Schizophrenia-Mimicking Layers Outperform Conventional Neural Network Layers

Mizutani, Ryuta; Noguchi, Senta; Saiga, Rino; Yamashita, Yuichi; Miyashita, Mitsuhiro; Arai, Makoto; Itokawa, Masanari

doi:10.3389/fnbot.2022.851471

Schizophrenia-Mimicking Layers Outperform Conventional Neural Network Layers

Journal Article · 28 February 2022 · Front. Neurobot.

DOI:https://doi.org/10.3389/fnbot.2022.851471· OSTI ID:1860385

Mizutani, Ryuta; Noguchi, Senta; Saiga, Rino; Yamashita, Yuichi; Miyashita, Mitsuhiro; Arai, Makoto; Itokawa, Masanari

Research Organization:: Advanced Photon Source (APS), Argonne National Laboratory (ANL), Argonne, IL (US)

Sponsoring Organization:: DOE - Office Of Science; DOE - BASIC ENERGY SCIENCES

OSTI ID:: 1860385

Journal Information:: Front. Neurobot., Journal Name: Front. Neurobot. Vol. 16

Country of Publication:: United States

Language:: ENGLISH

References (22)

Neocognitron: A self-organizing neural network model for a mechanism of pattern recognition unaffected by shift in position Fukushima, Kunihiko Biological Cybernetics, Vol. 36, Issue 4 https://doi.org/10.1007/BF00344251	journal	April 1980
Polygenic risk scores for schizophrenia and bipolar disorder predict creativity Power, Robert A.; Steinberg, Stacy; Bjornsdottir, Gyda Nature Neuroscience, Vol. 18, Issue 7 https://doi.org/10.1038/nn.4040	journal	June 2015
Neural Development, Cell-Cell Signaling, and the "Two-Hit" Hypothesis of Schizophrenia Maynard, T. M.; Sikich, L.; Lieberman, J. A. Schizophrenia Bulletin, Vol. 27, Issue 3 https://doi.org/10.1093/oxfordjournals.schbul.a006887	journal	January 2001
Cutting‐edge morphological studies of post‐mortem brains of patients with schizophrenia and potential applications of X‐ray nanotomography (nano‐CT) Itokawa, Masanari; Oshima, Kenichi; Arai, Makoto Psychiatry and Clinical Neurosciences, Vol. 74, Issue 3 https://doi.org/10.1111/pcn.12957	journal	December 2019
Low-Rank Compression of Neural Nets: Learning the Rank of Each Layer Idelbayev, Yerlan; Carreira-Perpinan, Miguel A. 2020 IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR42600.2020.00807	conference	June 2020
Deep Residual Learning for Image Recognition He, Kaiming; Zhang, Xiangyu; Ren, Shaoqing 2016 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR.2016.90	conference	June 2016
Group sparse regularization for deep neural networks Scardapane, Simone; Comminiello, Danilo; Hussain, Amir Neurocomputing, Vol. 241 https://doi.org/10.1016/j.neucom.2017.02.029	journal	June 2017
On Compressing Deep Models by Low Rank and Sparse Decomposition Yu, Xiyu; Liu, Tongliang; Wang, Xinchao 2017 IEEE Conference on Computer Vision and Pattern Recognition (CVPR) https://doi.org/10.1109/CVPR.2017.15	conference	July 2017
A review on neural network models of schizophrenia and autism spectrum disorder Lanillos, Pablo; Oliva, Daniel; Philippsen, Anja Neural Networks, Vol. 122 https://doi.org/10.1016/j.neunet.2019.10.014	journal	February 2020
What is schizophrenia: A neurodevelopmental or neurodegenerative disorder or a combination of both? A critical analysis Gupta, Swapnil; Kulhara, Parmanand Indian Journal of Psychiatry, Vol. 52, Issue 1 https://doi.org/10.4103/0019-5545.58891	journal	January 2010
Architectonic Mapping of the Human Brain beyond Brodmann Amunts, Katrin; Zilles, Karl Neuron, Vol. 88, Issue 6 https://doi.org/10.1016/j.neuron.2015.12.001	journal	December 2015
The Relationship Between Highest Mental Capacity and Psychic Abnormalities Juda, Adele American Journal of Psychiatry, Vol. 106, Issue 4 https://doi.org/10.1176/ajp.106.4.296	journal	October 1949
Receptive fields of single neurones in the cat's striate cortex Hubel, D. H.; Wiesel, T. N. The Journal of Physiology, Vol. 148, Issue 3 https://doi.org/10.1113/jphysiol.1959.sp006308	journal	October 1959
Synaptic Elimination, Neurodevelopment, and the Mechanism of Hallucinated “Voices” in Schizophrenia Hoffman, Ralph E.; McGlashan, Thomas H. American Journal of Psychiatry, Vol. 154, Issue 12 https://doi.org/10.1176/ajp.154.12.1683	journal	December 1997
The perceptron: A probabilistic model for information storage and organization in the brain. Rosenblatt, F. Psychological Review, Vol. 65, Issue 6 https://doi.org/10.1037/h0042519	journal	January 1958
Pyramidal neurons: dendritic structure and synaptic integration Spruston, Nelson Nature Reviews Neuroscience, Vol. 9, Issue 3 https://doi.org/10.1038/nrn2286	journal	March 2008
Creativity and positive symptoms in schizophrenia revisited: Structural connectivity analysis with diffusion tensor imaging Son, Shuraku; Kubota, Manabu; Miyata, Jun Schizophrenia Research, Vol. 164, Issue 1-3 https://doi.org/10.1016/j.schres.2015.03.009	journal	May 2015
Three-dimensional alteration of neurites in schizophrenia Mizutani, Ryuta; Saiga, Rino; Takeuchi, Akihisa Translational Psychiatry, Vol. 9, Issue 1 https://doi.org/10.1038/s41398-019-0427-4	journal	February 2019
Gradient-based learning applied to document recognition Lecun, Y.; Bottou, L.; Bengio, Y. Proceedings of the IEEE, Vol. 86, Issue 11 https://doi.org/10.1109/5.726791	journal	January 1998
Schizophrenia: a neurodevelopmental or neurodegenerative disorder? Allin, Matthew; Murray, Robin Current Opinion in Psychiatry, Vol. 15, Issue 1 https://doi.org/10.1097/00001504-200201000-00003	journal	January 2002
Structural diverseness of neurons between brain areas and between cases Mizutani, Ryuta; Saiga, Rino; Yamamoto, Yoshiro Translational Psychiatry, Vol. 11, Issue 1 https://doi.org/10.1038/s41398-020-01173-x	journal	January 2021
Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification He, Kaiming; Zhang, Xiangyu; Ren, Shaoqing 2015 IEEE International Conference on Computer Vision (ICCV) https://doi.org/10.1109/ICCV.2015.123	conference	December 2015

Similar Records

Chaotic behavior of a layered neural network

Journal Article · 1988 · Phys. Rev. A; (United States) · OSTI ID:6772773

Layer-Parallel Training of Deep Residual Neural Networks

Journal Article · 2020 · SIAM Journal on Mathematics of Data Science · OSTI ID:1618082

Reactivity surveillance in a nuclear reactor by using a layered artificial neural network

Journal Article · 1994 · Nuclear Science and Engineering; (United States) · OSTI ID:7108959

Schizophrenia-Mimicking Layers Outperform Conventional Neural Network Layers

Citation Formats

References (22)

Similar Records

Related Subjects