Sociālo mediju ziņojumu ietekme uz digitālo aktīvu cenu veidošanos: ekonometriskā analīze.

6533b831fe1ef96bd12988f6

RESEARCH PRODUCT

Sociālo mediju ziņojumu ietekme uz digitālo aktīvu cenu veidošanos: ekonometriskā analīze.

subject

VADER atbalsta vektoru regresija (SVR)Ekonomika lineārā regresija sociālo mediju sentiments neaizvietojamie tokeni (NFT)

description

Darba mērķis ir novērtēt Reddit platformas sentimentu, pirmkārt, noskaidrot vai tas statistiski nozīmīgi ietekmē digitālo aktīvu Decentraland, Tezos vai Chiliz vērtību. Otrkārt, noteikt vai sociālo mediju ietekme atšķiras šiem neaizvietojamajiem tokeniem un kriptovalūtai Ethereum. Pētījums veikts par 2021. gada Reddit platformā publicētajiem ziņojumiem. Tāpat analīzei tika lejuplādēti digitālo aktīvu Decentraland, Tezos, Chiliz un Ethereum monētu tirgus dienas dati no Yahoo! Finance tīmekļa vietnes, tādējādi iegūstot 361 gadījumu par katru no aktīviem. Ziņojumu polaritātes noteikšanai tika izmantots VADER klasifikators. Ar lineāras regresijas palīdzību tika novērtēts, vai pastāv attiecības starp digitālo aktīvu cenām un sentimentu. Ar vektoru autoregresijas palīdzību tika pārbaudīta Reddit sentimenta statistiski nozīmīgā ietekme uz neaizvietojamo tokenu cenām, savukārt izmantojot atbalsta vektoru regresiju tika novērtēta digitālo aktīvu dienas beigu cenu prognozētspēja. Darba novitāte ir saistīta ar to, ka iepriekš publicētajos pētījumos netika analizēta sentimenta ietekme uz neaizvietojamo tokenu cenām.

