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hierarchical temporal memory

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https://www.readbyqxmd.com/read/29763743/affect-recognition-from-facial-movements-and-body-gestures-by-hierarchical-deep-spatio-temporal-features-and-fusion-strategy
#1
Bo Sun, Siming Cao, Jun He, Lejun Yu
Affect presentation is periodic and multi-modal, such as through facial movements, body gestures, and so on. Studies have shown that temporal selection and multi-modal combinations may benefit affect recognition. In this article, we therefore propose a spatio-temporal fusion model that extracts spatio-temporal hierarchical features based on select expressive components. In addition, a multi-modal hierarchical fusion strategy is presented. Our model learns the spatio-temporal hierarchical features from videos by a proposed deep network, which combines a convolutional neural networks (CNN), bilateral long short-term memory recurrent neural networks (BLSTM-RNN) with principal component analysis (PCA)...
December 7, 2017: Neural Networks: the Official Journal of the International Neural Network Society
https://www.readbyqxmd.com/read/29670286/pluripotency-factors-functionally-premark-cell-type-restricted-enhancers-in-es-cells
#2
Hong Sook Kim, Yuliang Tan, Wubin Ma, Daria Merkurjev, Eugin Destici, Qi Ma, Tom Suter, Kenneth Ohgi, Meyer Friedman, Dorota Skowronska-Krawczyk, Michael G Rosenfeld
Enhancers for embryonic stem (ES) cell-expressed genes and lineage-determining factors are characterized by conventional marks of enhancer activation in ES cells1-3 , but it remains unclear whether enhancers destined to regulate cell-type-restricted transcription units might also have distinct signatures in ES cells. Here we show that cell-type-restricted enhancers are 'premarked' and activated as transcription units by the binding of one or two ES cell transcription factors, although they do not exhibit traditional enhancer epigenetic marks in ES cells, thus uncovering the initial temporal origins of cell-type-restricted enhancers...
April 18, 2018: Nature
https://www.readbyqxmd.com/read/29449187/cortical-atrophy-patterns-in-early-parkinson-s-disease-patients-using-hierarchical-cluster-analysis
#3
Carme Uribe, Barbara Segura, Hugo Cesar Baggio, Alexandra Abos, Anna Isabel Garcia-Diaz, Anna Campabadal, Maria Jose Marti, Francesc Valldeoriola, Yaroslau Compta, Eduard Tolosa, Carme Junque
INTRODUCTION: Cortical brain atrophy detectable with MRI in non-demented advanced Parkinson's disease (PD) is well characterized, but its presence in early disease stages is still under debate. We aimed to investigate cortical atrophy patterns in a large sample of early untreated PD patients using a hypothesis-free data-driven approach. METHODS: Seventy-seven de novo PD patients and 50 controls from the Parkinson's Progression Marker Initiative database with T1-weighted images in a 3-tesla Siemens scanner were included in this study...
February 8, 2018: Parkinsonism & related Disorders
https://www.readbyqxmd.com/read/29436055/deep-recurrent-neural-network-reveals-a-hierarchy-of-process-memory-during-dynamic-natural-vision
#4
Junxing Shi, Haiguang Wen, Yizhen Zhang, Kuan Han, Zhongming Liu
The human visual cortex extracts both spatial and temporal visual features to support perception and guide behavior. Deep convolutional neural networks (CNNs) provide a computational framework to model cortical representation and organization for spatial visual processing, but unable to explain how the brain processes temporal information. To overcome this limitation, we extended a CNN by adding recurrent connections to different layers of the CNN to allow spatial representations to be remembered and accumulated over time...
May 2018: Human Brain Mapping
https://www.readbyqxmd.com/read/29376200/intrinsic-stimulus-driven-and-task-dependent-connectivity-in-human-auditory-cortex
#5
Suvi Häkkinen, Teemu Rinne
A hierarchical and modular organization is a central hypothesis in the current primate model of auditory cortex (AC) but lacks validation in humans. Here we investigated whether fMRI connectivity at rest and during active tasks is informative of the functional organization of human AC. Identical pitch-varying sounds were presented during a visual discrimination (i.e. no directed auditory attention), pitch discrimination, and two versions of pitch n-back memory tasks. Analysis based on fMRI connectivity at rest revealed a network structure consisting of six modules in supratemporal plane (STP), temporal lobe, and inferior parietal lobule (IPL) in both hemispheres...
