Ekstraksi Kata Kunci Otomatis Teks Berbahasa Indonesia Menggunakan Metode TextRank
48
DAFTAR PUSTAKA
Anggraeni, Y.F. 2012. Implementasi Ekstraksi Frasa Kunci Untuk Dokumen Teks
Berbahasa Indonesia Menggunakan Metode Corephrase. Skripsi. Telkom
University.
Ali, N.G., & Omar, N. 2014. Arabic Keyphrase Extraction Using a Hybrid of
Statistical and Machine Learning Methods. International Conference on
Information Technology and Multimedia 8(4) : 281-286.
Agrawal, S., Sanyal, R., & Sanyal, S. 2014. Statistics and linguistic rules in
multiword extraction: a comparative analysis. International Journal of
Reasoning-based Intelligent Systems 6(1-2) : 59-70.
Attia, M., Tounsi, L., Pecina, P., van Genabith, J., & Toral, A. 2010. Automatic
extraction of Arabic multiword expressions.
Bhaskar, P., Nongmeikapam, K., & Bandyopadhyay, S. 2012. Keyphrase Extraction
in Scientific Articles: A Supervised Approach. Proceedings of COLING
(Demos), pp. 17-24.
Bohne, T. dan Borghoff, U. M., 2013, Data Fusion : Boosting Performance in
Keyword Extraction. 20th Annual IEEE Int. Conf. and Workshop on the
Enggineering of Computer Based System (ECBS), pp.166-173.
Dostal, M., & Jezek, K. 2011. Automatic Keyphrase Extraction based on NLP and
Statistical Methods. In DATESO, pp. 140-145.
D.Pawar, Dipti. et al. 2014. Text Rank : A Novel Concept for Extraction Based
Text Summarization. International Journal of Computer Science and
Information Technologies(IJCSIT) 5(3) : 3301-3304.
Al Farizi, S. 2015. Rekomendasi Tag Pada Berita Online Menggunakan Tf-Idf dan
Collaborative Tagging. Skripsi. Universitas Sumatera Utara.
Fudholi,D.R. 2014. Ekstraksi Kata Kunci Berdasar Frekuensi dan Lokasi Dengan
Perluasan N-Gram pada Dokumen Tunggal. Skripsi. Universitas Gadjah Mada.
Figueroa, G., & Chen, Y. S. 2014. Collaborative Ranking between Supervised and
Unsupervised Approaches for Keyphrase Extraction. ROCLING XXVI
(2014), pp. 110-124.
Guan, J. 2016. A Study of The Use of Keyword and Keyphrase Extraction Techniques
for Answering Biomedical Questions. Tesis. Macquarie University.
Universitas Sumatera Utara
49
Gunawan, D., Pasaribu, A., Rahmat, R. F., & Budiarto, R. 2017. Automatic Text
Summarization for Indonesian Language Using TextTeaser. IOP Conference
Series: Materials Science and Engineering Vol. 190, No. 1, p. 012048. IOP
Publishing.
Gunawan, D., Amalia, A., & Charisma, I. 2016. Automatic extraction of multiword
expression candidates for Indonesian language. Control System,Computing
and Engineering (ICCSCE), 2016 6th IEEE International Conference, pp.
304-309.
Huang, H., & Wang, H. 2010. Keyphrase Extraction Research Based on Structure of
Document. International Conference on Education Technology and
Computer (ICETC) 5 : 180 – 183.
Hanumanthappa, M., Swamy, M.N., & Jyothi, N.M. 2014. Automatic Keyword
Extraction from Dravidian Language. International Journal of Innovative
Science, Engineering & Technology 1(8) : 87-92.
Hadni, M., Lachkar, A., & Ouatik, S. A. 2014. Multi-word Term Extraction Based On
New Hybrid Approach for Arabic Language. Journal of Computer Science &
Information Technology, pp.109-120
Horita, K., Kimura, F., & Maeda, A. 2016. Automatic Keyword Extraction for
Wikification of East Asian Language Documents. International Journal of
Computer Theory and Engineering 8(1) : 32.
IO, A., Abimbola, R. O., Olaniran, A. T., Amoo, A. O., & Mabude, C. N. 2016.
