Working memory capacity: the role of parameters of spiking neural network model
- 作者: Kovaleva N.S.1, Matrosov V.V.1, Mishchenko M.A.1
-
隶属关系:
- Lobachevsky State University of Nizhny Novgorod
- 期: 卷 31, 编号 1 (2023)
- 页面: 86-102
- 栏目: Articles
- URL: https://journal-vniispk.ru/0869-6632/article/view/250941
- DOI: https://doi.org/10.18500/0869-6632-003022
- EDN: https://elibrary.ru/AKKIBM
- ID: 250941
如何引用文章
全文:
详细
作者简介
Natalya Kovaleva
Lobachevsky State University of Nizhny Novgorod603950 Nizhny Novgorod, Gagarin Avenue, 23
Valerij Matrosov
Lobachevsky State University of Nizhny Novgorod603950 Nizhny Novgorod, Gagarin Avenue, 23
Mikhail Mishchenko
Lobachevsky State University of Nizhny Novgorod603950 Nizhny Novgorod, Gagarin Avenue, 23
参考
- Baddeley A. Working memory // Science. 1992. Vol. 255, no. 5044. P. 556–559. DOI: 10.1126/ science.1736359.
- Baddeley A. Working memory: looking back and looking forward // Nat. Rev. Neurosci. 2003. Vol. 4, no. 10. P. 829–839. doi: 10.1038/nrn1201.
- Miller E. K., Erickson C. A., Desimone R. Neural mechanisms of visual working memory in prefrontal cortex of the macaque // J. Neurosci. 1996. Vol. 16, no. 16. P. 5154–5167. doi: 10.1523/JNEUROSCI.16-16-05154.1996.
- Fuster J. M., Alexander G. E. Neuron activity related to short-term memory // Science. 1971. Vol. 173, no. 3997. P. 652–654. doi: 10.1126/science.173.3997.652.
- Funahashi S., Bruce C. J., Goldman-Rakic P. S. Mnemonic coding of visual space in the monkey’s dorsolateral prefrontal cortex // J. Neurophysiol. 1989. Vol. 61, no. 2. P. 331–349. doi: 10.1152/jn.1989.61.2.331.
- Spaak E., Watanabe K., Funahashi S., Stokes M. G. Stable and dynamic coding for working memory in primate prefrontal cortex // J. Neurosci. 2017. Vol. 37, no. 27. P. 6503–6516. doi: 10.1523/JNEUROSCI.3364-16.2017.
- Barak O., Tsodyks M. Working models of working memory // Curr. Opin. Neurobiol. 2014. Vol. 25. P. 20–24. doi: 10.1016/j.conb.2013.10.008.
- Goldman-Rakic P. S. Cellular basis of working memory // Neuron. 1995. Vol. 14, no. 3. P. 477–485. doi: 10.1016/0896-6273(95)90304-6.
- Bray N. Working memory: Persistence is key // Nat. Rev. Neurosci. 2017. Vol. 18, no. 7. P. 385. doi: 10.1038/nrn.2017.70.
- Guo Z. V., Inagaki H. K., Daie K., Druckmann S., Gerfen C. R., Svoboda K. Maintenance of persistent activity in a frontal thalamocortical loop // Nature. 2017. Vol. 545, no. 7653. P. 181–186. doi: 10.1038/nature22324.
- Baddeley A. Working memory // Curr. Biol. 2010. Vol. 20, no. 4. P. R136–R140. DOI: 10.1016/ j.cub.2009.12.014.
- Diamond A. Executive functions // Annu. Rev. Psychol. 2013. Vol. 64. P. 135–168. DOI: 10.1146/ annurev-psych-113011-143750.
- Pasternak T., Greenlee M. W. Working memory in primate sensory systems // Nat. Rev. Neurosci. 2005. Vol. 6, no. 2. P. 97–107. doi: 10.1038/nrn1603.
- Afraimovich V., Gong X., Rabinovich M. Sequential memory: Binding dynamics // Chaos. 2015. Vol. 25, no. 10. P. 103118. doi: 10.1063/1.4932563.
- Kilpatrick Z. P. Synaptic mechanisms of interference in working memory // Sci. Rep. 2018. Vol. 8, no. 1. P. 7879. doi: 10.1038/s41598-018-25958-9.
- Nachstedt T. The Processing and Storage of Information in Neuronal Memory Systems Across Time Scales. Dissertation for the award of the degree «Doctor rerum naturalium». Gottingen: Georg-August-Universitat Gottingen, 2017. 149 p.
