERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN (Other)"^^ . . . . . . "PERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN (Other)"^^ . . . . . . "PERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN (Other)"^^ . . . . . . "PERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN (Other)"^^ . . . . . . "lightbox.jpg"^^ . . . "PERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN (Other)"^^ . . . . . . "preview.jpg"^^ . . . "PERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN (Other)"^^ . . . . . . "medium.jpg"^^ . . . "PERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN (Other)"^^ . . . . . . "small.jpg"^^ . . "HTML Summary of #63762 \n\nPERBANDINGAN WAKTU EKSEKUSI DAN PENGGUNAAN MEMORI PADA PAKET GRAFIK PYTHON UNTUK ANALISIS JARINGAN\n\n" . "text/html" . . . "Tehnik Informatika"@en . .