January 29, 2018: Brain Structure & Function
https://www.readbyqxmd.com/read/29238299/the-htm-spatial-pooler-a-neocortical-algorithm-for-online-sparse-distributed-coding
#6
Yuwei Cui, Subutai Ahmad, Jeff Hawkins
Hierarchical temporal memory (HTM) provides a theoretical framework that models several key computational principles of the neocortex. In this paper, we analyze an important component of HTM, the HTM spatial pooler (SP). The SP models how neurons learn feedforward connections and form efficient representations of the input. It converts arbitrary binary input patterns into sparse distributed representations (SDRs) using a combination of competitive Hebbian learning rules and homeostatic excitability control...
2017: Frontiers in Computational Neuroscience
https://www.readbyqxmd.com/read/29182152/decoding-of-finger-trajectory-from-ecog-using-deep-learning
#7
Ziqian Xie, Odelia Schwartz, Abhishek Prasad
Conventional decoding pipeline for brain machine interfaces (BMIs) consists of chained different stages of feature extraction, time-frequency analysis and statistical learning models. Each of these stages uses a different algorithm trained in a sequential manner, which makes it difficult to make the whole system adaptive. The goal was to create an adaptive online system with a single objective function and a single learning algorithm so that the whole system can be trained in parallel to increase the decoding performance...
November 28, 2017: Journal of Neural Engineering
https://www.readbyqxmd.com/read/29067330/differential-medial-temporal-lobe-morphometric-predictors-of-item-and-relational-encoded-memories-in-healthy-individuals-and-in-individuals-with-mild-cognitive-impairment-and-alzheimer-s-disease
#8
Jesus J Gomar, J Daniel Ragland, Aziz M Uluğ, Amber Sousa, Edward D Huey, Concepcion Conejero-Goldberg, Peter Davies, Terry E Goldberg
INTRODUCTION: Episodic memory processes are supported by different subregions of the medial temporal lobe (MTL). In contrast to a unitary model of memory recognition supported solely by the hippocampus, a current model suggests that item encoding engages perirhinal cortex, whereas relational encoding engages parahippocampal cortex and the hippocampus. However, this model has not been examined in the context of aging, neurodegeneration, and MTL morphometrics. METHODS: Forty-four healthy subjects (HSs) and 18 cognitively impaired subjects (nine mild cognitive impairment [MCI] and nine Alzheimer's disease [AD] patients) were assessed with the relational and item-specific encoding task (RISE) and underwent 3T magnetic resonance imaging...
June 2017: Alzheimer's & Dementia: Translational Research & Clinical Interventions
https://www.readbyqxmd.com/read/28981593/a-new-modular-brain-organization-of-the-bold-signal-during-natural-vision
#9
DoHyun Kim, Kendrick Kay, Gordon L Shulman, Maurizio Corbetta
The resting blood oxygen level-dependent (BOLD) signal is synchronized in large-scale brain networks (resting-state networks, RSNs) defined by interregional temporal correlations (functional connectivity, FC). RSNs are thought to place strong constraints on task-evoked processing since they largely match the networks observed during task performance. However, this result may simply reflect the presence of spontaneous activity during both rest and task. Here, we examined the BOLD network structure of natural vision, as simulated by viewing of movies, using procedures that minimized the contribution of spontaneous activity...