- Curtis C. E., D’Esposito M. Persistent activity in the prefrontal cortex during working memory // Trends Cogn. Sci. 2003. Vol. 7, no. 9. P. 415–423. doi: 10.1016/S1364-6613(03)00197-9.
- Riley M. R., Constantinidis C. Role of prefrontal persistent activity in working memory // Front. Syst. Neurosci. 2016. Vol. 9. P. 181. doi: 10.3389/fnsys.2015.00181.
- Bolkan S. S., Stujenske J. M., Parnaudeau S., Spellman T. J., Rauffenbart C., Abbas A. I., Harris A. Z., Gordon J. A., Kellendonk C. Thalamic projections sustain prefrontal activity during working memory maintenance // Nat. Neurosci. 2017. Vol. 20, no. 7. P. 987–996. doi: 10.1038/nn.4568.
- Constantinidis C., Funahashi S., Lee D., Murray J. D., Qi X.-L., Wang M., Arnsten A. F. T. Persistent spiking activity underlies working memory // J. Neurosci. 2018. Vol. 38, no. 32. P. 7020–7028. doi: 10.1523/JNEUROSCI.2486-17.2018.
- Rabinovich M., Huerta R., Laurent G. Transient dynamics for neural processing // Science. 2008. Vol. 321, no. 5885. P. 48–50. doi: 10.1126/science.1155564.
- Mongillo G., Barak O., Tsodyks M. Synaptic theory of working memory // Science. 2008. Vol. 319, no. 5869. P. 1543–1546. doi: 10.1126/science.1150769.
- Lundqvist M., Rose J., Herman P., Brincat S. L., Buschman T. J., Miller E. K. Gamma and beta bursts underlie working memory // Neuron. 2016. Vol. 90, no. 1. P. 152–164. DOI: 10.1016/ j.neuron.2016.02.028.
- Lisman J. E., Idiart M. A. P. Storage of 7 ± 2 short-term memories in oscillatory subcycles // Science. 1995. Vol. 267, no. 5203. P. 1512–1515. doi: 10.1126/science.7878473.
- Rolls E. T., Dempere-Marco L., Deco G. Holding multiple items in short term memory: A neural mechanism // PLOS ONE. 2013. Vol. 8, no. 4. P. e61078. doi: 10.1371/journal.pone.0061078.
- Dempere-Marco L., Melcher D. P., Deco G. Effective visual working memory capacity: An emergent effect from the neural dynamics in an attractor network // PLOS ONE. 2012. Vol. 7, no. 8. P. e42719. doi: 10.1371/journal.pone.0042719.
- Miller E. K., Lundqvist M., Bastos A. M. Working memory 2.0 // Neuron. 2018. Vol. 100, no. 2. P. 463–475. doi: 10.1016/j.neuron.2018.09.023.
- Lundqvist M., Herman P., Miller E. K. Working memory: Delay activity, yes! Persistent activity? Maybe not // J. Neurosci. 2018. Vol. 38, no. 32. P. 7013–7019. doi: 10.1523/JNEUROSCI.2485- 17.2018.
- Jun J. K., Miller P., Hernandez A., Zainos A., Lemus L., Brody C. D., Romo R. Heterogenous population coding of a short-term memory and decision task // J. Neurosci. 2010. Vol. 30, no. 3. P. 916–929. doi: 10.1523/JNEUROSCI.2062-09.2010.
- Hussar C. R., Pasternak T. Memory-guided sensory comparisons in the prefrontal cortex: Contribution of putative pyramidal cells and interneurons // J. Neurosci. 2012. Vol. 32, no. 8. P. 2747–2761. doi: 10.1523/JNEUROSCI.5135-11.2012.
- Rabinovich M. I., Simmons A. N., Varona P. Dynamical bridge between brain and mind // Trends Cogn. Sci. 2015. Vol. 19, no. 8. P. 453–461. doi: 10.1016/j.tics.2015.06.005.
- Wang Y., Markram H., Goodman P. H., Berger T. K., Ma J., Goldman-Rakic P. S. Heterogeneity in the pyramidal network of the medial prefrontal cortex // Nat. Neurosci. 2006. Vol. 9, no. 4. P. 534–542. doi: 10.1038/nn1670.
- Gordleeva S. Y., Tsybina Y. A., Krivonosov M. I., Ivanchenko M. V., Zaikin A. A., Kazantsev V. B., Gorban A. N. Modeling working memory in a spiking neuron network accompanied by astrocytes // Front. Cell. Neurosci. 2021. Vol. 15. P. 631485. doi: 10.3389/fncel.2021.631485.
