메뉴 건너뛰기




Volumn 22, Issue 4, 2010, Pages 887-905

Adaptive design optimization: A mutual information-based approach to model discrimination in cognitive science

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; BAYES THEOREM; COGNITION; COMPUTER SIMULATION; HUMAN; METHODOLOGY; NONLINEAR SYSTEM; PERCEPTIVE DISCRIMINATION; PHYSIOLOGY; STATISTICAL MODEL; STATISTICS;

EID: 77953334192     PISSN: 08997667     EISSN: 1530888X     Source Type: Journal    
DOI: 10.1162/neco.2009.02-09-959     Document Type: Article
Times cited : (132)

References (52)
  • 1
    • 0000501656 scopus 로고
    • Information theory and an extension of the maximum likelihood principle
    • B. N. Petrov & F. Caski (Eds.) Budapest: Akademiai Kiado
    • Akaike, H. (1973). Information theory and an extension of the maximum likelihood principle. In B.N. Petrov & F. Caski (Eds.), Proceedings of the Second International Symposium on Information Theory (pp. 267-281). Budapest: Akademiai Kiado.
    • (1973) Proceedings of the Second International Symposium on Information Theory , pp. 267-281
    • Akaike, H.1
  • 2
    • 0141687261 scopus 로고    scopus 로고
    • An experimental design criterion for minimizing meta-model prediction errors applied to die casting process design
    • Allen, T., Yu, L., & Schmitz, J. (2003). An experimental design criterion for minimizing meta-model prediction errors applied to die casting process design. Applied Statistics, 52, 103-117.
    • (2003) Applied Statistics , vol.52 , pp. 103-117
    • Allen, T.1    Yu, L.2    Schmitz, J.3
  • 5
    • 85041935631 scopus 로고
    • The design of experiments for discriminating between two rival models
    • Atkinson, A., & Federov, V. (1975a). The design of experiments for discriminating between two rival models. Biometrika, 62(1), 57-70.
    • (1975) Biometrika , vol.62 , Issue.1 , pp. 57-70
    • Atkinson, A.1    Federov, V.2
  • 6
    • 0016706915 scopus 로고
    • Optimal design: Experiments for discriminating between several models
    • Atkinson, A., & Federov, V. (1975b). Optimal design: Experiments for discriminating between several models. Biometrika, 62(2), 289-303.
    • (1975) Biometrika , vol.62 , Issue.2 , pp. 289-303
    • Atkinson, A.1    Federov, V.2
  • 7
    • 77953348541 scopus 로고    scopus 로고
    • Experimental design and model selection: The example of exoplanet detection
    • P. Grünwald, P. Myllymäki, I. Tabus, M. Weinberger, & B. Yu (Eds.) Tampere: Tampere University Press
    • Balasubramanian, V., Larjo, K., & Seth, R. (2008). Experimental design and model selection: The example of exoplanet detection. In P. Gr ̈ unwald, P. Myllym̈aki, I. Tabus, M. Weinberger, & B. Yu (Eds.), Festschrift in Honor of Jorma Rissanen. Tampere: Tampere University Press.
    • (2008) Festschrift in Honor of Jorma Rissanen
    • Balasubramanian, V.1    Larjo, K.2    Seth, R.3
  • 8
    • 0000477772 scopus 로고    scopus 로고
    • Optimal design:Acomputer program to study the best possible spacing of design points for model discrimination
    • Bardsley, W., Wood, R., &Melikhova, E. (1996). Optimal design:Acomputer program to study the best possible spacing of design points for model discrimination. Computers and Chemistry, 20, 145-157.
    • (1996) Computers and Chemistry , vol.20 , pp. 145-157
    • Bardsley, W.1    Wood, R.2    Melikhova, E.3
  • 9
    • 0000626524 scopus 로고
    • Expected information as expected utility
    • Bernardo, J.M. (1979). Expected information as expected utility. Annals of Statistics, 7(3), 686-690.
    • (1979) Annals of Statistics , vol.7 , Issue.3 , pp. 686-690
    • Bernardo, J.M.1
  • 10
    • 0002928751 scopus 로고
    • Discrimination among mechanisticmodels
    • Box, G., & Hill, W. (1967). Discrimination among mechanisticmodels. Technometrics, 9, 57-71.