Performance Evaluation of an Improved Model for Keyphrase Extraction in
Documents.
Hasan, K.S., Ng.V. 2014. Automatic Keyphrase Extraction : A Survey of the State of
the Art. In proceesings of the 52nd annual meeting of the association for
computional linguistics, pp.1262-1273
Liang, W., Huang, C., Li, M., & Lu, B. L. 2009. Extracting Keyphrases from
Chinese News Articles Using TextRank and Query Log Knowledge.
In PACLIC, pp. 733-740.
Lim, V.M.-H. , Wong, F.S. , & Lim, T.M. 2013. Automatic Keyphrase Extraction
Techniques : A Review. IEEE Symposium on Computers & Informatics, pp
196-200.
Li, G., & Wang, H. 2014. Improved Automatic Keyword Extraction Based on
TextRank Using Domain Knowledge. Natural Language Processing and
Chinese Computing, pp. 403-413.
Lu,Y., Li, R., Wen, K., Lu, Z. 2014. Automatic Keyword Extraction for Scientific
Literatures Using References. International Conference on Innovative Design
and Manufacturing, pp.78-81.
Universitas Sumatera Utara
50
Mihalcea, R., & Tarau, P. 2004. TextRank : Bringing order into texts. In
Proceedings of the Conference on Empirical Methods in Natural Language
Processing (EMNLP 2004), Barcelona, Spain.
Mack, C. (2012). How to write a good scientific paper: title, abstract, and
keywords. Journal of Micro-Nanolithography MEMS and MOEMS.
Miner, G., Delen, D., Elder, J., Fast, A., Hill, T., & Nisbet, R. 2012. Practical
Text Mining and Statistical Analysis for Non-Structured Text Data
Applications. Oxford: Elsevier.
Paukkeri, M.S., Honkela, T. 2010. Likey: Unsupervised language-independent
keyphrase extraction. Proceedings of the 5th International Workshop on
Semantic Evaluation,pp. 162–165. Association for Computational Linguistics.
Paymard, S.F., Mirabedini, S.J., & Haroonabadi, A. 2015. Keyphrase Extraction
from Persian Documents Using Neural Networks. International Journal of
Mathematics and Computer Sciences (IJMCS) 40 : 1263-1271.
Piao, S. S., Rayson, P., Archer, D., Wilson, A., & McEnery, T. 2003. Extracting
multiword expressions with a semantic tagger. Proceedings of
the
ACL
2003 workshop on Multiword expressions: analysis, acquisition and
treatment-Volume 18, pp. 49-56. Association for Computational Linguistics.
Sarkar, K. 2011. Automatic Keyphrase Extraction from Bengali Documents: A
Preliminary Study. International Conference on Emerging Application of
Information Technology, pp.125-128.
Siddiqi, S., & Sharan, A. 2015. Keyword and keyphrase extraction from single
Hindi document using statistical approach. IEEE Signal Processing and
Integrated Networks (SPIN), 2015 2nd International Conference, pp. 713-718.
IEEE.
Sari, D. P., & Purwarianti, A. 2014. Ekstraksi Kata Kunci Otomatis untuk Dokumen
Bahasa Indonesia Studi Kasus: Artikel Jurnal Ilmiah Koleksi PDII
LIPI. Jurnal Dokumentasi dan Informasi 35(2) : 139-147.
Saad, S., Salim, N., & Omar, N. 2008. Keyphrase Extraction for Islamic Knowledge
Ontology. IEEE International Symposium on Information Technology 2 : 16.
Sag, I.A., Baldwin, T., Bond, F., Copestake, A., & Flickinger, D. 2002. Multiword
expression: a pain in the neck for NLP. Proceedings of the 3rd
international conference on intelligent text processing and computational
linguistics(CICLing-2002), Vol.2276 of Lecture Notes in Computer Sciene,
pp.1-15.
Tala, F. Z. 2003. A study of stemming effects on information retrieval in Bahasa
Indonesia. Tesis. Institute for Logic, Language and Computation. Universiteti
van Amsterdam The Netherlands.
