Statistical inference on recall, precision and average precision under random selection

Proceedings - 2012 9th International Conference on Fuzzy Systems and Knowledge Discovery, FSKD 2012

Volumn , Issue , 2012, Pages 1348-1352

  Zhang, Peng ^a   Su, Wanhua ^b  

^a ZHEJIANG UNIVERSITY   (China)

^b MACEWAN UNIVERSITY   (Canada)

Author keywords

[No Author keywords available]

Indexed keywords

ASYMPTOTIC PROPERTIES; DETECTION METHODS; DETECTION PROBLEMS; PERFORMANCE MEASURE; RANDOM SELECTION; RANKING SYSTEM; STATISTICAL INFERENCE; STATISTICAL PROPERTIES;

FUZZY SYSTEMS;

STATISTICAL METHODS;

EID: 84872948881     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/FSKD.2012.6234049     Document Type: Conference Paper

References (10)

1. Bolton, R. J. and Hand, D. J. (2002), Statistical Fraud Detection: A Review, Statistical Science, 17, 235-255.
2. Fix, E. and Hodges, J. L. (1951), Discriminatory AnalysisNonparametric Discrimination: Consistency Properties, Report Number 4, Project Number 21-49-004, USAF School of Aviation Medicine, Randolph Field, Texas.
3. Cover, T. and Hart, P. (1967), Nearest Neighbor Pattern Classification, IEEE Transactions on Information Theory, IT-13, 21-27.
4. Cortes, C. and Vapnik, V. (1995), Support Vector Networks, Machine Learning, 20, 273-294.
5. Zhu, M., Su, W. and Chipman, H. A. (2006), LAGO: A Computationally Efficient Approach for Statistical Detection, Technometrics, 48, 193-205.
6. Michael Buckland and Fredric Gey (1994), The Relationship Between Recall and Precision, Journal of the American Society for Information Science, 45(1), 12-19.
7. Zhu, Mu. (2004), Recall, Precision and Average Precision, unpublished technical report, Department of Statistics and Actuarial Science, University of Waterloo.
8. Javed A. Aslam, Emine Yilmaz, and Virgiliu Pavlu (2005), A Geometric Interpretation of R-precision and Its Correlation with Average Precision, Proceedings of the 28th annual international ACM SIGIR conference on Research and Development in Information Retrieval, 573-574, Salvador, Brazil.
9. Alexander Yeh (2000), More Accurate Tests for the Statistical Significance of Result Differences, Proceedings of the 18th conference on Computational Linguistics, Volume 2, 947-953.
10. Cyril Goutte and Eric Gaussier (2005), A Probabilistic Interpretation of Precision, Recall and F-score, with Implication for Evaluation, Advances in Information Retrieval, 345-359, Springer.