메뉴 건너뛰기




Volumn 13, Issue 4, 2006, Pages 446-455

A Comparison of Citation Metrics to Machine Learning Filters for the Identification of High Quality MEDLINE Documents

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; BIBLIOGRAPHIC DATABASE; CITATION METRICS; GOLD STANDARD; INTERMETHOD COMPARISON; MACHINE LEARNING FOCUSED FILTER PARADIGM; MEDICAL DOCUMENTATION; MEDICAL INFORMATION; MEDLINE; MODEL; PERFORMANCE; TECHNIQUE; VALIDATION PROCESS;

EID: 33745407892     PISSN: 10675027     EISSN: None     Source Type: Journal    
DOI: 10.1197/jamia.M2031     Document Type: Article
Times cited : (21)

References (41)
  • 3
    • 21544484067 scopus 로고    scopus 로고
    • Optimal Search Strategies for Detecting Clinically Sounds Prognostic Studies in EMBASE
    • Wilczynski N., and Haynes B. Optimal Search Strategies for Detecting Clinically Sounds Prognostic Studies in EMBASE. J Amer Med Inform Assoc 12 (2005) 481-485
    • (2005) J Amer Med Inform Assoc , vol.12 , pp. 481-485
    • Wilczynski, N.1    Haynes, B.2
  • 4
    • 36749001490 scopus 로고    scopus 로고
    • Duda S, Aliferis CF, Miller RA, Statnikov A, Johnson KB. Extracting Drug-Drug Interaction Articles from MEDLINE to Improve the Content of Drug Databases. In: AMIA Symposium; 2005; Washington, D.C.
  • 6
    • 84963032117 scopus 로고
    • Citation data. their use as quantitative indicators for science and technology evaluation and policy-making
    • Garfield E., and Welljams-Dorof A. Citation data. their use as quantitative indicators for science and technology evaluation and policy-making. Science and Public Policy 19 (1992) 321-327
    • (1992) Science and Public Policy , vol.19 , pp. 321-327
    • Garfield, E.1    Welljams-Dorof, A.2
  • 7
    • 33745332276 scopus 로고    scopus 로고
    • Page L, Brin S, Motwani R, Winograd T. PageRank Citation Ranking: Bringing Order to the Web. Technical Report 1998.
  • 9
    • 33745408993 scopus 로고    scopus 로고
    • Bernstam EV, Herskovic JR, Aphinyanaphongs Y, Aliferis CF, Sriram MG, Hersh WR. Using Citation Data to Improve Retrieval from MEDLINE. J Amer Med Inform Assoc. (e-pub ahead of print). October 14, 2005:doi: 10.1197/jamia.M1749.
  • 10
    • 4243887360 scopus 로고    scopus 로고
    • Purpose and Procedure
    • ACP Journal
    • ACP Journal. Purpose and Procedure. ACP Journal 131 (1999) A-15-A-16
    • (1999) ACP Journal , vol.131
  • 11
    • 33745337217 scopus 로고    scopus 로고
    • SSOAB. Available at: http://www.surgonc.org. Accessed December 5, 2005.
  • 12
    • 33745372615 scopus 로고    scopus 로고
    • Web Of Science. Available at: http://www.isinet.com/products/citation/wos. Accessed December 5, 2005.
  • 13
    • 33745428905 scopus 로고    scopus 로고
    • Journal Citation Reports. Available at: http://www.isinet.com/products/evaltools/jcr. Accessed December 5, 2005.
  • 15
    • 84948481845 scopus 로고
    • An algorithm for suffix stripping
    • Porter M. An algorithm for suffix stripping. Program 14 3 (1980) 130-137
    • (1980) Program , vol.14 , Issue.3 , pp. 130-137
    • Porter, M.1
  • 16
    • 33745352203 scopus 로고    scopus 로고
    • MEDLINE Stopwords. Available at: http://biolib.princeton.edu/instruct/MedSW.html. Accessed December 5, 2005.
  • 17
    • 0036161242 scopus 로고    scopus 로고
    • Text Categorization with Support Vector Machines. How to Represent Texts In Input Space?
    • Leopold E., and Kindermann J. Text Categorization with Support Vector Machines. How to Represent Texts In Input Space?. Machine Learning 46 (2002) 423-444
    • (2002) Machine Learning , vol.46 , pp. 423-444
    • Leopold, E.1    Kindermann, J.2
  • 20
    • 33745376392 scopus 로고    scopus 로고
    • LIBSVM: a library for support vector machines. Available at: http://www.csie.ntu.edu.tw/∼cjlin/libsvm. Accessed December 5, 2005.
  • 21
    • 33745389805 scopus 로고    scopus 로고
    • Dumais S, Platt J, Heckerman D, Sahami M. Inductive learning algorithms and representations for text categorization. In: Proceedings of ACM-CIKM98; 1998 November.
  • 22
    • 33745361005 scopus 로고    scopus 로고
    • Hsu C-W, Chang C, Lin C. A practical guide to support vector classification. Technical Report 2005. Available at: http://www. csie.ntu.edu.tw/∼cjlin/libsvm. Accessed December 5, 2005.