    • (1967) Technometrics , vol.9 , pp. 57-71
    • Box, G.1    Hill, W.2
  • 11
    • 0032184953 scopus 로고    scopus 로고
    • Mutual information, Fisher information, and population coding
    • Brunel, N., & Nadal, J.-P. (1998). Mutual information, Fisher information, and population coding. Neural Computation, 10, 1731-1757.
    • (1998) Neural Computation , vol.10 , pp. 1731-1757
    • Brunel, N.1    Nadal, J.P.2
  • 12
    • 84972528615 scopus 로고
    • Bayesian experimental design: A review
    • Chaloner, K., & Verdinelli, I. (1995). Bayesian experimental design: A review. Statistical Science, 10(3), 273-304.
    • (1995) Statistical Science , vol.10 , Issue.3 , pp. 273-304
    • Chaloner, K.1    Verdinelli, I.2
  • 14
    • 49749135478 scopus 로고    scopus 로고
    • Bayesian optimal design for phase II screening trials
    • Ding, M., Rosner, G., & M̈ uller, P. (2008). Bayesian optimal design for phase II screening trials. Biometrics, 64, 886-894.
    • (2008) Biometrics , vol.64 , pp. 886-894
    • Ding, M.1    Rosner, G.2    Müller, P.3
  • 16
    • 0030300534 scopus 로고    scopus 로고
    • Economical experiments: Bayesian efficient experimental design
    • El-Gamal, M., & Palfrey, T. (1996). Economical experiments: Bayesian efficient experimental design. International Journal of Game Theory, 25, 495-517.
    • (1996) International Journal of Game Theory , vol.25 , pp. 495-517
    • El-Gamal, M.1    Palfrey, T.2
  • 17
    • 34548696055 scopus 로고
    • Independent coordinates for strange attractors from mutual information
    • Fraser, M.A., &Swinney, H.L. (1986). Independent coordinates for strange attractors from mutual information. Physical Review A, 33(2), 1134-1140.
    • (1986) Physical Review A , vol.33 , Issue.2 , pp. 1134-1140
    • Fraser, M.A.1    Swinney, H.L.2
  • 19
    • 33749560322 scopus 로고    scopus 로고
    • A tutorial introduction to the minimum description length principle
    • P. Grünwald, I. J. Myung, & M. A. Pitt (Eds.) Cambridge, MA: MIT Press
    • Gr̈ unwald, P. (2005). A tutorial introduction to the minimum description length principle. In P. Gr̈ unwald, I.J. Myung, & M.A. Pitt (Eds.), Advances in minimum description length: Theory and applications. Cambridge, MA: MIT Press.
    • (2005) Advances in minimum description length: Theory and applications
    • Grünwald, P.1
  • 20
    • 0041333015 scopus 로고    scopus 로고
    • Bayesian optimal designs for phase I clinical trials
    • Haines, L., Perevozskaya, I., & Rosenberer, W. (2003). Bayesian optimal designs for phase I clinical trials. Biometrics, 59, 591-600.
    • (2003) Biometrics , vol.59 , pp. 591-600
    • Haines, L.1    Perevozskaya, I.2    Rosenberer, W.3
  • 21
  • 22
    • 0031326925 scopus 로고    scopus 로고
    • Mutual information, metric entropy and cumulative relative entropy risk
    • Haussler, D., & Opper, M. (1997). Mutual information, metric entropy and cumulative relative entropy risk. Annals of Statistics, 25, 2451-2492.
    • (1997) Annals of Statistics , vol.25 , pp. 2451-2492
    • Haussler, D.1    Opper, M.2
  • 24
    • 39649086094 scopus 로고    scopus 로고
    • Mutual information methods with particle filters for mobile sensor network control
    • Piscataway, NJ: IEEE Press
    • Hoffman, G., Waslander, S., & Tomlin, C. (2006). Mutual information methods with particle filters for mobile sensor network control. IEEE Conference on Decision and Control. Piscataway, NJ: IEEE Press.
    • (2006) IEEE Conference on Decision and Control.