Universitas Sumatera Utara
51
Ulinnuha, N. 2013. Ekstraksi Kata Kunci Menggunakan M-RAKE pada Dokumen
Penelitian. Tesis. Institut Teknologi Sepuluh November Surabaya.
Vasquez-Sanchez, G.M. 2015. Automatically Identifying Short Keyphrases that
Characterise Long Texts. Tesis. University of Edinburgh.
Wen, Y., Yuan, H., & Zhang, P. 2016. Research on keyword extraction based on
Word2Vec weighted TextRank. Computer and Communications(ICCC), 2016
2nd IEEE International Conference, pp. 2109-2113. IEEE.
Wang, R., Liu, W., & Mcdonald, C. 2014. How preprocessing affects
unsupervised keyphrase extraction. International Conference on Intelligent
Text Processing and Computational Linguistics, pp. 163-176.
Wang, J.-B., Peng, H., & Hu, J.-S. 2005. Automatic Keyphrase Extraction From
Document Using Backpropagation. Proceedings of 4th International
Conference on Machine Learning and Cybernetics 6 : 3770-3774.
Wang, C., Zhang, M., Ru, L., & Ma, S. 2008. An Automatic Online News Topic
Keyphrase Extraction System. Proceedings of the 2008 IEEE/WI/ACM
International Conferene on Web Intelligence and Intelligent Agent
Technology-Volume 01, pp.214-219.
Wicaksono, A. F., & Purwarianti, A. 2010. HMM based part-of-speech
tagger for
Bahasa Indonesia. In Fourth International MALINDO Workshop, Jakarta.
Xu, J., Yu, J., & Wang, H. 2010. Automatic Extraction of Multiword Expressions
Combining Statistical and Similarity Approaches. Genetic and Evolutionary
Computing (ICGEC), 2010 Fourth International Conference, pp. 256-259.
IEEE.
Zhang, C. 2008. Automatic keyword extraction from documents using conditional
random fields. Journal of Computational Information Systems 4(3) : 11691180.
Zhu, Z., Li, M., Chen, L., Yang, Z., & Chen, S. 2013. Combination of
Unsupervised Keyphrase Extraction Algorithms. IEEE International
Conference on Asian Language Processing, pp. 33-36.
Universitas Sumatera Utara
DAFTAR PUSTAKA
Anggraeni, Y.F. 2012. Implementasi Ekstraksi Frasa Kunci Untuk Dokumen Teks
Berbahasa Indonesia Menggunakan Metode Corephrase. Skripsi. Telkom
University.
Ali, N.G., & Omar, N. 2014. Arabic Keyphrase Extraction Using a Hybrid of
Statistical and Machine Learning Methods. International Conference on
Information Technology and Multimedia 8(4) : 281-286.
Agrawal, S., Sanyal, R., & Sanyal, S. 2014. Statistics and linguistic rules in
multiword extraction: a comparative analysis. International Journal of
Reasoning-based Intelligent Systems 6(1-2) : 59-70.
Attia, M., Tounsi, L., Pecina, P., van Genabith, J., & Toral, A. 2010. Automatic
extraction of Arabic multiword expressions.
Bhaskar, P., Nongmeikapam, K., & Bandyopadhyay, S. 2012. Keyphrase Extraction
in Scientific Articles: A Supervised Approach. Proceedings of COLING
(Demos), pp. 17-24.
Bohne, T. dan Borghoff, U. M., 2013, Data Fusion : Boosting Performance in
Keyword Extraction. 20th Annual IEEE Int. Conf. and Workshop on the
Enggineering of Computer Based System (ECBS), pp.166-173.
Dostal, M., & Jezek, K. 2011. Automatic Keyphrase Extraction based on NLP and
Statistical Methods. In DATESO, pp. 140-145.
D.Pawar, Dipti. et al. 2014. Text Rank : A Novel Concept for Extraction Based
Text Summarization. International Journal of Computer Science and
Information Technologies(IJCSIT) 5(3) : 3301-3304.
Al Farizi, S. 2015. Rekomendasi Tag Pada Berita Online Menggunakan Tf-Idf dan
Collaborative Tagging. Skripsi. Universitas Sumatera Utara.
