Mining statistically significant associations for exploratory analysis of human sleep data

IEEE Transactions on Information Technology in Biomedicine

Volumn 10, Issue 3, 2006, Pages 440-450

  Laxminarayan, Parameshvyas ^a   Alvarez, Sergio A ^b   Ruiz, Carolina ^c   Moonis, Majaz ^d  

^a iProspectcom   (United States)

^b BOSTON COLLEGE   (United States)

^c Worcester Polytechnic Institute   (United States)

^d UNIVERSITY OF MASSACHUSETTS MEDICAL SCHOOL   (United States)

Author keywords

Associations; Data mining; Medical diagnosis; Sleep; Statistics

Indexed keywords

BIOMEDICAL ENGINEERING; DIAGNOSIS; REGRESSION ANALYSIS; STATISTICS;

HUMAN SLEEP DATA; LOGISTIC REGRESSION; RULE MINING TECHNIGUE;

DATA MINING;

ALGORITHM; ARTICLE; ARTIFICIAL INTELLIGENCE; AUTOMATED PATTERN RECOGNITION; BIOLOGICAL MODEL; CLUSTER ANALYSIS; COMPUTER ASSISTED DIAGNOSIS; COMPUTER SIMULATION; FACTUAL DATABASE; HUMAN; INFORMATION RETRIEVAL; METHODOLOGY; PATHOPHYSIOLOGY; POLYSOMNOGRAPHY; REPRODUCIBILITY; SENSITIVITY AND SPECIFICITY; SLEEP; SLEEP DISORDER; STATISTICAL ANALYSIS; STATISTICAL MODEL; TIME;

ALGORITHMS; ARTIFICIAL INTELLIGENCE; CLUSTER ANALYSIS; COMPUTER SIMULATION; DATA INTERPRETATION, STATISTICAL; DATABASES, FACTUAL; DIAGNOSIS, COMPUTER-ASSISTED; HUMANS; INFORMATION STORAGE AND RETRIEVAL; MODELS, BIOLOGICAL; MODELS, STATISTICAL; PATTERN RECOGNITION, AUTOMATED; POLYSOMNOGRAPHY; REPRODUCIBILITY OF RESULTS; SENSITIVITY AND SPECIFICITY; SLEEP; SLEEP DISORDERS; TIME FACTORS;

EID: 33746891188     PISSN: 10897771     EISSN: None     Source Type: Journal    
DOI: 10.1109/TITB.2006.872065     Document Type: Article

References (24)

