Neuro-Symbolic AI for Deep Analysis of Social Media Big Data

This tutorial introduces a neuro-symbolic AI framework to analyze big data from social media platforms. Integrating human-curated knowledge through symbolic AI with the pattern recognition capabilities of neural networks enhances the adaptability and efficiency of traditional neural network approaches. Knowledge-guided zero-shot learning techniques enable swift adaption to new linguistic contexts and emerging events [6]. Participants will explore how to design, develop, and utilize these models in specific domains, such as public health surveillance that require dynamic adaptation to new terminologies. This session The tutorial aims to equip attendees with practical skills and a deep understanding of how to apply neuro-symbolic AI to manage and analyze large-scale social media datasets effectively.

Publication Details

Journal
Maryland Shared Open Access Repository (USMAI Consortium)
Published
2024-09-13
DOI
https://doi.org/10.13016/m2m7bb-uy7n
Primary Topic
Mental Health via Writing
Type
article
Field-Weighted Citation Impact
0.00
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article

Neuro-Symbolic AI for Deep Analysis of Social Media Big Data

Maryland Shared Open Access Repository (USMAI Consortium)
Mental Health via Writing
article

Neuro-Symbolic AI for Deep Analysis of Social Media Big Data

article en

Abstract

This tutorial introduces a neuro-symbolic AI framework to analyze big data from social media platforms. Integrating human-curated knowledge through symbolic AI with the pattern recognition capabilities of neural networks enhances the adaptability and efficiency of traditional neural network approaches. Knowledge-guided zero-shot learning techniques enable swift adaption to new linguistic contexts and emerging events [6]. Participants will explore how to design, develop, and utilize these models in specific domains, such as public health surveillance that require dynamic adaptation to new terminologies. This session The tutorial aims to equip attendees with practical skills and a deep understanding of how to apply neuro-symbolic AI to manage and analyze large-scale social media datasets effectively.

Maryland Shared Open Access Repository (USMAI Consortium)
Quality Education
Openalex Percentile: Top 61%
Mental Health via Writing
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