Knowledge Graph Health Data Science

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Healthcare knowledge graph construction: A systematic …

(4 days ago) WEBIntroduction. The emergence of big data has opened up new possibilities and ushered in significant changes in various disciplines. Healthcare industry is one of such areas in …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10225120/

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From Data to Wisdom: Biomedical Knowledge Graphs for …

(4 days ago) WEBFig. 1. Application of the Data-to-Wisdom Pyramid to biomedical graph data. Individual data elements can be connected within a graph to model information. The cross-domain …

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10191934/

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A very simple guide of Knowledge Graph for Health Data …

(6 days ago) WEBKnowledge Representation is the core of Knowledge Graph. Both “web of data” and “knowledge graph” share the same technical stack called knowledge representation. …

https://knowlab.github.io/blog/2021/07/01/blog-kg-intro/

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Learning a Health Knowledge Graph from Electronic …

(Just Now) WEBLearning the knowledge graph consists of three main steps. First, positive disease and symptom mentions were extracted from structured data and unstructured text (detailed …

https://www.nature.com/articles/s41598-017-05778-z

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From Data to Wisdom: Biomedical Knowledge Graphs for …

(Just Now) WEBGraph data models are an emerging approach to structure clinical and biomedical information. These models offer intriguing opportunities for novel approaches in …

https://link.springer.com/article/10.1007/s10916-023-01951-2

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Knowledge Graph Applications in Medical Imaging Analysis: A …

(4 days ago) WEBRecently, knowledge graphs have become a predominant part of many information systems where structured prior knowledge is needed. The concept of graphical …

https://spj.science.org/doi/full/10.34133/2022/9841548

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Knowledge Graph Applications in Medical Imaging …

(1 days ago) WEBWe hope that our article will provide the readers with aggregated documentation of the state-of-the-art knowledge graph applications for medical imaging to encourage future …

https://pubmed.ncbi.nlm.nih.gov/35800847/

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Knowledge Graph Applications in Medical Imaging Analysis: A …

(4 days ago) WEBAccording to our review, most studies applied knowledge graphs to specic topics such as disease. fi. detection, localization, and report generation. In this work, we describe …

https://spj.science.org/doi/epdf/10.34133/2022/9841548

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Healthcare knowledge graph construction: A - Journal of Big Data

(7 days ago) WEBThe incorporation of data analytics in the healthcare industry has made significant progress, driven by the demand for efficient and effective big data analytics solutions. Knowledge …

https://journalofbigdata.springeropen.com/articles/10.1186/s40537-023-00774-9

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arXiv:2306.04802v3 [cs.AI] 19 Feb 2024

(6 days ago) WEB7Department of Population Health Science, Cornell University, New York, NY, USA. Fig. 1 The content overview of this review on healthcare knowledge graph. A knowledge …

https://arxiv.org/pdf/2306.04802.pdf

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Maps of Medical Reason: Applying Knowledge Graphs and

(1 days ago) WEBOne challenge of knowledge graphs in the life sciences is the integration of disparate knowledge and data sources into one cohesive graph. The Covid-19 Community is a …

https://link.springer.com/chapter/10.1007/978-3-030-95006-4_8

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Knowledge Graphs, Network Models and Health Data Science …

(1 days ago) WEBKnowledge Graphs are a highly flexible, link-oriented data structure, which, based on the application of a reasoning engine, allow the inference of new facts about the world under …

https://trepo.tuni.fi/handle/10024/155177

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Querying Healthcare Data in Knowledge-Based Systems

(Just Now) WEBBig Data Analytics in Astronomy, Science, and Engineering: 11th The system’s effectiveness and user satisfaction make learning, using, and developing queries for …

https://dl.acm.org/doi/10.1007/978-3-031-58502-9_4

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Introduction to Knowledge Graphs in Healthcare - Oracle Blogs

(5 days ago) WEBIntroduction to Knowledge Graphs in Healthcare. The healthcare industry is of utmost importance and focuses on the development of various systems that enable prolonged …

https://blogs.oracle.com/ai-and-datascience/post/introduction-to-knowledge-graphs-in-healthcare

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Building a Life Sciences Knowledge Graph with a Data Lake