- Miller G. A. The magical number seven, plus or minus two: Some limits on our capacity for processing information // Psychol. Rev. 1956. Vol. 63, no. 2. P. 81–97. doi: 10.1037/h0043158.
- Koyluoglu O. O., Pertzov Y., Manohar S., Husain M., Fiete I. R. Fundamental bound on the persistence and capacity of short-term memory stored as graded persistent activity // eLife. 2017. Vol. 6. P. e22225. doi: 10.7554/eLife.22225.
- Cowan N., Elliott E. M., Saults J. S., Morey C. C., Mattox S., Hismjatullina A., Conway A. R. A. On the capacity of attention: Its estimation and its role in working memory and cognitive aptitudes // Cogn. Psychol. 2005. Vol. 51, no. 1. P. 42–100. doi: 10.1016/j.cogpsych.2004.12.001.
- Conway A. R. A., Cowan N., Bunting M. F. The cocktail party phenomenon revisited: The importance of working memory capacity // Psychon. Bull. Rev. 2001. Vol. 8, no. 2. P. 331– 335. doi: 10.3758/BF03196169.
- Oberauer K. Access to information in working memory: Exploring the focus of attention // J. Exp. Psychol. Learn. Mem. Cogn. 2002. Vol. 28, no. 3. P. 411–421. doi: 10.1037/0278-7393.28.3.411.
- Cowan N. The magical mystery four: How is working memory capacity limited, and why? // Curr. Dir. Psychol. Sci. 2010. Vol. 19, no. 1. P. 51–57. doi: 10.1177/0963721409359277.
- Cowan N. The magical number 4 in short-term memory: A reconsideration of mental storage capacity // Behav. Brain Sci. 2001. Vol. 24, no. 1. P. 87–114. doi: 10.1017/S0140525X01003922.
- Frost A., Moussaoui S., Kaur J., Aziz S., Fukuda K., Niemeier M. Is the n-back task a measure of unstructured working memory capacity? Towards understanding its connection to other working memory tasks // Acta Psychol. 2021. Vol. 219. P. 103398. doi: 10.1016/j.actpsy.2021.103398.
- Mi Y., Katkov M., Tsodyks M. Synaptic correlates of working memory capacity // Neuron. 2017. Vol. 93, no. 2. P. 323–330. doi: 10.1016/j.neuron.2016.12.004.
- Hopfield J. J. Neural networks and physical systems with emergent collective computational abilities // Proc. Natl. Acad. Sci. U. S. A. 1982. Vol. 79, no. 8. P. 2554–2558. DOI: 10.1073/ pnas.79.8.2554.
- Song S., Sjostrom P. J., Reigl M., Nelson S., Chklovskii D. B. Highly nonrandom features of synaptic connectivity in local cortical circuits // PLOS Biol. 2005. Vol. 3, no. 3. P. e68. doi: 10.1371/journal.pbio.0030068.
- Дмитричев А. С., Касаткин Д. В., Клиньшов В. В., Кириллов С.Ю., Масленников О. В., Щапин Д. С., Некоркин В. И. Нелинейные динамические модели нейронов: обзор // Известия вузов. ПНД. 2018. Т. 26, № 4. С. 5–58. doi: 10.18500/0869-6632-2018-26-4-5-58.
- Tsodyks M. V., Markram H. The neural code between neocortical pyramidal neurons depends on neurotransmitter release probability // Proc. Natl. Acad. Sci. U. S. A. 1997. Vol. 94, no. 2. P. 719–723. doi: 10.1073/pnas.94.2.719.
- Luck S. J., Vogel E. K. The capacity of visual working memory for features and conjunctions // Nature. 1997. Vol. 390, no. 6657. P. 279–281. doi: 10.1038/36846.
- Potkin S. G., Turner J. A., Brown G. G., McCarthy G., Greve D. N., Glover G. H., Manoach D. S., Belger A., Diaz M., Wible C. G., Ford J. M., Mathalon D. H., Gollub R., Lauriello J., O’Leary D., van Erp T. G. M., Toga A. W., Preda A., Lim K. O., FBIRN. Working memory and DLPFC inefficiency in schizophrenia: The FBIRN study // Schizophr. Bull. 2009. Vol. 35, no. 1. P. 19–31. doi: 10.1093/schbul/sbn162.
- Godwin D., Ji A., Kandala S., Mamah D. Functional connectivity of cognitive brain networks in schizophrenia during a working memory task // Front. Psychiatry. 2017. Vol. 8. P. 294. doi: 10.3389/fpsyt.2017.00294.
补充文件
