Assessing statistical reliability of LiNGAM via multiscale bootstrap

Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics)

Volumn 6354 LNCS, Issue PART 3, 2010, Pages 309-314

  Komatsu, Yusuke ^a   Shimizu, Shohei ^a,b   Shimodaira, Hidetoshi ^a  

^a TOKYO INSTITUTE OF TECHNOLOGY   (Japan)

^b OSAKA UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL DATA; BOOTSTRAP METHOD; CAUSAL MODEL; CAUSAL RELATIONSHIPS; CONFIDENCE LEVELS; CONTINUOUS VARIABLES; HYPOTHESIS TESTING; MULTISCALES; NON-GAUSSIAN; P-VALUES; RANDOM SAMPLING; STATISTICAL RELIABILITY; STRUCTURAL EQUATION MODELS;

PROBABILITY DENSITY FUNCTION; SAMPLING; STATISTICAL TESTS;

NEURAL NETWORKS;

EID: 78049414523     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-15825-4_40     Document Type: Conference Paper

References (13)

1. Bollen, K. A.: Structural Equations with Latent Variables. Wiley, Chichester (1989)
2. Pearl, J.: Causality: Models, Reasoning, and Inference. Camb. Univ. Press, Cambridge (2000)
3. Spirtes, P., Glymour, C., Scheines, R.: Causation, Prediction, and Search. Springer, Heidelberg (1993); 2nd edn. MIT Press, Cambridge (2000)
4. Shimizu, S., Hoyer, P. O., Hyvärinen, A., Kerminen, A.: A linear non-gaussian acyclic model for causal discovery. J. Mach. Lear. Res. 7, 2003-2030 (2006)
5. Lehmann, E., Romano, J.: Testing Statistical Hypotheses. Springer, Heidelberg (2008)
6. Efron, B., Tibshirani, R.: An Introduction to the Bootstrap. Chapman and Hall, New York (1993)
7. Efron, B., Halloran, E., Holmes, S.: Bootstrap confidence levels for phylogenetic trees. Proc. Natl. Acad. Sci. USA, 13429-13434 (1996) (Pubitemid 126585356)
8. Hall, P.: The bootstrap and Edgeworth expansion. Springer, Heidelberg (1992)
9. Shimodaira, H.: An approximately unbiased test of phylogenetic tree selection. Systematic Biology 51, 492-508 (2002) (Pubitemid 35180700)
10. Shimodaira, H.: Testing regions with nonsmooth boundaries via multiscale bootstrap. J. Statistical Planning and Inference 138, 1227-1241 (2008)
11. Hyvärinen, A., Karhunen, J., Oja, E.: Independent component analysis. Wiley, New York (2001)
12. Felsenstein, J.: Confidence limits on phylogenies: an approach using the bootstrap. Evolution 39, 783-791 (1985)
13. Akaike, H.: A new look at the statistical model identification. IEEE Trans. Automat. Control 19(6), 716-723 (1974)