    • Hoffman, G.1    Waslander, S.2    Tomlin, C.3
  • 27
    • 26444479778 scopus 로고
    • Optimization by simulated annealing
    • Kirkpatrick, S., Gelatt, C., &Vecchi, M. (1983). Optimization by simulated annealing. Science, 220, 671-680.
    • (1983) Science , vol.220 , pp. 671-680
    • Kirkpatrick, S.1    Gelatt, C.2    Vecchi, M.3
  • 29
    • 33646861010 scopus 로고    scopus 로고
    • Bayesian adaptive estimation: The next dimension
    • Kujala, J.V., &Lukka, T.J. (2006). Bayesian adaptive estimation: The next dimension. Journal of Mathematical Psychology, 50(4), 369-389.
    • (2006) Journal of Mathematical Psychology , vol.50 , Issue.4 , pp. 369-389
    • Kujala, J.V.1    Lukka, T.J.2
  • 31
    • 33746173010 scopus 로고    scopus 로고
    • Bayesian adaptive estimation of threshold versus contrast external noise functions: The quick tvc method
    • Lesmes, L., Jeon, S.-T., Lu, Z.-L., & Dosher, B. (2006). Bayesian adaptive estimation of threshold versus contrast external noise functions: The quick tvc method. Vision Research, 46, 3160-3176.
    • (2006) Vision Research , vol.46 , pp. 3160-3176
    • Lesmes, L.1    Jeon, S.T.2    Lu, Z.L.3    Dosher, B.4
  • 32
    • 63249126388 scopus 로고    scopus 로고
    • Sequential optimal design of neurophysiology experiments
    • Lewi, J., Butera, R., & Paninski, L. (2009). Sequential optimal design of neurophysiology experiments. Neural Computation, 21, 619-687.
    • (2009) Neural Computation , vol.21 , pp. 619-687
    • Lewi, J.1    Butera, R.2    Paninski, L.3
  • 33
    • 0001249987 scopus 로고
    • On a measure of the information provided by an experiment
    • Lindley, D.V. (1956). On a measure of the information provided by an experiment. Annals of Mathematical Statistics, 27(4), 986-1005.
    • (1956) Annals of Mathematical Statistics , vol.27 , Issue.4 , pp. 986-1005
    • Lindley, D.V.1
  • 35
    • 0037014273 scopus 로고    scopus 로고
    • Adaptive sampling by information maximization
    • Machens, C. (2002). Adaptive sampling by information maximization. Physical Review Letters, 88(22), 2281040.
    • (2002) Physical Review Letters , vol.88 , Issue.22 , pp. 2281040
    • Machens, C.1
  • 36
    • 23044462075 scopus 로고    scopus 로고
    • Testing the efficiency of sensory coding with optimal stimulus ensembles
    • Machens, C., Gollisch, T., Kolesnikova, O., & Herz, A. (2005). Testing the efficiency of sensory coding with optimal stimulus ensembles. Neuron, 47, 447-456.
    • (2005) Neuron , vol.47 , pp. 447-456
    • Machens, C.1    Gollisch, T.2    Kolesnikova, O.3    Herz, A.4
  • 37
    • 0000695404 scopus 로고
    • Information-based objective functions for active data selection
    • MacKay, D.J.C. (1992). Information-based objective functions for active data selection. Neural Computation, 4(4), 590-604.
    • (1992) Neural Computation , vol.4 , Issue.4 , pp. 590-604
    • MacKay, D.J.C.1
  • 40
    • 0345792472 scopus 로고    scopus 로고
    • The importance of complexity in model selection
    • Myung, I.J. (2000). The importance of complexity in model selection. Journal of Mathematical Psychology, 44(4), 190-204.
    • (2000) Journal of Mathematical Psychology , vol.44 , Issue.4 , pp. 190-204
    • Myung, I.J.1
  • 41
    • 67651052215 scopus 로고    scopus 로고
    • Optimal experimental design formodel discrimination
    • Myung, J.I., &Pitt, M. (2009).Optimal experimental design formodel discrimination. Psychological Review, 116, 499-518.
