A Preliminary Study of Knowledge Transfer in Multi-Classification Using Gene Expression Programming.

Abstract:

:Gene Expression Programming (GEP), a variant of Genetic Programming (GP), is a well established technique for automatic generation of computer programs. Due to the flexible representation, GEP has long been concerned as a classification algorithm for various applications. Whereas, GEP cannot be extended to multi-classification directly, and thus is only capable of treating an M-classification task as M separate binary classifications without considering the inter-relationship among classes. Consequently, GEP-based multi-classifier may suffer from output conflict of various class labels, and the underlying conflict can probably lead to the degraded performance in multi-classification. This paper employs evolutionary multitasking optimization paradigm in an existing GEP-based multi-classification framework, so as to alleviate the output conflict of each separate binary GEP classifier. Therefore, several knowledge transfer strategies are implemented to enable the interation among the population of each separate binary task. Experimental results on 10 high-dimensional datasets indicate that knowledge transfer among separate binary classifiers can enhance multi-classification performance within the same computational budget.

journal_name

Front Neurosci

authors

Wei T,Zhong J

doi

10.3389/fnins.2019.01396

subject

Has Abstract

pub_date

2020-01-17 00:00:00

pages

1396

eissn

1662-4548

issn

1662-453X

journal_volume

13

pub_type

杂志文章
  • Attention-deficit hyperactivity disorder (ADHD) stimulant medications as cognitive enhancers.

    abstract::Recent increases in attention deficit hyperactivity disorder (ADHD) diagnoses, and the escalation of stimulant prescriptions, has raised concern about diversion and abuse of stimulants, as well as the ethics of using these drugs as "cognitive enhancers."Such concern appears misplaced in the face of substantial evidenc...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2013.00082

    authors: Advokat C,Scheithauer M

    更新日期:2013-05-29 00:00:00

  • Why Some People Discount More than Others: Baseline Activation in the Dorsal PFC Mediates the Link between COMT Genotype and Impatient Choice.

    abstract::Individuals differ widely in how steeply they discount future rewards. The sources of these stable individual differences in delay discounting (DD) are largely unknown. One candidate is the COMT Val158Met polymorphism, known to modulate prefrontal dopamine levels and affect DD. To identify possible neural mechanisms b...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2012.00054

    authors: Gianotti LR,Figner B,Ebstein RP,Knoch D

    更新日期:2012-05-07 00:00:00

  • Long-Range GABAergic Connections Distributed throughout the Neocortex and their Possible Function.

    abstract::Features and functions of long-range GABAergic projection neurons in the developing cerebral cortex have been reported previously, although until now their significance in the adult cerebral cortex has remained uncertain. The septo-hippocampal circuit is one exception - in this system, long-range mature GABAergic proj...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2010.00202

    authors: Tamamaki N,Tomioka R

    更新日期:2010-12-08 00:00:00

  • Naringenin Ameliorates Drosophila ReepA Hereditary Spastic Paraplegia-Linked Phenotypes.

    abstract::Defects in the endoplasmic reticulum (ER) membrane shaping and interaction with other organelles seem to be a crucial mechanism underlying Hereditary Spastic Paraplegia (HSP) neurodegeneration. REEP1, a transmembrane protein belonging to TB2/HVA22 family, is implicated in SPG31, an autosomal dominant form of HSP, and ...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2019.01202

    authors: Napoli B,Gumeni S,Forgiarini A,Fantin M,De Filippis C,Panzeri E,Vantaggiato C,Orso G

    更新日期:2019-11-19 00:00:00

  • Characteristics of Kinematic Parameters in Decoding Intended Reaching Movements Using Electroencephalography (EEG).

    abstract::The utility of premovement electroencephalography (EEG) for decoding movement intention during a reaching task has been demonstrated. However, the kind of information the brain represents regarding the intended target during movement preparation remains unknown. In the present study, we investigated which movement par...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2019.01148

    authors: Kim H,Yoshimura N,Koike Y

    更新日期:2019-11-01 00:00:00

  • Phase-II Clinical Validation of a Powered Exoskeleton for the Treatment of Elbow Spasticity.

    abstract::Introduction: Spasticity is a typical motor disorder in patients affected by stroke. Typically post-stroke rehabilitation consists of repetition of mobilization exercises on impaired limbs, aimed to reduce muscle hypertonia and mitigate spastic reflexes. It is currently strongly debated if the treatment's effectivenes...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2017.00261

    authors: Crea S,Cempini M,Mazzoleni S,Carrozza MC,Posteraro F,Vitiello N

    更新日期:2017-05-12 00:00:00

  • ALFF and ReHo Mapping Reveals Different Functional Patterns in Early- and Late-Onset Parkinson's Disease.

