Language analytics for assessing brain health: Cognitive impairment, depression and pre-symptomatic Alzheimer's disease

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

Volumn 6334 LNAI, Issue , 2010, Pages 299-307

  Jarrold, William L ^a   Peintner, Bart ^b   Yeh, Eric ^b   Krasnow, Ruth ^b   Javitz, Harold S ^b   Swan, Gary E ^b  

^a UNIVERSITY OF CALIFORNIA   (United States)

^b SRI INTERNATIONAL   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ALZHEIMER'S DISEASE; BINARY CLASSIFICATION; CLASSIFICATION ACCURACY; CLASSIFICATION TASKS; CLINICAL DEPRESSION; COGNITIVE IMPAIRMENT; DATA SETS; INFORMATICS; SOCIAL COMPUTING; TEXT CLASSIFICATION; TRAINING DATA; WEB INTELLIGENCE; BRAIN INFORMATICS;

DISEASES; INFORMATION SCIENCE; PATTERN RECOGNITION; UBIQUITOUS COMPUTING; DATA MINING; TEXT PROCESSING;

TEXT PROCESSING; CLASSIFICATION (OF INFORMATION);

EID: 78249243070     PISSN: 03029743     EISSN: 16113349     Source Type: Book Series    
DOI: 10.1007/978-3-642-15314-3_28     Document Type: Conference Paper

References (19)

1. Peintner, B., Jarrold, W., Vergyri, D., Richey, C., Gorno Tempini, M., Ogar, J.: Learning Diagnostic Models Using Speech and Language Measures. In: 30th Annual International IEEE EMBS Conference, Vancouver, British Columbia, Canada, August 20-24 (2008)
2. Gottschalk, L.A., Bechtel, R.J., Maguire, G.A., Katz, M.L., Levinson, D.M., Harrington, D.E., et al.: Computer detection of cognitive impairment and associated neuropsychiatric dimensions from the content analysis of verbal samples. American Journal of Drug and Alcohol Abuse 28, 653-670 (2002)
3. Toutanova, K., Klein, D., Manning, C., Singer, Y.: Feature-rich part- of-speech tagging with a cyclic dependency network. In: Proceedings of HLT-NAACL, pp. 252-259 (2003)
4. Pennebaker, J.W., Francis, M.E., Booth, R.J.: Linguistic Inquiry and Word Count: LIWC 2001. Erlbaum Publishers, Mahwah (2001)
5. Brown, C., Snodgrass, T., Kemper, S.J., Herman, R., Covington, M.A.: Automatic measurement of propositional idea density from part-of-speech tagging. Behavior Research Methods 40(2), 540-545 (2008)
6. Snowdon, D.A., Kemper, S.J., Mortimer, J.A., Greiner, L.H., Wekstein, D.R., Mackesbery, W.R.: Linguistic ability in early life and cognitive function and Alzheimer's disease in late life: Finds from the Nun Study. Journal of the American Medical Association 275, 528-532 (1996)
7. Thomas, C., Keselj, V., Cercone, N., Rockwood, K., Asp, E.: Automatic detection and rating of dementia of Alzheimer type through lexical analysis of spontaneous speech. In: 2005 IEEE International Conference on Mechatronics and Automation, vol. 3, pp. 1569-1574 (2005)
8. Wilson, S.M., Henry, M.L., Besbris, M., Ogar, J.M., Dronkers, N.F., Jarrold, W., Miller, B.L., Gorno-Tempini, M.L.: Connected speech production in three variants of primary progressive aphasia. Brain, Advance Access published on June 11 (2010), doi: 10.1093/brain/awq129
9. Rosenman, R.H., et al.: A Predictive Study of Coronary Heart Disease: The Western Collaborative Groups Study. Journal of the American Medical Association 189, 15-22 (1964)
10. Eslinger, P.J., Damasio, A.R., Benton, A.L.: The Iowa Screening Battery for Mental Decline. Department of Neurology (Div of Behavioral Neurology), University of Iowa (1984)
11. Witten, I.H., Frank, E.: Data mining: Practical machine learning tools and techniques, 2nd edn. Morgan Kaufmann, San Francisco (2005)
12. Beck, A.T.: The Evolution of the Cognitive Model of Depression and Its Neurobiological Correlates. Am. J. Psychiatry 165, 969-977 (2008)
13. World Health Organization: The global burden of disease: 2004 update, Part 3, Disease incidence, prevalence and disability (2004)
14. Stirman, S.W., Pennebaker, J.W.: Word use in poetry of suicidal and non-suicidal poets. Psychosomatic Medicine 63, 517-522 (2001)
15. Rude, S.S., Gortner, E.M., Pennebaker, J.W.: Language use of depressed and depression-vulnerable college students. Cognition and Emotion 18, 112-133 (2004)
16. Mehl, M.R.: The lay assessment of sub-clinical depression in daily life. Psychological Assessment 18, 340-345 (2006)
17. Zhong, N., Liu, J., Yao, Y.: In Search of the Wisdom Web. Computer, 27-31 (November 2002)
18. Banko, M., Brill, E.: Scaling to Very Very Large Corpora for Natural Language Disambiguation. In: ACL 2001, pp.26-33 (2001)
19. Sun, R., Peterson, T.:Multi-agent reinforcement learning: weighting and partitioning. Neural Networks 12, 727-753 (1999)