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Volumn 72, Issue , 2017, Pages 67-76

A semi-supervised approach using label propagation to support citation screening

Author keywords

Active learning; Citation screening; Label propagation; Semi supervised learning; Text classification

Indexed keywords

ARTIFICIAL INTELLIGENCE; CLASSIFICATION (OF INFORMATION); EDUCATION; PUBLIC HEALTH; SUPERVISED LEARNING;

EID: 85021815622     PISSN: 15320464     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.jbi.2017.06.018     Document Type: Article
Times cited : (40)

References (43)
  • 1
    • 84887346660 scopus 로고    scopus 로고
    • Cochrane Handbook for Systematic Reviews of Interventions
    • John Wiley & Sons
    • Higgins, J.P., Green, S., Cochrane Handbook for Systematic Reviews of Interventions. 2011, John Wiley & Sons.
    • (2011)
    • Higgins, J.P.1    Green, S.2
  • 3
    • 18344389065 scopus 로고    scopus 로고
    • Systematic reviews need systematic searchers
    • McGowan, J., Sampson, M., Systematic reviews need systematic searchers. J. Med. Lib. Assoc. 93:1 (2005), 74–80.
    • (2005) J. Med. Lib. Assoc. , vol.93 , Issue.1 , pp. 74-80
    • McGowan, J.1    Sampson, M.2
  • 4
    • 0033581228 scopus 로고    scopus 로고
    • Estimating time to conduct a meta-analysis from number of citations retrieved
    • Allen, I.E., Olkin, I., Estimating time to conduct a meta-analysis from number of citations retrieved. JAMA 282:7 (1999), 634–635.
    • (1999) JAMA , vol.282 , Issue.7 , pp. 634-635
    • Allen, I.E.1    Olkin, I.2
  • 5
    • 84939189674 scopus 로고    scopus 로고
    • Using text mining for study identification in systematic reviews: a systematic review of current approaches
    • O'Mara-Eves, A., Thomas, J., McNaught, J., Miwa, M., Ananiadou, S., Using text mining for study identification in systematic reviews: a systematic review of current approaches. Syst. Rev., 4(1), 2015, 1.
    • (2015) Syst. Rev. , vol.4 , Issue.1 , pp. 1
    • O'Mara-Eves, A.1    Thomas, J.2    McNaught, J.3    Miwa, M.4    Ananiadou, S.5
  • 7
    • 84979688493 scopus 로고    scopus 로고
    • EPC Methods: An Exploration of the Use of Text-mining Software in Systematic Reviews
    • AHRQ Publication 16-EHC023-E, Agency for Healthcare Research and Quality
    • Paynter, R., Bañez, L.L., Erinoff, E., Matsuura, J., Potter, S., EPC Methods: An Exploration of the Use of Text-mining Software in Systematic Reviews. 2016, AHRQ Publication 16-EHC023-E, Agency for Healthcare Research and Quality.
    • (2016)
    • Paynter, R.1    Bañez, L.L.2    Erinoff, E.3    Matsuura, J.4    Potter, S.5
  • 8
    • 84908023692 scopus 로고    scopus 로고
    • Reducing systematic review workload through certainty-based screening
    • Miwa, M., Thomas, J., O'Mara-Eves, A., Ananiadou, S., Reducing systematic review workload through certainty-based screening. J. Biomed. Inform. 51 (2014), 242–253.
    • (2014) J. Biomed. Inform. , vol.51 , pp. 242-253
    • Miwa, M.1    Thomas, J.2    O'Mara-Eves, A.3    Ananiadou, S.4
  • 9
    • 84939256013 scopus 로고    scopus 로고
    • Optimised probabilistic active learning (OPAL)
    • Krempl, G., Kottke, D., Lemaire, V., Optimised probabilistic active learning (OPAL). Mach. Learn. 100:2–3 (2015), 449–476.
    • (2015) Mach. Learn. , vol.100 , Issue.2-3 , pp. 449-476
    • Krempl, G.1    Kottke, D.2    Lemaire, V.3
  • 10
    • 85021799525 scopus 로고    scopus 로고
    • Active Learning Literature Survey, Computer Sciences Technical Report 1648, University of Wisconsin–Madison
    • B. Settles, Active Learning Literature Survey, Computer Sciences Technical Report 1648, University of Wisconsin–Madison, 2009.
    • (2009)
    • Settles, B.1
  • 11
    • 0042868698 scopus 로고    scopus 로고
    • Support vector machine active learning with applications to text classification
    • Tong, S., Koller, D., Support vector machine active learning with applications to text classification. J. Mach. Learn. Res. 2 (2001), 45–66.
    • (2001) J. Mach. Learn. Res. , vol.2 , pp. 45-66
    • Tong, S.1    Koller, D.2
  • 13
    • 33644696493 scopus 로고    scopus 로고
    • Reducing workload in systematic review preparation using automated citation classification
