Major publications

    1. Lehtimäki, L. Paunonen and M. -L. Linne, “Accelerating Neural ODEs Using Model Order Reduction,” in IEEE Transactions on Neural Networks and Learning Systems, DOI: 10.1109/TNNLS.2022.3175757 .
    2. Manninen, A. Saudargiene, M.-L. Linne. Astrocyte-mediated spike-timing-dependent long-term depression modulates synaptic properties in the developing cortex. PLoS Computational Biology 16(11): e1008360, 2020. .
    3. Teppola, J. Acimovic, and M.-L. Linne. Unique features of networks bursts emerge from the complex interplay of the excitatory and inhibitory receptors in rat cortical neocortical networks. Frontiers in Cellular Neuroscience 13:377, 2019. .
    4. Manninen, R. Havela, M.-L. Linne. Computational models for calcium-mediated astrocyte functions. Frontiers in Computational Neuroscience 12:14, 2018. .
    5. Aćimović, T. Mäki-Marttunen, and M.-L. Linne. The role of neuroanatomy in shaping network connectivity: Analysis of a two-level statistical model. Frontiers in Neuroanatomy 9:76, 2015. .


Updated list of publications:



  1. Eriksson, O, Bhalla, US, Blackwell, KT, Crook, SM, Keller, D, Kramer, A et al.. Combining hypothesis- and data-driven neuroscience modeling in FAIR workflows. Elife. 2022;11 :. doi: 10.7554/eLife.69013. PubMed PMID:35792600 PubMed Central PMC9259018.
  2. Lehtimaki, M, Paunonen, L, Linne, ML. Accelerating Neural ODEs Using Model Order Reduction. IEEE Trans Neural Netw Learn Syst. 2022;PP :. doi: 10.1109/TNNLS.2022.3175757. PubMed PMID:35617183 .
  3. Linne, ML, Aćimović, J, Saudargiene, A, Manninen, T. Neuron-Glia Interactions and Brain Circuits. Adv Exp Med Biol. 2022;1359 :87-103. doi: 10.1007/978-3-030-89439-9_4. PubMed PMID:35471536 .

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  1. Manninen, T, Saudargiene, A, Linne, ML. Astrocyte-mediated spike-timing-dependent long-term depression modulates synaptic properties in the developing cortex. PLoS Comput Biol. 2020;16 (11):e1008360. doi: 10.1371/journal.pcbi.1008360. PubMed PMID:33170856 PubMed Central PMC7654831.

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  1. Teppola, H, Aćimović, J, Linne, ML. Unique Features of Network Bursts Emerge From the Complex Interplay of Excitatory and Inhibitory Receptors in Rat Neocortical Networks. Front Cell Neurosci. 2019;13 :377. doi: 10.3389/fncel.2019.00377. PubMed PMID:31555093 PubMed Central PMC6742722.
  2. Mäki-Marttunen, T, Kaufmann, T, Elvsåshagen, T, Devor, A, Djurovic, S, Westlye, LT et al.. Biophysical Psychiatry-How Computational Neuroscience Can Help to Understand the Complex Mechanisms of Mental Disorders. Front Psychiatry. 2019;10 :534. doi: 10.3389/fpsyt.2019.00534. PubMed PMID:31440172 PubMed Central PMC6691488.

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