The Purpose of Bellman-Ford Algorithm to Summarize the Multiple Scientific Indonesian Journal Articles

Text is a one of huge type data in the big data era today. It can be processed to be valuable information with Natural Language Processing approach, such as Automated Text Summarization. This study aims to purpose the text summarization automatically for multiple text documents with graph approach at once. The graph approach that purposed in this research as methodology is Bellman-Ford algorithm. This research uses scientific journal articles documents in Indonesian language as the case study. The result of this research is the logical framework based on literature review ana analysis of Bellman-Ford algorithm for automated text summarization. This framework can be implemented and evaluated in the further works.

[1]  Edi Surya Negara,et al.  Analysis and Implementation Machine Learning for YouTube Data Classification by Comparing the Performance of Classification Algorithms , 2020 .

[2]  M. B. Chandak,et al.  Graph-Based Algorithms for Text Summarization , 2010, 2010 3rd International Conference on Emerging Trends in Engineering and Technology.

[3]  S. Vijayarani,et al.  Preprocessing Techniques for Text Mining-An Overview Dr , 2015 .

[4]  Dou Shen Text Summarization , 2009, Encyclopedia of Database Systems.

[5]  Djoko Budiyanto Setyohadi,et al.  Summarizing Indonesian text automatically by using sentence scoring and decision tree , 2017, 2017 2nd International conferences on Information Technology, Information Systems and Electrical Engineering (ICITISEE).

[6]  Bhuvana Ramabhadran,et al.  Bag-of-word normalized n-gram models , 2008, INTERSPEECH.

[7]  Hari Widayanto,et al.  Indonesian Language Stemmer Algorithm Improvement By Rearrange Stemming Process Steps Sequence , 2017 .

[8]  Aris Tri Jaka Harjanta,et al.  Preprocessing Text untuk Meminimalisir Kata yang Tidak Berarti dalam Proses Text Mining , 2015 .

[9]  Yefim Dinitz,et al.  Hybrid Bellman-Ford-Dijkstra algorithm , 2017, J. Discrete Algorithms.

[10]  Zhou Yao,et al.  Research on the Construction and Filter Method of Stop-word List in Text Preprocessing , 2011, 2011 Fourth International Conference on Intelligent Computation Technology and Automation.

[11]  Elwood S. Buffa,et al.  Graph Theory with Applications , 1977 .

[12]  Afian Syafaadi Rizki,et al.  Comparison of stemming algorithms and its effect on Indonesian text processing , 2019, TELKOMNIKA (Telecommunication Computing Electronics and Control).

[13]  Masayu Leylia Khodra,et al.  SUMMARIZING INDONESIAN NEWS ARTICLES USING GRAPH CONVOLUTIONAL NETWORK , 2019, Journal of Information and Communication Technology.

[14]  Awais Ahmad,et al.  Abstractive Text Summarization based on Improved Semantic Graph Approach , 2018, International Journal of Parallel Programming.

[15]  K. Duraiswamy,et al.  An Approach for Text Summarization using Deep Learning Algorithm , 2014, J. Comput. Sci..

[16]  Mahmood Yousefi-Azar,et al.  Text summarization using unsupervised deep learning , 2017, Expert Syst. Appl..

[17]  Hanna M. Wallach,et al.  Topic modeling: beyond bag-of-words , 2006, ICML.

[18]  Paska Marto Hasugian Analisa Dan Implementasi Algoritma Bellman Ford Dalam Mnentukan Jalur Terpendek Pengantaran Barang Dalam Kota , 2015 .

[19]  Rully Pramudita,et al.  Algoritma Bellman-Ford Untuk Menentukan Jalur Tercepat Dalam Sistem Informasi Geografis , 2018, PIKSEL : Penelitian Ilmu Komputer Sistem Embedded and Logic.

[20]  Rolly Intan,et al.  Indonesian Automated Text Summarization , 2007 .

[21]  Martin F. Porter,et al.  An algorithm for suffix stripping , 1997, Program.

[22]  B. Raza,et al.  TEXT SUMMARIZATION EVALUATION BASED ON SENTENCE SCORING AND CLUSTERING , 2018 .

[23]  A. Goldberg,et al.  A heuristic improvement of the Bellman-Ford algorithm , 1993 .

[24]  Widodo Budiharto,et al.  Flexible affix classification for stemming Indonesian Language , 2016, 2016 13th International Conference on Electrical Engineering/Electronics, Computer, Telecommunications and Information Technology (ECTI-CON).

[25]  Chin-Yew Lin,et al.  ROUGE: A Package for Automatic Evaluation of Summaries , 2004, ACL 2004.

[26]  Hugh E. Williams,et al.  Stemming Indonesian: A confix-stripping approach , 2007, TALIP.

[27]  M Rofiq,et al.  PENENTUAN JALUR TERPENDEK MENUJU CAFE DI KOTA MALANG MENGGUNAKAN METODE BELLMAN-FORD DENGAN LOCATION BASED SERVICE BERBASIS ANDROID , 2014 .

[28]  Fenny Anggraini,et al.  PENERAPAN METODE ALGORITMA BELLMAN – FORD DALAM APLIKASI PENCARIAN LOKASI PERSEROAN TERBATAS DI PT. JAKARTA INDUSTRIAL ESTATE PULOGADUNG (PT. JIEP) , 2015 .

[29]  M A Ramdhani,et al.  An idea based on sequential pattern mining and deep learning for text summarization , 2019, Journal of Physics: Conference Series.