July 13, 2017: Cerebral Cortex
https://www.readbyqxmd.com/read/28899757/segmentation-of-the-inferior-longitudinal-fasciculus-in-the-human-brain-a-white-matter-dissection-and-diffusion-tensor-tractography-study
#10
Francesco Latini, Johanna Mårtensson, Elna-Marie Larsson, Mats Fredrikson, Fredrik Åhs, Mats Hjortberg, Håkan Aldskogius, Mats Ryttlefors
The inferior longitudinal fascicle (ILF) is one of the major occipital-temporal association pathways. Several studies have mapped its hierarchical segmentation to specific functions. There is, however, no consensus regarding a detailed description of ILF fibre organisation. The aim of this study was to establish whether the ILF has a constant number of subcomponents. A secondary aim was to determine the quantitative diffusion proprieties of each subcomponent and assess their anatomical trajectories and connectivity patterns...
November 15, 2017: Brain Research
https://www.readbyqxmd.com/read/28832599/temporal-and-spatial-correlation-patterns-of-air-pollutants-in-chinese-cities
#11
Yue-Hua Dai, Wei-Xing Zhou
As a huge threat to the public health, China's air pollution has attracted extensive attention and continues to grow in tandem with the economy. Although the real-time air quality report can be utilized to update our knowledge on air quality, questions about how pollutants evolve across time and how pollutants are spatially correlated still remain a puzzle. In view of this point, we adopt the PMFG network method to analyze the six pollutants' hourly data in 350 Chinese cities in an attempt to find out how these pollutants are correlated temporally and spatially...
2017: PloS One
https://www.readbyqxmd.com/read/28774647/discrimination-of-a-medial-functional-module-within-the-temporal-lobe-using-an-effective-connectivity-model-a-ccep-study
#12
Julien Krieg, Laurent Koessler, Jacques Jonas, Sophie Colnat-Coulbois, Jean-Pierre Vignal, Christian G Bénar, Louis G Maillard
The temporal lobe is classically divided in two functional systems: the ventral visual pathway and the medial temporal memory system. However, their functional separation has been challenged by studies suggesting that the medial temporal lobe could be best understood as an extension of the hierarchically organized ventral visual pathway. Our purpose was to investigate (i) whether cerebral regions within the temporal lobe could be grouped into distinct functional assemblies, and (ii) which regions were central within these functional assemblies...
November 1, 2017: NeuroImage
https://www.readbyqxmd.com/read/28767373/mixed-neural-network-approach-for-temporal-sleep-stage-classification
#13
Hao Dong, Akara Supratak, Wei Pan, Chao Wu, Paul M Matthews, Yike Guo
This paper proposes a practical approach to addressing limitations posed by using of single-channel electroencephalography (EEG) for sleep stage classification. EEG-based characterizations of sleep stage progression contribute the diagnosis and monitoring of the many pathologies of sleep. Several prior reports explored ways of automating the analysis of sleep EEG and of reducing the complexity of the data needed for reliable discrimination of sleep stages at lower cost in the home. However, these reports have involved recordings from electrodes placed on the cranial vertex or occiput, which are both uncomfortable and difficult to position...
February 2018: IEEE Transactions on Neural Systems and Rehabilitation Engineering
https://www.readbyqxmd.com/read/28728021/memory-takes-time
#14
REVIEW
Nikolay Vadimovich Kukushkin, Thomas James Carew
Memory is an adaptation to particular temporal properties of past events, such as the frequency of occurrence of a stimulus or the coincidence of multiple stimuli. In neurons, this adaptation can be understood in terms of a hierarchical system of molecular and cellular time windows, which collectively retain information from the past. We propose that this system makes various timescales of past experience simultaneously available for future adjustment of behavior. More generally, we propose that the ability to detect and respond to temporally structured information underlies the nervous system's capacity to encode and store a memory at molecular, cellular, synaptic, and circuit levels...
July 19, 2017: Neuron
https://www.readbyqxmd.com/read/28641120/the-cognitive-bases-of-the-development-of-past-and-future-episodic-cognition-in-preschoolers
#15
Gülten Ünal, Annette Hohenberger
The aim of this study was to use a minimalist framework to examine the joint development of past and future episodic cognition and their underlying cognitive abilities in 3- to 5-year-old Turkish preschoolers. Participants engaged in two main tasks, a what-where-when (www) task to measure episodic memory and a future prediction task to measure episodic future thinking. Three additional tasks were used for predicting children's performance in the two main tasks: a temporal language task, an executive function task, and a spatial working memory task...
