Good-enough brain model: Challenges, algorithms and discoveries in multi-subject experiments

Proceedings of the ACM SIGKDD International Conference on Knowledge Discovery and Data Mining

Volumn , Issue , 2014, Pages 95-104

  Papalexakis, Evangelos E ^a   Fyshe, Alona ^a   Sidiropoulos, Nicholas D ^b   Talukdar, Partha Pratim ^a   Mitchell, Tom M ^a   Faloutsos, Christos ^a  

^a CARNEGIE MELLON UNIVERSITY   (United States)

^b UNIVERSITY OF MINNESOTA   (United States)

Author keywords

brain activity analysis; brain functional connectivity; control theory; neuroscience; system identification

Indexed keywords

EID: 84907025300     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1145/2623330.2623639     Document Type: Conference Paper

References (23)

1. J.R. Anderson. A spreading activation theory of memory. Journal of verbal learning and verbal behavior, 22(3):261-95, 1983.
2. Frederico AC Azevedo, Ludmila RB Carvalho, Lea T Grinberg, José Marcelo Farfel, Renata EL Ferretti, Renata EP Leite, Roberto Lent, Suzana Herculano-Houzel, et al. Equal numbers of neuronal and nonneuronal cells make the human brain an isometrically scaled-up primate brain. Journal of Comparative Neurology, 513(5):532-541, 2009.
3. Jeffrey R Binder and Rutvik H Desai. The neurobiology of semantic memory. Trends in cognitive sciences, 15(11):527-36, November 2011.
4. Allan M. Collins and Elizabeth F. Loftus. A spreading-activation theory of semantic processing. Psychological Review, 82(6):407-428, 1975.
5. Ian Davidson, Sean Gilpin, Owen Carmichael, and Peter Walker. Network discovery via constrained tensor analysis of fmri data. In ACM SIGKDD, pages 194-202. ACM, 2013.
6. Angela D Friederici, Karsten Steinhauer, and Stefan Frisch. Lexical integration: Sequential effects of syntactic and semantic information. Memory & Cognition, 27(3):438-453, 1999.
7. Alona Fyshe, Emily B Fox, David B Dunson, and Tom M Mitchell. Hierarchical latent dictionaries for models of brain activation. In AISTATS, pages 409-421, 2012.
8. Michael D Greicius, Ben Krasnow, Allan L Reiss, and Vinod Menon. Functional connectivity in the resting brain: a network analysis of the default mode hypothesis. PNAS, 100(1):253-258, 2003.
9. Gregory Hickok and David Poeppel. Dorsal and ventral streams: a framework for understanding aspects of the functional anatomy of language. Cognition, 92(1-2):67-99, 2004.
10. Lennart Ljung. System identification. Wiley Online Library, 1999.
11. Martin J Pickering and Holly P Branigan. The representation of verbs: Evidence from syntactic priming in language production. Journal of Memory and Language, 39(4):633-651, 1998.
12. Catharine H Rankin, Thomas Abrams, Robert J Barry, Seema Bhatnagar, David F Clayton, John Colombo, Gianluca Coppola, Mark A Geyer, David L Glanzman, Stephen Marsland, et al. Habituation revisited: an updated and revised description of the behavioral characteristics of habituation. Neurobiology of learning and memory, 92(2):135-138, 2009.
13. Vangelis Sakkalis. Review of advanced techniques for the estimation of brain connectivity measured with eeg/meg. Computers in biology and medicine, 41(12):1110-1117, 2011.
14. Ioannis D Schizas, Georgios B Giannakis, and Zhi-Quan Luo. Distributed estimation using reduced-dimensionality sensor observations. IEEE TSP, 55(8):4284-4299, 2007.
15. G. Sudre, D. Pomerleau, M. Palatucci, L. Wehbe, A. Fyshe, R. Salmelin, and T. Mitchell. Tracking neural coding of perceptual and semantic features of concrete nouns. NeuroImage, 2012.
16. Liang Sun, Rinkal Patel, Jun Liu, Kewei Chen, Teresa Wu, Jing Li, Eric Reiman, and Jieping Ye. Mining brain region connectivity for alzheimer's disease study via sparse inverse covariance estimation. In ACM SIGKDD, pages 1335-1344. ACM, 2009.
17. Richard F Thompson and William A Spencer. Habituation: a model phenomenon for the study of neuronal substrates of behavior. Psychological review, 73(1):16, 1966.
18. Dardo Tomasi and Nora D Volkow. Resting functional connectivity of language networks: characterization and reproducibility. Molecular psychiatry, 17(8):841-854, 2012.
19. Pedro A Valdés-Sosa, Jose M Sánchez-Bornot, Agustín Lage-Castellanos, Mayrim Vega-Hernández, Jorge Bosch-Bayard, Lester Melie-García, and Erick Canales-Rodríguez. Estimating brain functional connectivity with sparse multivariate autoregression. Philosophical Transactions of the Royal Society B: Biological Sciences, 360(1457):969-981, 2005.
20. Michel Verhaegen. Identification of the deterministic part of mimo state space models given in innovations form from input-output data. Automatica, 30(1):61-74, 1994.
21. Michel Verhaegen and Vincent Verdult. Filtering and system identification: a least squares approach. Cambridge university press, 2007.
22. Olivier Verscheure, Michail Vlachos, Aris Anagnostopoulos, Pascal Frossard, Eric Bouillet, and Philip S Yu. Finding "who is talking to whom" in voip networks via progressive stream clustering. In IEEE ICDM, pages 667-677. IEEE, 2006.
23. Robert W Williams and Karl Herrup. The control of neuron number. Annual review of neuroscience, 11(1):423-453, 1988.