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KGEcom 2020 : Knowledge Graphs and E-commerce workshop, Held in conjunction with KDD 2020
KGEcom 2020 : Knowledge Graphs and E-commerce workshop, Held in conjunction with KDD 2020

KGEcom 2020 : Knowledge Graphs and E-commerce workshop, Held in conjunction with KDD 2020

San Diego, CA
Event Date: August 24, 2020 - August 24, 2020
Submission Deadline: May 20, 2020
Notification of Acceptance: June 15, 2020



About

Knowledge Graphs (KGs) have become immensely popular in recent years, both in industry and academia. Although graphs have been ubiquitous in AI and knowledge discovery since the earliest days, the Google Knowledge Graph led to the realization that representing ‘knowledge’ by way of sets of triples, often automatically extracted from raw data, could be used to power rich applications like knowledge panels and semantic search. Academic and industrial interest in the subject flourished soon after, with research published across topics as diverse as Entity Resolution and knowledge graph embeddings (primarily in venues like NIPS, AAAI and KDD), to representation and reasoning over knowledge graphs (primarily in venues like VLDB and ISWC). More recently, with the rapid rise and ongoing growth of e-commerce, there has been growing interest from major retailers and e-commerce players alike, including Walmart, Amazon and Home Depot, to adopt knowledge graphs (or an analogous graph-based technology like Amazon’s Product Graph) for facilitating rich machine learning and e-commerce applications. This workshop will cover knowledge discovery and knowledge graphs, including construction, application and embeddings, primarily for e-commerce and enterprise applications.


Call for Papers

Short and long papers are solicited for the following set of non-exhaustive topics:

Theory, Algorithms and Methods:

•Knowledge graph construction e.g., constructing KGs from structured, semi-structured and natural language data
• Novel definitions and theories regarding KGs , especially taking into account attributes and features commonly found in enterprise settings, including customers, products and spatiotemporal dependencies in KGs.
•Querying and infrastructure of KG-centric architectures and applications
•Effective use of public KGs
•Foundational proposals for content models that combine statistical and symbolic representations
•Novel embedding algorithms , especially for large-scale KGs
•Statistical learning methods and algorithms for working with noisy KGs
•Data quality assessment for large-scale enterprise KGs

Applications

• Web search
• Question answering
• Personalization
• Data Mining
• User interfaces and visualization
•Semantic recommendations
•E-commerce
•Link prediction
•Node classification
•Instance matching/Entity resolution
•Knowledge graph embeddings
• Knowledge graph completion

Experiments, Systems and Data

•Novel datasets , especially datasets acquired through, or useful for evaluating, hybrid KG construction approaches utilizing a combination of structured, semi-structured and natural language data
•Novel methodologies , concerning both evaluations and data curation/collection
•Experimental results using existing methods, including negative results of interest
•Systems issues in KG-centric systems , including best practices, case studies, lessons learned, and feature descriptions

Vision, Opinion and Position Papers

We will also accept a small number of vision, opinion and position papers that provide discussions on challenges and roadmaps (for KG-centric systems, applications and emerging models for e-commerce and product data).



Best Deals



Summary

KGEcom 2020 : Knowledge Graphs and E-commerce workshop, Held in conjunction with KDD 2020 will take place in San Diego, CA. It’s a 1 day event starting on Aug 24, 2020 (Monday) and will be winded up on Aug 24, 2020 (Monday).

KGEcom 2020 falls under the following areas: ECOMMERCE, KNOWLEDGE GRAPHS, ONTOLOGY, KNOWLEDGE GRAPH, etc. Submissions for this Workshop can be made by May 20, 2020. Authors can expect the result of submission by Jun 15, 2020.

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 KGEcom 2020

  • Short Name: KGEcom 2020
  • Full Name: Knowledge Graphs and E-commerce workshop, Held in conjunction with KDD 2020
  • Timing: 09:00 AM-06:00 PM (expected)
  • Fees: Check the official website of KGEcom 2020
  • Event Type: Workshop
  • Website Link: http://usc-isi-i2.github.io/KDD2020workshop/
  • Location/Address: San Diego, CA


Credits and Sources

[1] KGEcom 2020 : Knowledge Graphs and E-commerce workshop, Held in conjunction with KDD 2020


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