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X-SENTIMENT 2021 : 6th International Workshop on eXplainable SENTIment Mining and EmotioN deTection
X-SENTIMENT 2021 : 6th International Workshop on eXplainable SENTIment Mining and EmotioN deTection

X-SENTIMENT 2021 : 6th International Workshop on eXplainable SENTIment Mining and EmotioN deTection

Hersonissos, Greece
Event Date: June 06, 2021 - June 07, 2021
Submission Deadline: March 01, 2021
Notification of Acceptance: March 31, 2021
Camera Ready Version Due: April 09, 2021



About

As the Web rapidly evolves, people are becoming increasingly enthusiastic about interacting, sharing, and collaborating through social networks, online communities, blogs, wikis, therefore, it is critical to enable the correct interpretation of the sentiments and opinions expressed or reported about social events, political movements, company strategies, marketing campaigns, and any other form or online interaction. Models driven by sub-symbolic Artificial Intelligence such as machine learning algorithms and vector representations have achieved state-of-the-art results for Sentiment Analysis tasks. These models get very accurate results but with a limited understanding of patterns and features used to correctly classify into sentiment categories. Thus, these models lack transparency, traceability, and explainability on how the decisions are taken. This limits Artificial Intelligence methods to produce human-comprehensible solutions, reducing the trust towards the machine generated results. Within this scenario, semantic technologies with explicit semantics can be leveraged to explain why a resource has been classified in a specific sentiment category, inducing trustworthy and avoiding biases.


Call for Papers

We are interested in novel contributions to explain Sentiment Analysis results through the use and development of methodologies based on semantics, focused but not limited to the following areas. We seek to receive papers that clearly state and contextualize how the proposed contribution is integrated in the real-world scenario and supports all the stakeholders in using and applying Sentiment Analysis.

  • Methodologies

    • Automatic methods to build ontologies for Sentiment Analysis.
    • Automatic methods to build knowledge graphs for Sentiment Analysis.
    • Automatic methods to build lexicons for Sentiment Analysis.
    • Explainable Machine Learning models for Sentiment Analysis.
    • Bias detection through semantics for Sentiment Analysis.
    • Semantics for toxicity and hate speech detection.
    • Application of existing semantic technologies multimedia data.
    • Multilingual Sentiment Analysis methodologies.
  • Representation Methods

    • Combination of existing resources (e.g., SenticNet) with embedding representations.
    • Novel Word Embeddings for Sentiment Analysis.
    • Knowledge Graph Embeddings for Sentiment Analysis.
    • Reviews about existing limitations.
  • Case Study Exploration

    • Educational environments.
    • Healthcare systems.
    • Scholarly discussions (e.g., peer review process discussions, mailing lists, etc.).
    • Mental health systems.
    • News platforms.
    • Social networks.



Best Deals



Summary

X-SENTIMENT 2021 : 6th International Workshop on eXplainable SENTIment Mining and EmotioN deTection will take place in Hersonissos, Greece. It’s a 2 days event starting on Jun 06, 2021 (Sunday) and will be winded up on Jun 07, 2021 (Monday).

X-SENTIMENT 2021 falls under the following areas: SENTIMENT ANALYSIS, DEEP LEARNING, KNOWLEDGE GRAPH, etc. Submissions for this Workshop can be made by Mar 01, 2021. Authors can expect the result of submission by Mar 31, 2021. Upon acceptance, authors should submit the final version of the manuscript on or before Apr 09, 2021 to the official website of the Workshop.

Please check the official event website for possible changes before you make any travelling arrangements. Generally, events are strict with their deadlines. It is advisable to check the official website for all the deadlines.

Other Details of the X-SENTIMENT 2021

  • Short Name: X-SENTIMENT 2021
  • Full Name: 6th International Workshop on eXplainable SENTIment Mining and EmotioN deTection
  • Timing: 09:00 AM-06:00 PM (expected)
  • Fees: Check the official website of X-SENTIMENT 2021
  • Event Type: Workshop
  • Website Link: https://danilo-dessi.github.io/xsentiment/
  • Location/Address: Hersonissos, Greece


Credits and Sources

[1] X-SENTIMENT 2021 : 6th International Workshop on eXplainable SENTIment Mining and EmotioN deTection


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