    abstract::Heterogeneity between late-onset Parkinson's disease (LOPD) and early-onset Parkinson's disease (EOPD) is mainly reflected in the following aspects including genetics, disease progression, drug response, clinical manifestation, and neuropathological change. Although many studies have investigated these differences in ...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2020.00141

    authors: Yue Y,Jiang Y,Shen T,Pu J,Lai HY,Zhang B

    更新日期:2020-02-25 00:00:00

  • Subjecting Dams to Early Life Stress and Perinatal Fluoxetine Treatment Differentially Alters Social Behavior in Young and Adult Rat Offspring.

    abstract::Recently, the putative association between selective serotonin reuptake inhibitor (SSRI) exposure during pregnancy and the development of social disorders in children has gained increased attention. However, clinical studies struggle with the confounding effects of maternal depression typically co-occurring with antid...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2019.00229

    authors: Houwing DJ,Staal L,Swart JM,Ramsteijn AS,Wöhr M,de Boer SF,Olivier JDA

    更新日期:2019-03-12 00:00:00

  • Decoding Speech With Integrated Hybrid Signals Recorded From the Human Ventral Motor Cortex.

    abstract::Restoration of speech communication for locked-in patients by means of brain computer interfaces (BCIs) is currently an important area of active research. Among the neural signals obtained from intracranial recordings, single/multi-unit activity (SUA/MUA), local field potential (LFP), and electrocorticography (ECoG) a...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2018.00221

    authors: Ibayashi K,Kunii N,Matsuo T,Ishishita Y,Shimada S,Kawai K,Saito N

    更新日期:2018-04-05 00:00:00

  • Endovascular Treatment of Large or Giant Non-saccular Vertebrobasilar Aneurysms: Pipeline Embolization Devices Versus Conventional Stents.

    abstract:Background:Endovascular treatment of large or giant non-saccular vertebrobasilar aneurysms (VBAs) by conventional stents is difficult and has unsatisfactory outcomes. Object:This study was performed to retrospectively analyze the safety and efficacy of a flow diverter in treating large and giant non-saccular VBAs. Me...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2019.01253

    authors: Wang J,Jia L,Duan Z,Wang Z,Yang X,Zhang Y,Lv M

    更新日期:2019-11-28 00:00:00

  • Sub-millimeter T2 weighted fMRI at 7 T: comparison of 3D-GRASE and 2D SE-EPI.

    abstract::Functional magnetic resonance imaging (fMRI) allows studying human brain function non-invasively up to the spatial resolution of cortical columns and layers. Most fMRI acquisitions rely on the blood oxygenation level dependent (BOLD) contrast employing T(*) 2 weighted 2D multi-slice echo-planar imaging (EPI). At ultra...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2015.00163

    authors: Kemper VG,De Martino F,Vu AT,Poser BA,Feinberg DA,Goebel R,Yacoub E

    更新日期:2015-05-05 00:00:00

  • An Axiology of Information Security for Futuristic Neuroprostheses: Upholding Human Values in the Context of Technological Posthumanization.

    abstract::Previous works exploring the challenges of ensuring information security for neuroprosthetic devices and their users have typically built on the traditional InfoSec concept of the "CIA Triad" of confidentiality, integrity, and availability. However, we argue that the CIA Triad provides an increasingly inadequate found...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2017.00605

    authors: Gladden ME

    更新日期:2017-11-07 00:00:00

  • Synaptic Plasticity Dynamics for Deep Continuous Local Learning (DECOLLE).

    abstract::A growing body of work underlines striking similarities between biological neural networks and recurrent, binary neural networks. A relatively smaller body of work, however, addresses the similarities between learning dynamics employed in deep artificial neural networks and synaptic plasticity in spiking neural networ...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2020.00424

    authors: Kaiser J,Mostafa H,Neftci E

    更新日期:2020-05-12 00:00:00

  • The Molecular and Neuropathological Consequences of Genetic Risk for Alzheimer's Dementia.

    abstract::Alzheimer's dementia commonly impacts the health of older adults and lacks any preventative therapy. While Alzheimer's dementia risk has a substantial genetic component, the specific molecular mechanisms and neuropathologies triggered by most of the known genetic variants are unclear. Resultantly, they have shown limi...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2018.00699

    authors: Tasaki S,Gaiteri C,Mostafavi S,De Jager PL,Bennett DA

    更新日期:2018-10-08 00:00:00

  • Pyff - a pythonic framework for feedback applications and stimulus presentation in neuroscience.