1. N. Butkov, Atlas of Clinical Polysomnography, vol. 2, Medford, OR: Synapse Media, 1996.
2. A. Rechtschaffen and A. Kales, A Manual of Standardized Terminology, Techniques and Scoring System for Sleep Stages of Human Subjects, U.S. Dept. Health, Education, and Welfare, NIH, Publ. 204, Washington, DC, 1968.
3. M. A. Carskadon and A. Rechtschaffen, "Monitoring and staging human sleep," in M. H. Kryger, T. Roth, and W. C. Dement, Principles and Practice of Sleep Medicine. 3rd, ed. Philadelphia, PA: Saunders, 2000.
4. D. Nettleton and L. Hernandez, "Questionnaire screening of sleep apnea cases using fuzzy knowledge representation and intelligent aggregation techniques," in Proc. Workshop: Intelligent Data Analysis in Medicine and Pharmacology, IDAMAP, Washington, DC, 1999, pp. 91-102.
5. I. Koprinska, G. Pfurtscheller, and D. Flotzinger, "Sleep classification in infants by decision tree-based neural networks," Artif. Intell. Med., vol. 8, no. 4, pp. 387-401, Aug. 1996.
6. A. Flexer, P. Sykacek, G. Dorffner, and I. Rezek, "Using hidden Markov models to build an automatic, continuous and probabilistic sleep stager," in Proc. Int. Joint Conf. Neural Networks (IJCNN), Como, Italy, 2000, vol. 3, p. 3627.
7. C. Ordonez, E. Omiecinski, L. de Braal, C. A. Santana, N. Ezquerra, J. A. Taboada, D. Cooke, E. Krawczynska, and E. V. Garcia, "Mining constrained association rules to predict heart disease," in Proc. IEEE Int. Conf. Data Mining (ICDM), San Jose, CA, 2001, pp. 433-440.
8. R. Agrawal and R. Srikant, "Fast algorithms for mining association rules," in Proc. 20th Int. Conf. Very Large Data Bases, Santiago de Chile, Chile, 1994, pp. 487-499.
9. C. Shoemaker and C. Ruiz, "Association rule mining algorithms for set-valued data," in Proc. 4th Int. Conf. Intelligent Data Eng. and Automated Learning (IDEAL2003), Lecture Notes in Computer Science, vol. 2690, Berlin, Germany: Springer-Verlag, Jun. 2003, pp. 669-676.
10. E. Frank and I. H. Witten, Data Mining: Practical Machine Learning Tools and Techniques, 2nd ed., San Mateo, CA: Morgan Kaufmann, 2005.
11. K. A. Pray and C. Ruiz, "Mining expressive temporal associations from complex data," in Proc. Int. Conf. Machine Learning and Data Mining MLDM'2005, Leipzig, Germany, Jul. 2005, pp. 384-394.
12. S. A. Alvarez, "Chi-Squared computation for association rules: Preliminary results," Comput. Sci. Dept., Boston College, Chestnut Hill, MA, Tech. Rep. BC-CS-2003-01, Jul. 2003.
13. B. Liu, W. Hsu, and Y. Ma, "Pruning and summarizing the discovered associations," in Proc. SIGKDD Int. Conf. Knowledge Discovery and Data Mining, (KDD-1999), San Diego, CA, 1999, pp. 125-134.
14. P.-N. Tan, V. Kumar, and J. Srivastava, "Selecting the right interestingness measure for association patterns," in Proc. 8th ACM SIGKDD Int. Conf. Knowledge Discovery and Data Mining (KDD-2002), Edmonton, AB, Canada, 2002, pp. 32-41.
15. S. D. Bay and M. J. Pazzani, "Detecting group differences: Mining contrast sets," Data Mining Knowl. Discov., vol. 5, no. 3, pp. 213-246, 2001.
16. Y. Benjamini and Y. Hochberg, "Controlling the false discovery rate: A practical and powerful approach to multiple testing," J. Roy. Stat. Soc. B, vol. 57, no. 1, pp. 289-300, 1995.
17. G. I. Webb, "Statistically sound exploratory rule discovery," 2005, submitted for publication.
18. P. McCullagh, "Regression models for ordinal data (with discussion," J. Roy. Stat. Soc. B, vol. 42, pp. 109-142, 1980.
19. A. W. Bowman, M. C. Jones, and I. Gijbels, "Testing monotonicity of regression," J. Comput. Graph. Stat., vol. 7, no. 4, pp. 489-500, 1998.
20. G. Smyth, StatBox 4.2: A Statistics Toolbox for MATLAB. [Online]. Available: http://www.statsci.org/matlab/statbox.html.
21. G. I. Webb and S. Zhang, "k-Optimal rule discovery," Data Mining Knowl. Discov., vol. 10, no. 1, pp. 39-79, 2005.
22. E. O. Bixler, A. N. Vgontzas, H.-M. Lin, S. L. Calhoun, A. Vela-Bueno, and A. Kales, "Excessive daytime sleepiness in a general population sample: The role of sleep apnea, age, obesity, diabetes, and depression," J. Clin. Endocrinol. Metab., vol. 90, no. 8, pp. 4510-4515, Aug. 2005.
23. R. Armitage, "Microarchitectural findings in sleep EEG in depression: Diagnostic implications," Biol. Psych., vol. 37, no. 2, pp. 72-84, 1995.
24. M. P. Liscombe, R. F. Hoffmann, M. H. Trivedi, M. K. Parker, A. J. Rush, and R. Armitage, "Quantitative EEG amplitude across REM sleep periods in depression: Preliminary report," J. Psych. Neurosci., vol. 27, no. 1, pp. 40-46, Jan. 2002.