Fudholi,D.R. 2014. Ekstraksi Kata Kunci Berdasar Frekuensi dan Lokasi Dengan
Perluasan N-Gram pada Dokumen Tunggal. Skripsi. Universitas Gadjah Mada.
Figueroa, G., & Chen, Y. S. 2014. Collaborative Ranking between Supervised and
Unsupervised Approaches for Keyphrase Extraction. ROCLING XXVI
(2014), pp. 110-124.
Guan, J. 2016. A Study of The Use of Keyword and Keyphrase Extraction Techniques
for Answering Biomedical Questions. Tesis. Macquarie University.
Universitas Sumatera Utara
49
Gunawan, D., Pasaribu, A., Rahmat, R. F., & Budiarto, R. 2017. Automatic Text
Summarization for Indonesian Language Using TextTeaser. IOP Conference
Series: Materials Science and Engineering Vol. 190, No. 1, p. 012048. IOP
Publishing.
Gunawan, D., Amalia, A., & Charisma, I. 2016. Automatic extraction of multiword
expression candidates for Indonesian language. Control System,Computing
and Engineering (ICCSCE), 2016 6th IEEE International Conference, pp.
304-309.
Huang, H., & Wang, H. 2010. Keyphrase Extraction Research Based on Structure of
Document. International Conference on Education Technology and
Computer (ICETC) 5 : 180 – 183.
Hanumanthappa, M., Swamy, M.N., & Jyothi, N.M. 2014. Automatic Keyword
Extraction from Dravidian Language. International Journal of Innovative
Science, Engineering & Technology 1(8) : 87-92.
Hadni, M., Lachkar, A., & Ouatik, S. A. 2014. Multi-word Term Extraction Based On
New Hybrid Approach for Arabic Language. Journal of Computer Science &
Information Technology, pp.109-120
Horita, K., Kimura, F., & Maeda, A. 2016. Automatic Keyword Extraction for
Wikification of East Asian Language Documents. International Journal of
Computer Theory and Engineering 8(1) : 32.
IO, A., Abimbola, R. O., Olaniran, A. T., Amoo, A. O., & Mabude, C. N. 2016.
Performance Evaluation of an Improved Model for Keyphrase Extraction in
Documents.
Hasan, K.S., Ng.V. 2014. Automatic Keyphrase Extraction : A Survey of the State of
the Art. In proceesings of the 52nd annual meeting of the association for
computional linguistics, pp.1262-1273
Liang, W., Huang, C., Li, M., & Lu, B. L. 2009. Extracting Keyphrases from
Chinese News Articles Using TextRank and Query Log Knowledge.
In PACLIC, pp. 733-740.
Lim, V.M.-H. , Wong, F.S. , & Lim, T.M. 2013. Automatic Keyphrase Extraction
Techniques : A Review. IEEE Symposium on Computers & Informatics, pp
196-200.
Li, G., & Wang, H. 2014. Improved Automatic Keyword Extraction Based on
TextRank Using Domain Knowledge. Natural Language Processing and
Chinese Computing, pp. 403-413.
Lu,Y., Li, R., Wen, K., Lu, Z. 2014. Automatic Keyword Extraction for Scientific
Literatures Using References. International Conference on Innovative Design
and Manufacturing, pp.78-81.
Universitas Sumatera Utara
50
Mihalcea, R., & Tarau, P. 2004. TextRank : Bringing order into texts. In
Proceedings of the Conference on Empirical Methods in Natural Language
Processing (EMNLP 2004), Barcelona, Spain.
Mack, C. (2012). How to write a good scientific paper: title, abstract, and
keywords. Journal of Micro-Nanolithography MEMS and MOEMS.
Miner, G., Delen, D., Elder, J., Fast, A., Hill, T., & Nisbet, R. 2012. Practical
Text Mining and Statistical Analysis for Non-Structured Text Data
Applications. Oxford: Elsevier.
Paukkeri, M.S., Honkela, T. 2010. Likey: Unsupervised language-independent
keyphrase extraction. Proceedings of the 5th International Workshop on
Semantic Evaluation,pp. 162–165. Association for Computational Linguistics.
Paymard, S.F., Mirabedini, S.J., & Haroonabadi, A. 2015. Keyphrase Extraction
from Persian Documents Using Neural Networks. International Journal of
Mathematics and Computer Sciences (IJMCS) 40 : 1263-1271.