    abstract::This paper introduces Pyff, the Pythonic feedback framework for feedback applications and stimulus presentation. Pyff provides a platform-independent framework that allows users to develop and run neuroscientific experiments in the programming language Python. Existing solutions have mostly been implemented in C++, wh...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2010.00179

    authors: Venthur B,Scholler S,Williamson J,Dähne S,Treder MS,Kramarek MT,Müller KR,Blankertz B

    更新日期:2010-12-02 00:00:00

  • Transcutaneous Vagus Nerve Stimulation (tVNS) and the Dynamics of Visual Bistable Perception.

    abstract::Transcutaneous vagus nerve stimulation (tVNS) is widely used for clinical applications, but its mechanism of action is poorly understood. One candidate pathway that might mediate the effects of tVNS is an increase in GABAergic neurotransmission. In this study, we investigated the effect of tVNS on visual bistable perc...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2019.00227

    authors: Keute M,Boehrer L,Ruhnau P,Heinze HJ,Zaehle T

    更新日期:2019-03-08 00:00:00

  • Integration of Descending Command Systems for the Generation of Context-Specific Locomotor Behaviors.

    abstract::Over the past decade there has been a renaissance in our understanding of spinal cord circuits; new technologies are beginning to provide key insights into descending circuits which project onto spinal cord central pattern generators. By integrating work from both the locomotor and animal behavioral fields, we can now...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章,评审

    doi:10.3389/fnins.2017.00581

    authors: Kim LH,Sharma S,Sharples SA,Mayr KA,Kwok CHT,Whelan PJ

    更新日期:2017-10-18 00:00:00

  • sPyNNaker: A Software Package for Running PyNN Simulations on SpiNNaker.

    abstract::This work presents sPyNNaker 4.0.0, the latest version of the software package for simulating PyNN-defined spiking neural networks (SNNs) on the SpiNNaker neuromorphic platform. Operations underpinning realtime SNN execution are presented, including an event-based operating system facilitating efficient time-driven ne...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2018.00816

    authors: Rhodes O,Bogdan PA,Brenninkmeijer C,Davidson S,Fellows D,Gait A,Lester DR,Mikaitis M,Plana LA,Rowley AGD,Stokes AB,Furber SB

    更新日期:2018-11-20 00:00:00

  • No Effects of Stimulating the Left Ventrolateral Prefrontal Cortex with tDCS on Verbal Working Memory Updating.

    abstract::The effects of transcranial direct current stimulation (tDCS) on dorsolateral prefrontal cortex functions, such as working memory (WM), have been examined in a number of studies. However, much less is known about the behavioral effects of tDCS over other important WM-related brain regions, such as the ventrolateral pr...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2017.00738

    authors: Lukasik KM,Lehtonen M,Salmi J,Meinzer M,Joutsa J,Laine M

    更新日期:2018-01-10 00:00:00

  • Progranulin Adsorbs to Polypropylene Tubes and Disrupts Functional Assays: Implications for Research, Biomarker Studies, and Therapeutics.

    abstract::Progranulin (PGRN) is a tightly regulated, secreted glycoprotein involved in a wide range of biological processes that is of tremendous interest to the scientific community due to its involvement in neoplastic, neurodevelopmental, and neurodegenerative diseases. In particular, progranulin haploinsufficiency leads to f...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2020.602235

    authors: Gururaj S,Sampognaro PJ,Argouarch AR,Kao AW

    更新日期:2020-12-14 00:00:00

  • Online tracking of the contents of conscious perception using real-time fMRI.

    abstract::Perception is an active process that interprets and structures the stimulus input based on assumptions about its possible causes. We use real-time functional magnetic resonance imaging (rtfMRI) to investigate a particularly powerful demonstration of dynamic object integration in which the same physical stimulus interm...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2014.00116

    authors: Reichert C,Fendrich R,Bernarding J,Tempelmann C,Hinrichs H,Rieger JW

    更新日期:2014-05-23 00:00:00

  • The Effect of Music Intervention on Attention in Children: Experimental Evidence.

    abstract::Although music has been utilized as a therapeutic tool for children with cognitive impairments, how it improves children's cognitive function remains poorly understood. As a first step toward understanding music's effectiveness and as a means of assessing cognitive function improvement, we focused on attention, which ...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2020.00757

    authors: Kasuya-Ueba Y,Zhao S,Toichi M

    更新日期:2020-07-24 00:00:00

  • Simultaneous Measurement of Neuronal Activity in the Pontine Micturition Center and Cystometry in Freely Moving Mice.