    • (2009) Psychological Review , vol.116 , pp. 499-518
    • Myung, J.I.1    Pitt, M.2
  • 42
    • 27944459371 scopus 로고    scopus 로고
    • Finding useful questions: On Bayesian diagnosticity, probability, impact, and information gain
    • Nelson, J. (2005). Finding useful questions: On Bayesian diagnosticity, probability, impact, and information gain. Psychological Review, 112(4), 979-999.
    • (2005) Psychological Review , vol.112 , Issue.4 , pp. 979-999
    • Nelson, J.1
  • 43
    • 0036728612 scopus 로고    scopus 로고
    • Exemplar and prototype models revisited: Response strategies, selective attention and stimulus generalization
    • Nosofsky, R., & Zaki, S. (2002). Exemplar and prototype models revisited: Response strategies, selective attention and stimulus generalization. Journal of Experimental Psychology, 28, 924-940.
    • (2002) Journal of Experimental Psychology , vol.28 , pp. 924-940
    • Nosofsky, R.1    Zaki, S.2
  • 44
    • 35348970362 scopus 로고    scopus 로고
    • Representational change and children's numerical estimation
    • Opfer, J., & Siegler, R. (2007). Representational change and children's numerical estimation. Cognitive Psychology, 55, 165-195.
    • (2007) Cognitive Psychology , vol.55 , pp. 165-195
    • Opfer, J.1    Siegler, R.2
  • 45
    • 0006885798 scopus 로고    scopus 로고
    • A Bayesian approach to online learning
    • D. Saad (Ed.) Cambridge: Cambridge University Press
    • Opper, M. (1999). A Bayesian approach to online learning. In D. Saad (Ed.), Online learning in neural networks (pp. 363-377). Cambridge: Cambridge University Press.
    • (1999) Online learning in neural networks , pp. 363-377
    • Opper, M.1
  • 46
    • 0041877169 scopus 로고    scopus 로고
    • Estimation of entropy and mutual information
    • Paninski, L. (2003). Estimation of entropy and mutual information. Neural Computation, 15, 1191-1253.
    • (2003) Neural Computation , vol.15 , pp. 1191-1253
    • Paninski, L.1
  • 47
    • 18744390761 scopus 로고    scopus 로고
    • Asymptotic theory of information-theoretic experimental design
    • Paninski, L. (2005). Asymptotic theory of information-theoretic experimental design. Neural Computation, 17, 1480-1507.
    • (2005) Neural Computation , vol.17 , pp. 1480-1507
    • Paninski, L.1
  • 49
    • 0346706306 scopus 로고    scopus 로고
    • One hundred years of forgetting: A quantitative description of retention
    • Rubin, D., & Wenzel, A. (1996). One hundred years of forgetting: A quantitative description of retention. Psychological Review, 103(4), 734-760.
    • (1996) Psychological Review , vol.103 , Issue.4 , pp. 734-760
    • Rubin, D.1    Wenzel, A.2
  • 50
    • 17044416469 scopus 로고    scopus 로고
    • Generalized Bienenstock-Cooper-Munro rule for spiking neurons that maximizes information transmission
    • Toyoizumi, T., Pfister, J.-P., Aihara, K., & Gerstner, W. (2005). Generalized Bienenstock-Cooper-Munro rule for spiking neurons that maximizes information transmission. Proceedings of the National Academy of Sciences, 102(14), 5239-5244.
    • (2005) Proceedings of the National Academy of Sciences , vol.102 , Issue.14 , pp. 5239-5244
    • Toyoizumi, T.1    Pfister, J.-P.2    Aihara, K.3    Gerstner, W.4
  • 51
    • 50949117247 scopus 로고    scopus 로고
    • In search of abstraction: The varying abstraction model of categorization
    • Vanpaemel, W., &Storms, G. (2008). In search of abstraction: The varying abstraction model of categorization. Psychonomic Bulletin and Review, 15, 732-749.
    • (2008) Psychonomic Bulletin and Review , vol.15 , pp. 732-749
    • Vanpaemel, W.1    Storms, G.2
  • 52
    • 84970105268 scopus 로고
    • On the form of forgetting
    • Wixted, J., & Ebbesen, E. (1991). On the form of forgetting. Psychological Science, 2(6), 409-415.
    • (1991) Psychological Science , vol.2 , Issue.6 , pp. 409-415
    • Wixted, J.1    Ebbesen, E.2


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.