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A Scoping Review of Teaching Practices for Linguistically Diverse Students in Ontario
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Design, operation and strengthening of health practitioner regulation systems: review protocol ...
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Auditory Processing and Reading Disability: A Systematic Review and Meta-Analysis ...
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Systematic Review and Meta-Analysis of Dialectical Behavior Therapy (DBT) with Youth ...
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Lexicon-Based vs. Bert-Based Sentiment Analysis: A Comparative Study in Italian
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In: Electronics; Volume 11; Issue 3; Pages: 374 (2022)
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Abstract:
Recent evolutions in the e-commerce market have led to an increasing importance attributed by consumers to product reviews made by third parties before proceeding to purchase. The industry, in order to improve the offer intercepting the discontent of consumers, has placed increasing attention towards systems able to identify the sentiment expressed by buyers, whether positive or negative. From a technological point of view, the literature in recent years has seen the development of two types of methodologies: those based on lexicons and those based on machine and deep learning techniques. This study proposes a comparison between these technologies in the Italian market, one of the largest in the world, exploiting an ad hoc dataset: scientific evidence generally shows the superiority of language models such as BERT built on deep neural networks, but it opens several considerations on the effectiveness and improvement of these solutions when compared to those based on lexicons in the presence of datasets of reduced size such as the one under study, a common condition for languages other than English or Chinese.
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Keyword:
BERT; deep learning; Italian; lexicon; nooj; review; sentiment analysis
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URL: https://doi.org/10.3390/electronics11030374
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6 |
What Is Going on with Visual Attention in Reading and Dyslexia? A Critical Review of Recent Studies
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In: Brain Sciences; Volume 12; Issue 1; Pages: 87 (2022)
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LGBTQI + Migrants: A Systematic Review and Conceptual Framework of Health, Safety and Wellbeing during Migration
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In: International Journal of Environmental Research and Public Health; Volume 19; Issue 2; Pages: 869 (2022)
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An Evolution Gaining Momentum—The Growing Role of Artificial Intelligence in the Diagnosis and Treatment of Spinal Diseases
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In: Diagnostics; Volume 12; Issue 4; Pages: 836 (2022)
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A Systematic Review of Artificial Intelligence Applications Used for Inherited Retinal Disease Management
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In: Medicina; Volume 58; Issue 4; Pages: 504 (2022)
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An Abductive Analysis of Debates on the Impact of the Sharing Economy: A Systematic Review in a Sustainable Framework
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In: Sustainability; Volume 14; Issue 7; Pages: 3996 (2022)
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Automatic Speech Recognition (ASR) Systems for Children: A Systematic Literature Review
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In: Applied Sciences; Volume 12; Issue 9; Pages: 4419 (2022)
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Teachers’ Attitudes toward Autism Spectrum Disorder: A Systematic Review
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In: Education Sciences; Volume 12; Issue 2; Pages: 138 (2022)
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The use of telepractice to administer norm referenced communication and cognition assessments in children with hearing impairment: A rapid review ...
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15 |
Patient-Reported Outcomes in Rheumatoid Arthritis: A Key Consideration for Evaluating Biosimilar Uptake?
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In: Patient Relat Outcome Meas (2022)
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Measuring public opinion and acceptability of prevention policies: an integrative review and narrative synthesis of methods
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In: Health Res Policy Syst (2022)
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LGBTQI + Migrants: A Systematic Review and Conceptual Framework of Health, Safety and Wellbeing during Migration
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In: Int J Environ Res Public Health (2022)
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18 |
Effects of CPAP on Language Recovery in Post-Stroke Aphasia: A Review of Recent Literature
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In: Brain Sci (2022)
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Development of a standard of care for patients with valosin-containing protein associated multisystem proteinopathy
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In: Orphanet J Rare Dis (2022)
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20 |
Digital Assessment Tools Using Animation Features to Quantify Alcohol Consumption: Systematic App Store and Literature Review
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In: J Med Internet Res (2022)
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