year	journal	country	edition	language
2022-01-01

https://dspace.lu.lv/dspace/handle/7/59143

PEPhysical Sciences and Engineering
- PE2Fundamental Constituents of Matter
  - PE2_1Theory of fundamental interactions
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  - PE2_4Experimental particle physics without accelerators
  - PE2_6Nuclear, hadron and heavy ion physics
  - PE2_8Gas and plasma physics
  - PE2_5Classical and quantum physics of gravitational interactions
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  - PE2_16Non-linear physics
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- PE1Mathematics
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  - PE11_1Engineering of biomaterials, biomimetic, bioinspired and bio-enabled materials
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  - PE11_7Engineering of metal oxides
  - PE11_8Engineering of alternative established or emergent materials
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LSLife Sciences
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  - LS1_11Chemical biology
  - LS1_12Protein design
  - LS1_13Early translational research and drug design
  - LS1_14Innovative methods and modelling in molecular, structural and synthetic biology
  - LS1_10Synthetic biology
  - LS1_8Structural biology
  - LS1_9Molecular mechanisms of signalling processes
  - LS1_7Molecular biophysics, biomechanics, bioenergetics
- LS2Integrative Biology: from Genes and Genomes to Systems
  - LS2_1Genetics
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  - LS2_4Gene regulation
  - LS2_5Genomics
  - LS2_6Metagenomics
  - LS2_7Transcriptomics
  - LS2_8Proteomics
  - LS2_9Metabolomics
  - LS2_10Glycomics/Lipidomics
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  - LS2_12Biostatistics
  - LS2_14Genetic diseases
  - LS2_16Innovative methods and modelling in integrative biology
  - LS2_13Systems biology
  - LS2_15Integrative biology for personalised medicine
- LS4Physiology in Health, Disease and Ageing
  - LS4_1Organ and tissue physiology and pathophysiology
  - LS4_4Endocrinology
  - LS4_3Physiology of ageing
  - LS4_2Comparative physiology
  - LS4_5Non-hormonal mechanisms of inter-organ and tissue communication
  - LS4_6Microbiome and host physiology
  - LS4_7Nutrition and exercise physiology
  - LS4_8Impact of stress (including environmental stress) on physiology
  - LS4_9Metabolism and metabolic disorders, including diabetes and obesity
  - LS4_10The cardiovascular system and cardiovascular diseases
  - LS4_11Haematopoiesis and blood diseases
  - LS4_12Cancer
  - LS4_13Other non-communicable diseases (except disorders of the nervous system and immunity-related diseases)
- LS3Cell Biology, Development, Stem Cells and Regeneration
  - LS3_4Cell junctions, cell adhesion, the extracellular matrix, cell communication
  - LS3_5Cell signalling and signal transduction, exosome biology
  - LS3_6Organelle biology and trafficking
  - LS3_7Mechanobiology of cells, tissues and organs
  - LS3_8Embryogenesis, pattern formation, morphogenesis
  - LS3_9Cell differentiation, formation of tissues and organs
  - LS3_10Developmental genetics
  - LS3_11Evolution of developmental strategies
  - LS3_12Organoids
  - LS3_3Cell behaviour, including control of cell shape, cell migration
  - LS3_13Stem cells
  - LS3_14Regeneration
  - LS3_15Development of cell-based therapeutic approaches for tissue regeneration
  - LS3_17Theoretical modelling in cellular, developmental and regenerative biology
  - LS3_16Functional imaging of cells and tissues
  - LS3_1Cell cycle, cell division and growth
  - LS3_2Cell senescence, cell death, autophagy, cell ageing
- LS5Neuroscience and Disorders of the Nervous System
  - LS5_1Neuronal cells
  - LS5_3Neural development and related disorders
  - LS5_5Neural networks and plasticity
  - LS5_10Ageing of the nervous system
  - LS5_11Neurological and neurodegenerative disorders
  - LS5_12Mental disorders
  - LS5_7Sensory systems, sensation and perception, including pain
  - LS5_13Nervous system injuries and trauma, stroke
  - LS5_14Repair and regeneration of the nervous system
  - LS5_15Neuroimmunology, neuroinflammation
  - LS5_16Systems and computational neuroscience (e.g. modelling, simulation, brain oscillations, connectomics)
  - LS5_18Innovative methods and tools for neuroscience
  - LS5_17Imaging in neuroscience
  - LS5_9Neural basis of cognition (e.g. learning, memory, attention, emotions, speech)
  - LS5_6Neurovascular biology and blood-brain barrier
  - LS5_8Neural basis of behaviour (e.g. sleep, consciousness, addiction)
  - LS5_4Neural stem cells
  - LS5_2Glial cells and neuronal-glial communication
- LS6Immunity, Infection and Immunotherapy
  - LS6_1Innate immunity
  - LS6_2Adaptive immunity
  - LS6_3Regulation of the immune response
  - LS6_4Immune-related diseases
  - LS6_5Biology of pathogens (e.g. bacteria, viruses, parasites, fungi)
  - LS6_7Mechanisms of infection
  - LS6_6Infectious diseases
  - LS6_8Biological basis of prevention and treatment of infection
  - LS6_9Antimicrobials, antimicrobial resistance
  - LS6_10Vaccine development
  - LS6_11Innovative immunological tools and approaches, including therapies
- LS7Prevention, Diagnosis and Treatment of Human Diseases
  - LS7_2Medical technologies and tools (including genetic tools and biomarkers) for prevention, diagnosis, monitoring and treatment of diseases
  - LS7_1Medical imaging for prevention, diagnosis and monitoring of diseases
  - LS7_5Applied gene, cell and immune therapies
  - LS7_4Regenerative medicine
  - LS7_3Nanomedicine
  - LS7_6Other medical therapeutic interventions, including transplantation
  - LS7_7Pharmacology and toxicology
  - LS7_8Effectiveness of interventions, including resistance to therapies
  - LS7_9Public health and epidemiology
  - LS7_12Health care, including care for the ageing population
  - LS7_14Digital medicine, e-medicine, medical applications of artificial intelligence
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SHSocial Sciences and Humanities
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  - SH3_8Poverty and poverty alleviation
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  - SH3_12Social studies of science and technology
  - SH3_6Social influence; power and group behaviour
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  - SH4_2Personality and social cognition; emotion
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