(6 days ago) WEBStart building your Knowledge Graph for Healthcare and Life Sciences using Graphster and the Delta Lake. Graphster is an open-source tool for creating, querying, and …

https://www.databricks.com/blog/2023/01/26/building-life-sciences-knowledge-graph-data-lake.html

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Towards electronic health record-based medical knowledge graph

(7 days ago) WEBFig. 2 reveals that there has been a steady rise in the number of published articles in the knowledge graph domain that incorporated the use of EHR data. The number of …

https://www.sciencedirect.com/science/article/pii/S1532046423001247

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Knowledge Graphs and Explainable AI in Healthcare

(8 days ago) WEBKnowl-edge graphs can be used in XAI for explainability by structuring information, extracting features and relations, and performing reasoning. This paper highlights the …

https://mdpi-res.com/d_attachment/information/information-13-00459/article_deploy/information-13-00459-v2.pdf?version=1666581758

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Constructing public health evidence knowledge graph for decision …

(7 days ago) WEBWe release an COVID-19 public health evidence knowledge graph (CPHE-KG), which is an early exploration of KG applied to public health decision-making. 3) Our KG can …

https://www.sciencedirect.com/science/article/pii/S266644962100030X

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A PICO-based Knowledge Graph for Representing Clinical …

(Just Now) WEBA PICO-based Knowledge Graph for Representing Clinical Evidence∗ Yongmei Bai School of Public Health; National Institute of Health Data Science Peking University Beijing, …

https://eeke-workshop.github.io/2021/submissions/EEKE2021_paper_17.pdf

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KnowLife: A knowledge graph for health and life sciences

(4 days ago) WEBKnowledge bases (KB's) contribute to advances in semantic search, Web analytics, and smart recommendations. Their coverage of domain-specific knowledge is limited, …

https://ieeexplore.ieee.org/document/6816754

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Multi-level Shared Knowledge Guided Learning for Knowledge …

(2 days ago) WEBIn the task of Knowledge Graph Completion (KGC), the existing datasets and their inherent subtasks carry a wealth of shared knowledge that can be utilized to enhance the …

https://arxiv.org/abs/2405.06696

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Empowering Small-Scale Knowledge Graphs: A Strategy of …

(2 days ago) WEBKnowledge-intensive tasks pose a significant challenge for Machine Learning (ML) techniques. Commonly adopted methods, such as Large Language Models (LLMs), …

https://arxiv.org/abs/2405.10745

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HKA: A Hierarchical Knowledge Alignment Framework for …

(6 days ago) WEBA novel novel HKA framework is proposed to capture global semantic relevance between modalities for dealing with modal conflicts in MKG and a micro-knowledge alignment …

https://www.semanticscholar.org/paper/HKA%3A-A-Hierarchical-Knowledge-Alignment-Framework-Xu-Li/71794d57f170e23822e355c7e5fe953d28ec440c

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[2405.11531] Knowledge Graph Pruning for Recommendation

(2 days ago) WEBRecent years have witnessed the prosperity of knowledge graph based recommendation system (KGRS), which enriches the representation of users, items, and entities by …

https://arxiv.org/abs/2405.11531

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[2405.06418] PAC-Bayesian Generalization Bounds for Knowledge …

(2 days ago) WEBWhile a number of knowledge graph representation learning (KGRL) methods have been proposed over the past decade, very few theoretical analyses have been conducted on …

https://arxiv.org/abs/2405.06418

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44 Types of Graphs & Charts [& How to Choose the Best One]

(2 days ago) WEBTrellis graphs allow scientists to examine complex, multi-variable data sets, comparing a greater deal of information at once. While a single line graph can illustrate monthly UFO …

https://www.visme.co/blog/types-of-graphs/

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Historically Relevant Event Structuring for Temporal Knowledge …

(2 days ago) WEBTemporal Knowledge Graph (TKG) reasoning focuses on predicting events through historical information within snapshots distributed on a timeline. Existing studies mainly …

https://arxiv.org/abs/2405.10621

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[2405.11706] Increasing the LLM Accuracy for Question Answering

(2 days ago) WEBThere is increasing evidence that question-answering (QA) systems with Large Language Models (LLMs), which employ a knowledge graph/semantic representation of an …

https://arxiv.org/abs/2405.11706

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