    • Cohen, A.M., Hersh, W.R., Peterson, K., Yen, P.-Y., Reducing workload in systematic review preparation using automated citation classification. J. Am. Med. Inform. Assoc. 13:2 (2006), 206–219.
    • (2006) J. Am. Med. Inform. Assoc. , vol.13 , Issue.2 , pp. 206-219
    • Cohen, A.M.1    Hersh, W.R.2    Peterson, K.3    Yen, P.-Y.4
  • 14
    • 50649084677 scopus 로고    scopus 로고
    • Cluster kernels for semi-supervised learning
    • S. Becker S. Thrun K. Obermayer MIT Press
    • Chapelle, O., Weston, J., Schölkopf, B., Cluster kernels for semi-supervised learning. Becker, S., Thrun, S., Obermayer, K., (eds.) Advances in Neural Information Processing Systems, vol. 15, 2003, MIT Press, 601–608.
    • (2003) Advances in Neural Information Processing Systems , vol.15 , pp. 601-608
    • Chapelle, O.1    Weston, J.2    Schölkopf, B.3
  • 15
    • 85021838781 scopus 로고    scopus 로고
    • Learning from Labeled and Unlabeled Data with Label Propagation, Technical Report CMU-CALD-02-107, School of Computer Science, Carnegie Mellon University
    • X. Zhu, Z. Ghahramani, Learning from Labeled and Unlabeled Data with Label Propagation, Technical Report CMU-CALD-02-107, School of Computer Science, Carnegie Mellon University, 2002.
    • (2002)
    • Zhu, X.1    Ghahramani, Z.2
  • 17
    • 84863182737 scopus 로고    scopus 로고
    • Certainty-enhanced active learning for improving imbalanced data classification
    • J. Fu, S. Lee, Certainty-enhanced active learning for improving imbalanced data classification, in: Data Mining Workshops (ICDMW), 2011, pp. 405–412.
    • (2011) Data Mining Workshops (ICDMW) , pp. 405-412
    • Fu, J.1    Lee, S.2
  • 18
    • 77957859521 scopus 로고    scopus 로고
    • Seventy-five trials and eleven systematic reviews a day: how will we ever keep up?
    • Bastian, H., Glasziou, P., Chalmers, I., Seventy-five trials and eleven systematic reviews a day: how will we ever keep up?. PLoS Med., 7(9), 2010, e1000326.
    • (2010) PLoS Med. , vol.7 , Issue.9 , pp. e1000326
    • Bastian, H.1    Glasziou, P.2    Chalmers, I.3
  • 19
    • 77955347391 scopus 로고    scopus 로고
    • Time to update and quantitative changes in the results of Cochrane pregnancy and childbirth reviews
    • Jaidee, W., Moher, D., Laopaiboon, M., Time to update and quantitative changes in the results of Cochrane pregnancy and childbirth reviews. PLoS ONE, 5(7), 2010, e11553.
    • (2010) PLoS ONE , vol.5 , Issue.7 , pp. e11553
    • Jaidee, W.1    Moher, D.2    Laopaiboon, M.3
  • 20
    • 84872733948 scopus 로고    scopus 로고
    • The automation of systematic reviews
    • Tsafnat, G., Dunn, A., Glasziou, P., Coiera, E., The automation of systematic reviews. BMJ, 346, 2013, 1.
    • (2013) BMJ , vol.346 , pp. 1
    • Tsafnat, G.1    Dunn, A.2    Glasziou, P.3    Coiera, E.4
  • 21
    • 14544267859 scopus 로고    scopus 로고
    • Text categorization models for retrieval of high quality articles in internal medicine
    • Y. Aphinyanaphongs, C. Aliferis, Text categorization models for retrieval of high quality articles in internal medicine, in: AMIA Annual Symposium Proceedings, 2003, pp. 31–35.
    • (2003) AMIA Annual Symposium Proceedings , pp. 31-35
    • Aphinyanaphongs, Y.1    Aliferis, C.2
  • 22
    • 85021807951 scopus 로고    scopus 로고
    • McGraw Hill 45, Burr Ridge, IL
    • T.M. Mitchell, Machine Learning, McGraw Hill 45, Burr Ridge, IL, 1997.
    • (1997)
    • Mitchell, T.M.1    Learning, M.2
  • 23
    • 0033905095 scopus 로고    scopus 로고
    • Boostexter: a boosting-based system for text categorization
    • Schapire, R.E., Singer, Y., Boostexter: a boosting-based system for text categorization. Mach. Learn. 39:2–3 (2000), 135–168.
    • (2000) Mach. Learn. , vol.39 , Issue.2-3 , pp. 135-168
    • Schapire, R.E.1    Singer, Y.2
  • 24
    • 34249753618 scopus 로고
    • Support-vector networks
    • Cortes, C., Vapnik, V., Support-vector networks. Mach. Learn. 20:3 (1995), 273–297.
    • (1995) Mach. Learn. , vol.20 , Issue.3 , pp. 273-297
    • Cortes, C.1    Vapnik, V.2
  • 25
    • 0033281425 scopus 로고    scopus 로고
    • Large margin classification using the perceptron algorithm
    • Freund, Y., Schapire, R.E., Large margin classification using the perceptron algorithm. Mach. Learn. 37:3 (1999), 277–296.