  • 24
    • 1542310201 scopus 로고    scopus 로고
    • Hierarchical Text Classification and Evaluation
    • Sun A., Lim E., and Ng W. Hierarchical Text Classification and Evaluation. ICDM (2001)
    • (2001) ICDM
    • Sun, A.1    Lim, E.2    Ng, W.3
  • 26
    • 33745356457 scopus 로고    scopus 로고
    • Fawcett T. ROC Graphs: Notes and Practical Considerations for Data Mining Researchers. Technical Report: HP Labs.; 2003. Report No.: HPL-2003-4.
  • 27
    • 0003562954 scopus 로고    scopus 로고
    • A Simple Generalisation of the Area Under the ROC Curve for Multiple Class Classification Problems
    • Hand D.J., and Till R.J. A Simple Generalisation of the Area Under the ROC Curve for Multiple Class Classification Problems. Machine Learning 45 (2001) 171-186
    • (2001) Machine Learning , vol.45 , pp. 171-186
    • Hand, D.J.1    Till, R.J.2
  • 32
    • 33745374080 scopus 로고    scopus 로고
    • Dudoit S, Van Der Laan MJ. Asymptotics of cross-validated risk estimation in model selection and performance assessment. Working Paper: U.C. Berkeley Division of Biostatistics; 2003 February 5. Report No.: 126.
  • 33
    • 14344265835 scopus 로고    scopus 로고
    • HITON. A Novel Markov Blanket Algorithm for Optimal Variable Selection
    • Washington DC
    • Aliferis C., Tsamardinos I., and Statnikov A. HITON. A Novel Markov Blanket Algorithm for Optimal Variable Selection. Proceedings AMIA Symposium (2003) Washington DC
    • (2003) Proceedings AMIA Symposium
    • Aliferis, C.1    Tsamardinos, I.2    Statnikov, A.3
  • 34
    • 3242756447 scopus 로고    scopus 로고
    • Towards principled feature selection. relevancy, filters, and wrappers
    • Tsamardinos I., and Aliferis C. Towards principled feature selection. relevancy, filters, and wrappers. AI and Statistics (2003)
    • (2003) AI and Statistics
    • Tsamardinos, I.1    Aliferis, C.2
  • 35
    • 85044701386 scopus 로고    scopus 로고
    • Learning Boolean Queries for Article Quality Filtering
    • San Francisco, CA
    • Aphinyanaphongs Y., and Aliferis C.F. Learning Boolean Queries for Article Quality Filtering. MEDINFO (2004) San Francisco, CA
    • (2004) MEDINFO
    • Aphinyanaphongs, Y.1    Aliferis, C.F.2
  • 36
    • 1642373967 scopus 로고    scopus 로고
    • Causal Explorer. A Causal Probabilistic Network Learning Toolkit for Biomedical Discovery
    • Aliferis C.F., Tsamardinos I., Statnikov A., and Brown L.E. Causal Explorer. A Causal Probabilistic Network Learning Toolkit for Biomedical Discovery. METMBS (2003) 371-376
    • (2003) METMBS , pp. 371-376
    • Aliferis, C.F.1    Tsamardinos, I.2    Statnikov, A.3    Brown, L.E.4
  • 37
    • 0036161259 scopus 로고    scopus 로고
    • Gene Selection for Cancer Classification using Support Vector Machines
    • Guyon I., Weston J., Barnhill S., and Vapnik V. Gene Selection for Cancer Classification using Support Vector Machines. Machine Learning 46 (2002) 389-422
    • (2002) Machine Learning , vol.46 , pp. 389-422
    • Guyon, I.1    Weston, J.2    Barnhill, S.3    Vapnik, V.4
  • 38
    • 0023710206 scopus 로고
    • Comparing the area under two or more correlated receiver operating characteristic curves. a nonparametric approach
    • Delong E., Delong D., and Clarke-Pearson D. Comparing the area under two or more correlated receiver operating characteristic curves. a nonparametric approach. Biometrics 44 (1988) 837-845
    • (1988) Biometrics , vol.44 , pp. 837-845
    • Delong, E.1    Delong, D.2    Clarke-Pearson, D.3
  • 39
    • 0000108214 scopus 로고
    • Garfield E. (Ed), National Bureau of Standards, Washington, DC
    • In: Garfield E. (Ed). Can citation indexing be automated? (1965), National Bureau of Standards, Washington, DC
    • (1965) Can citation indexing be automated?
  • 40
    • 33745410819 scopus 로고    scopus 로고
    • PubMed. Available at http://www.ncbi.nlm.nih.gov/PubMed. Accessed December 5, 2005.
  • 41
    • 6044247628 scopus 로고    scopus 로고
    • Evaluation of Methodological Search Filters-A review
    • Jenkins M. Evaluation of Methodological Search Filters-A review. Health Inf Lib J 21 (2004) 148-163
    • (2004) Health Inf Lib J , vol.21 , pp. 148-163
    • Jenkins, M.1


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.