Piao, S. S., Rayson, P., Archer, D., Wilson, A., & McEnery, T. 2003. Extracting
multiword expressions with a semantic tagger. Proceedings of
the
ACL
2003 workshop on Multiword expressions: analysis, acquisition and
treatment-Volume 18, pp. 49-56. Association for Computational Linguistics.
Sarkar, K. 2011. Automatic Keyphrase Extraction from Bengali Documents: A
Preliminary Study. International Conference on Emerging Application of
Information Technology, pp.125-128.
Siddiqi, S., & Sharan, A. 2015. Keyword and keyphrase extraction from single
Hindi document using statistical approach. IEEE Signal Processing and
Integrated Networks (SPIN), 2015 2nd International Conference, pp. 713-718.
IEEE.
Sari, D. P., & Purwarianti, A. 2014. Ekstraksi Kata Kunci Otomatis untuk Dokumen
Bahasa Indonesia Studi Kasus: Artikel Jurnal Ilmiah Koleksi PDII
LIPI. Jurnal Dokumentasi dan Informasi 35(2) : 139-147.
Saad, S., Salim, N., & Omar, N. 2008. Keyphrase Extraction for Islamic Knowledge
Ontology. IEEE International Symposium on Information Technology 2 : 16.
Sag, I.A., Baldwin, T., Bond, F., Copestake, A., & Flickinger, D. 2002. Multiword
expression: a pain in the neck for NLP. Proceedings of the 3rd
international conference on intelligent text processing and computational
linguistics(CICLing-2002), Vol.2276 of Lecture Notes in Computer Sciene,
pp.1-15.
Tala, F. Z. 2003. A study of stemming effects on information retrieval in Bahasa
Indonesia. Tesis. Institute for Logic, Language and Computation. Universiteti
van Amsterdam The Netherlands.
Universitas Sumatera Utara
51
Ulinnuha, N. 2013. Ekstraksi Kata Kunci Menggunakan M-RAKE pada Dokumen
Penelitian. Tesis. Institut Teknologi Sepuluh November Surabaya.
Vasquez-Sanchez, G.M. 2015. Automatically Identifying Short Keyphrases that
Characterise Long Texts. Tesis. University of Edinburgh.
Wen, Y., Yuan, H., & Zhang, P. 2016. Research on keyword extraction based on
Word2Vec weighted TextRank. Computer and Communications(ICCC), 2016
2nd IEEE International Conference, pp. 2109-2113. IEEE.
Wang, R., Liu, W., & Mcdonald, C. 2014. How preprocessing affects
unsupervised keyphrase extraction. International Conference on Intelligent
Text Processing and Computational Linguistics, pp. 163-176.
Wang, J.-B., Peng, H., & Hu, J.-S. 2005. Automatic Keyphrase Extraction From
Document Using Backpropagation. Proceedings of 4th International
Conference on Machine Learning and Cybernetics 6 : 3770-3774.
Wang, C., Zhang, M., Ru, L., & Ma, S. 2008. An Automatic Online News Topic
Keyphrase Extraction System. Proceedings of the 2008 IEEE/WI/ACM
International Conferene on Web Intelligence and Intelligent Agent
Technology-Volume 01, pp.214-219.
Wicaksono, A. F., & Purwarianti, A. 2010. HMM based part-of-speech
tagger for
Bahasa Indonesia. In Fourth International MALINDO Workshop, Jakarta.
Xu, J., Yu, J., & Wang, H. 2010. Automatic Extraction of Multiword Expressions
Combining Statistical and Similarity Approaches. Genetic and Evolutionary
Computing (ICGEC), 2010 Fourth International Conference, pp. 256-259.
IEEE.
Zhang, C. 2008. Automatic keyword extraction from documents using conditional
random fields. Journal of Computational Information Systems 4(3) : 11691180.
Zhu, Z., Li, M., Chen, L., Yang, Z., & Chen, S. 2013. Combination of
Unsupervised Keyphrase Extraction Algorithms. IEEE International
Conference on Asian Language Processing, pp. 33-36.
Universitas Sumatera Utara