IMPACT FACTOR JOURNAL RANKING CONFERENCE RANKING Conferences Journals Workshops Seminars SYMPOSIUMS MEETINGS BLOGS LaTeX 5G Tutorial
 

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

Hersonissos, Greece
Event Date: Jun 06, 2021 - Jun 07, 2021
Submission Deadline: Mar 01, 2021
Notification of Acceptance: Mar 31, 2021
Camera Ready Version Due : Apr 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 Paper

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



Check Other Conferences, Workshops, and Seminars

OTHER SENTIMENT ANALYSIS EVENTS

SAMRA 2021 : Sentiment Analysis as a Multidisciplinary Research Area

SENTIRE 2020 : ICDM Workshop Series on Sentiment Analysis
Sorrento
Nov 17, 2020
MLIS 2020 : 2nd International Conference on Machine Learning and Intelligent Systems
Seoul, Korea
Oct 25, 2020
IEEE SAMSN 2019 : The IEEE Int. Workshop on Sentiment Analysis and Mining of Social Networks
Granada, Spain
Oct 22, 2019
WISDOM 2019 : 8th KDD Workshop on Issues of Sentiment Discovery and Opinion Mining
Anchorage, Alaska
Aug 4, 2019

OTHER DEEP LEARNING EVENTS

IJAIA 2021 : International Journal of Artificial Intelligence & Applications

MLT 2021 : 2nd International Conference on Machine Learning & Trends
London, United Kingdom
Jul 24, 2021
NCAA 2022 : Topical Collection on Deep Learning for Time Series Data for Neural Computing and Applications

ML SA 2021 : Application of Machine Learning in Smart Agriculture
ABES Institute of Technology, Ghaziabad
ICETCI 2021 : International Conference on Emerging Techniques in Computational Intelligence
Hyderabad, India
Aug 25, 2021

OTHER KNOWLEDGE GRAPH EVENTS

CKRR 2021 : Commonsense Knowledge Representation and Reasoning

ICKG 2021 : 12th IEEE International Conference on Knowledge Graph
Hong Kong, China
Aug 09, 2021
KGEcom 2020 : Knowledge Graphs and E-commerce workshop, Held in conjunction with KDD 2020
San Diego, CA
Aug 24, 2020
ICKG 2020 : 11th IEEE International Conference on Knowledge Graph Call for Papers
Nanjing, China
Aug 09, 2020
DVU-Challenge 2020 : Deep Video Understanding - ACM Multimedia Grand Challenge
Seattle, USA
Oct 12, 2020