    abstract::Understanding the complex neural mechanisms controlling urinary bladder activity is an extremely important topic in both neuroscience and urology. Simultaneously recording of the bladder activity and neural activity in related brain regions will largely advance this field. However, such recording approach has long bee...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2019.00663

    authors: Yao J,Li Q,Li X,Qin H,Liang S,Liao X,Chen X,Li W,Yan J

    更新日期:2019-06-25 00:00:00

  • Specific Patterns of White Matter Alterations Help Distinguishing Alzheimer's and Vascular Dementia.

    abstract::Alzheimer disease (AD) and vascular dementia (VaD) together represent the majority of dementia cases. Since their neuropsychological profiles often overlap and white matter lesions are observed in elderly subjects including AD, differentiating between VaD and AD can be difficult. Characterization of these different fo...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2018.00274

    authors: Palesi F,De Rinaldis A,Vitali P,Castellazzi G,Casiraghi L,Germani G,Bernini S,Anzalone N,Ramusino MC,Denaro FM,Sinforiani E,Costa A,Magenes G,D'Angelo E,Gandini Wheeler-Kingshott CAM,Micieli G

    更新日期:2018-04-25 00:00:00

  • Molecular cloning, sequencing and tissue expression of vasotocin and isotocin precursor genes from Ostariophysian catfishes: phylogeny and evolutionary considerations in teleosts.

    abstract::Basic and neutral neurohypophyseal (NH) nonapeptides have evolved from vasotocin (VT) by a gene duplication at the base of the gnathostome lineage. In teleosts, VT and IT are the basic and neutral peptides, respectively. In the present study, VT and IT precursor genes of Heteropneustes fossilis and Clarias batrachus (...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2015.00166

    authors: Banerjee P,Chaube R,Joy KP

    更新日期:2015-05-15 00:00:00

  • Alzheimer's Disease and Type 2 Diabetes: A Critical Assessment of the Shared Pathological Traits.

    abstract::Alzheimer's disease (AD) and Type 2 Diabetes Mellitus (T2DM) are two of the most prevalent diseases in the elderly population worldwide. A growing body of epidemiological studies suggest that people with T2DM are at a higher risk of developing AD. Likewise, AD brains are less capable of glucose uptake from the surroun...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章,评审

    doi:10.3389/fnins.2018.00383

    authors: Chatterjee S,Mudher A

    更新日期:2018-06-08 00:00:00

  • Neuroscientific and neuroanthropological perspectives in music therapy research and practice with patients with disorders of consciousness.

    abstract::A growing understanding of music therapy with patients with disorders of consciousness (DOC) has developed from observing behavioral changes and using these to gain new ways of experiencing this research environment and setting. Neuroscience provides further insight into the effects of music therapy; however, various ...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2015.00273

    authors: Vogl J,Heine AM,Steinhoff N,Weiss K,Tucek G

    更新日期:2015-08-04 00:00:00

  • Combining rTMS With Intensive Language-Action Therapy in Chronic Aphasia: A Randomized Controlled Trial.

    abstract::Neuromodulation technologies, such as transcranial magnetic stimulation (TMS), are promising tools for neurorehabilitation, aphasia therapy included, but not yet in common clinical use. Combined with behavioral techniques, in particular treatment-efficient Intensive Language-Action Therapy (ILAT, previously CIAT or CI...

    journal_title:Frontiers in neuroscience

    pub_type:

    doi:10.3389/fnins.2018.01036

    authors: Heikkinen PH,Pulvermüller F,Mäkelä JP,Ilmoniemi RJ,Lioumis P,Kujala T,Manninen RL,Ahvenainen A,Klippi A

    更新日期:2019-02-04 00:00:00

  • Functional organization and adaptability of a decision-making network in aplysia.

    abstract::Whereas major insights into the neuronal basis of adaptive behavior have been gained from the study of automatic behaviors, including reflexive and rhythmic motor acts, the neural substrates for goal-directed behaviors in which decision-making about action selection and initiation are crucial, remain poorly understood...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章

    doi:10.3389/fnins.2012.00113

    authors: Nargeot R,Simmers J

    更新日期:2012-07-26 00:00:00

  • Does neuroinflammation turn on the flame in Alzheimer's disease? Focus on astrocytes.

    abstract::Data from animal models and Alzheimer's disease (AD) subjects provide clear evidence for an activation of inflammatory pathways during the pathogenetic course of such illness. Biochemical and neuropathological studies highlighted an important cause/effect relationship between inflammation and AD progression, revealing...

    journal_title:Frontiers in neuroscience

    pub_type: 杂志文章,评审

    doi:10.3389/fnins.2015.00259

    authors: Steardo L Jr,Bronzuoli MR,Iacomino A,Esposito G,Steardo L,Scuderi C

    更新日期:2015-07-29 00:00:00