    • (1999) Mach. Learn. , vol.37 , Issue.3 , pp. 277-296
    • Freund, Y.1    Schapire, R.E.2
  • 26
    • 77958155653 scopus 로고    scopus 로고
    • A new algorithm for reducing the workload of experts in performing systematic reviews
    • Matwin, S., Kouznetsov, A., Inkpen, D., Frunza, O., O'Blenis, P., A new algorithm for reducing the workload of experts in performing systematic reviews. J. Am. Med. Inform. Assoc. 17:4 (2010), 446–453.
    • (2010) J. Am. Med. Inform. Assoc. , vol.17 , Issue.4 , pp. 446-453
    • Matwin, S.1    Kouznetsov, A.2    Inkpen, D.3    Frunza, O.4    O'Blenis, P.5
  • 31
    • 84959362416 scopus 로고    scopus 로고
    • Pinpointing needles in giant haystacks: use of text mining to reduce impractical screening workload in extremely large scoping reviews
    • Shemilt, I., Simon, A., Hollands, G.J., Marteau, T.M., Ogilvie, D., O'Mara-Eves, A., Kelly, M.P., Thomas, J., Pinpointing needles in giant haystacks: use of text mining to reduce impractical screening workload in extremely large scoping reviews. Res. Synth. Methods 5:1 (2014), 31–49.
    • (2014) Res. Synth. Methods , vol.5 , Issue.1 , pp. 31-49
    • Shemilt, I.1    Simon, A.2    Hollands, G.J.3    Marteau, T.M.4    Ogilvie, D.5    O'Mara-Eves, A.6    Kelly, M.P.7    Thomas, J.8
  • 32
    • 84980351540 scopus 로고    scopus 로고
    • Advanced analytics for the automation of medical systematic reviews
    • Timsina, P., Liu, J., El-Gayar, O., Advanced analytics for the automation of medical systematic reviews. Inform. Syst. Front. 18:2 (2016), 237–252.
    • (2016) Inform. Syst. Front. , vol.18 , Issue.2 , pp. 237-252
    • Timsina, P.1    Liu, J.2    El-Gayar, O.3
  • 33
    • 84863777762 scopus 로고    scopus 로고
    • Screening nonrandomized studies for medical systematic reviews: a comparative study of classifiers
    • Bekhuis, T., Demner-Fushman, D., Screening nonrandomized studies for medical systematic reviews: a comparative study of classifiers. Artif. Intell. Med. 55:3 (2012), 197–207.
    • (2012) Artif. Intell. Med. , vol.55 , Issue.3 , pp. 197-207
    • Bekhuis, T.1    Demner-Fushman, D.2
  • 34
    • 85045778581 scopus 로고    scopus 로고
    • A comparative analysis of semi-supervised learning: the case of article selection for medical systematic reviews
    • Liu, J., Timsina, P., El-Gayar, O., A comparative analysis of semi-supervised learning: the case of article selection for medical systematic reviews. Inform. Syst. Front., 2016, 1–13.
    • (2016) Inform. Syst. Front. , pp. 1-13
    • Liu, J.1    Timsina, P.2    El-Gayar, O.3
  • 35
    • 84898958346 scopus 로고    scopus 로고
    • Semi-supervised support vector machines
    • M.J. Kearns S.A. Solla D.A. Cohn MIT Press
    • Bennett, K.P., Demiriz, A., Semi-supervised support vector machines. Kearns, M.J., Solla, S.A., Cohn, D.A., (eds.) Advances in Neural Information Processing Systems, vol. 11, 1999, MIT Press, 368–374.
    • (1999) Advances in Neural Information Processing Systems , vol.11 , pp. 368-374
    • Bennett, K.P.1    Demiriz, A.2
  • 39
    • 84974733372 scopus 로고    scopus 로고
    • Topic detection using paragraph vectors to support active learning in systematic reviews
    • Hashimoto, K., Kontonatsios, G., Miwa, M., Ananiadou, S., Topic detection using paragraph vectors to support active learning in systematic reviews. J. Biomed. Inform. 62 (2016), 59–65.
    • (2016) J. Biomed. Inform. , vol.62 , pp. 59-65
    • Hashimoto, K.1    Kontonatsios, G.2    Miwa, M.3    Ananiadou, S.4
  • 40
    • 84899013108 scopus 로고    scopus 로고
    • On spectral clustering: analysis and an algorithm
    • T. Dietterich S. Becker Z. Ghahramani
    • Ng, A.Y., Jordan, M.I., Weiss, Y., On spectral clustering: analysis and an algorithm. Dietterich, T., Becker, S., Ghahramani, Z., (eds.) Advance in Neural Information Processing Systems, vol. 14, 2002, 849–856.
    • (2002) Advance in Neural Information Processing Systems , vol.14 , pp. 849-856
    • Ng, A.Y.1    Jordan, M.I.2    Weiss, Y.3
  • 41
    • 0032097263 scopus 로고
    • Introduction to Statistical Pattern Recognition
    • Academic Press
    • Fukunaga, K., Introduction to Statistical Pattern Recognition. 1990, Academic Press.
    • (1990)
    • Fukunaga, K.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.