October 2017: Journal of Experimental Child Psychology
https://www.readbyqxmd.com/read/28602963/brain-activity-related-to-working-memory-for-temporal-order-and-object-information
#16
Brooke M Roberts, Laura A Libby, Marika C Inhoff, Charan Ranganath
Maintaining items in an appropriate sequence is important for many daily activities; however, remarkably little is known about the neural basis of human temporal working memory. Prior work suggests that the prefrontal cortex (PFC) and medial temporal lobe (MTL), including the hippocampus, play a role in representing information about temporal order. The involvement of these areas in successful temporal working memory, however, is less clear. Additionally, it is unknown whether regions in the PFC and MTL support temporal working memory across different timescales, or at coarse or fine levels of temporal detail...
June 8, 2017: Behavioural Brain Research
https://www.readbyqxmd.com/read/28505471/a-prospective-examination-of-risk-factors-in-the-development-of-intrusions-following-a-trauma-analog
#17
Adam J Ripley, Joshua D Clapp, J Gayle Beck
Several factors have been linked to the severity of posttraumatic distress, although retrospective designs in much of the literature limit conclusions regarding the temporal relation between risk factors and corresponding symptoms. To address these concerns, the current project employed an analog trauma paradigm to assess the impact of background characteristics, stress response, and post-stressor affect regulation on subjective distress and intrusive memories experienced during the subsequent processing of emotional stimuli...
July 2017: Behaviour Research and Therapy
https://www.readbyqxmd.com/read/28397076/neural-evidence-for-predictive-coding-in-auditory-cortex-during-speech-production
#18
Kayoko Okada, William Matchin, Gregory Hickok
Recent models of speech production suggest that motor commands generate forward predictions of the auditory consequences of those commands, that these forward predications can be used to monitor and correct speech output, and that this system is hierarchically organized (Hickok, Houde, & Rong, Neuron, 69(3), 407--422, 2011; Pickering & Garrod, Behavior and Brain Sciences, 36(4), 329--347, 2013). Recent psycholinguistic research has shown that internally generated speech (i.e., imagined speech) produces different types of errors than does overt speech (Oppenheim & Dell, Cognition, 106(1), 528--537, 2008; Oppenheim & Dell, Memory & Cognition, 38(8), 1147-1160, 2010)...
April 10, 2017: Psychonomic Bulletin & Review
https://www.readbyqxmd.com/read/28362614/htm-spatial-pooler-with-memristor-crossbar-circuits-for-sparse-biometric-recognition
#19
Alex Pappachen James, Irina Fedorova, Timur Ibrayev, Dhireesha Kudithipudi
Hierarchical Temporal Memory (HTM) is an online machine learning algorithm that emulates the neo-cortex. The development of a scalable on-chip HTM architecture is an open research area. The two core substructures of HTM are spatial pooler and temporal memory. In this work, we propose a new Spatial Pooler circuit design with parallel memristive crossbar arrays for the 2D columns. The proposed design was validated on two different benchmark datasets, face recognition, and speech recognition. The circuits are simulated and analyzed using a practical memristor device model and 0...
June 2017: IEEE Transactions on Biomedical Circuits and Systems
https://www.readbyqxmd.com/read/28195521/a-computational-model-of-perceptual-and-mnemonic-deficits-in-medial-temporal-lobe-amnesia
#20
Patrick S Sadil, Rosemary A Cowell
Damage to the medial temporal lobe (MTL) has long been known to impair declarative memory, and recent evidence suggests that it also impairs visual perception. A theory termed the representational-hierarchical account explains such impairments by assuming that MTL stores conjunctive representations of items and events, and that individuals with MTL damage must rely upon representations of simple visual features in posterior visual cortex, which are inadequate to support memory and perception under certain circumstances...
June 2017: Journal of Cognitive Neuroscience
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