Skip to main content

2019 | OriginalPaper | Buchkapitel

Geriatric Disease Reasoning Based on Knowledge Graph

verfasst von : Shaobin Feng, Huansheng Ning, Shunkun Yang, Dongmei Zhao

Erschienen in: Cyberspace Data and Intelligence, and Cyber-Living, Syndrome, and Health

Verlag: Springer Singapore

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The lack of health care for ageing has become one of China’s most serious challgengs. The main work of this paper is building a database of a geriatric knowledge graph and proposing three inference rules based on Bayesian algorithm, which can effectively help the elderly to understand their health better and find out the abnormal condition as soon as possible. At the same time, it can assist doctors make auxiliary medical decisions and improve the cure rate. This article introduced a complete process of building a knowledge graph, from schema structure design to data acquisition, and processing the data until it fits the standard. Before applying to disease reasoning, we imported knowledge data into the Neo4j graph database to make full use of the inference flexibility and accuracy of the knowledge graph.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Springer Professional "Wirtschaft"

Online-Abonnement

Mit Springer Professional "Wirtschaft" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 340 Zeitschriften

aus folgenden Fachgebieten:

  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Versicherung + Risiko




Jetzt Wissensvorsprung sichern!

Literatur
4.
Zurück zum Zitat Jiang, J., Li, X., Zhao, C., Guan, Y., Yu, Q.: Learning and inference in knowledge-based probabilistic model for medical diagnosis. Knowl.-Based Syst. 138, 58–68 (2017)CrossRef Jiang, J., Li, X., Zhao, C., Guan, Y., Yu, Q.: Learning and inference in knowledge-based probabilistic model for medical diagnosis. Knowl.-Based Syst. 138, 58–68 (2017)CrossRef
5.
Zurück zum Zitat Kabboord, A.D., Van Eijk, M., Buijck, B.I., Koopmans, R.T., van Balen, R., Achterberg, W.P.: Comorbidity and intercurrent diseases in geriatric stroke rehabilitation: a multicentre observational study in skilled nursing facilities. Eur. Geriatr. Med. 9(3), 347–353 (2018)CrossRef Kabboord, A.D., Van Eijk, M., Buijck, B.I., Koopmans, R.T., van Balen, R., Achterberg, W.P.: Comorbidity and intercurrent diseases in geriatric stroke rehabilitation: a multicentre observational study in skilled nursing facilities. Eur. Geriatr. Med. 9(3), 347–353 (2018)CrossRef
6.
Zurück zum Zitat Lin, Y., Liu, Z., Sun, M., Liu, Y., Zhu, X.: Learning entity and relation embeddings for knowledge graph completion. In: Twenty-Ninth AAAI Conference on Artificial Intelligence (2015) Lin, Y., Liu, Z., Sun, M., Liu, Y., Zhu, X.: Learning entity and relation embeddings for knowledge graph completion. In: Twenty-Ninth AAAI Conference on Artificial Intelligence (2015)
7.
Zurück zum Zitat Maranesi, E., et al.: A stereophotogrammetric-based method to assess spatio-temporal gait parameters on healthy and Parkinsonian subjects. In: 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 5501–5504 (2015). https://doi.org/10.1109/EMBC.2015.7319637 Maranesi, E., et al.: A stereophotogrammetric-based method to assess spatio-temporal gait parameters on healthy and Parkinsonian subjects. In: 2015 37th Annual International Conference of the IEEE Engineering in Medicine and Biology Society (EMBC), pp. 5501–5504 (2015). https://​doi.​org/​10.​1109/​EMBC.​2015.​7319637
11.
Zurück zum Zitat Ruan, T., Huang, Y., Liu, X., Xia, Y., Gao, J.: QAnalysis: a question-answer driven analytic tool on knowledge graphs for leveraging electronic medical records for clinical research. BMC Med. Inform. Decis. Making 19(1), 82 (2019)CrossRef Ruan, T., Huang, Y., Liu, X., Xia, Y., Gao, J.: QAnalysis: a question-answer driven analytic tool on knowledge graphs for leveraging electronic medical records for clinical research. BMC Med. Inform. Decis. Making 19(1), 82 (2019)CrossRef
12.
Zurück zum Zitat Stark, B., Knahl, C., Aydin, M., Samarah, M., Elish, K.O.: Betterchoice: a migraine drug recommendation system based on neo4j. In: 2017 2nd IEEE International Conference on Computational Intelligence and Applications (ICCIA), pp. 382–386. IEEE (2017) Stark, B., Knahl, C., Aydin, M., Samarah, M., Elish, K.O.: Betterchoice: a migraine drug recommendation system based on neo4j. In: 2017 2nd IEEE International Conference on Computational Intelligence and Applications (ICCIA), pp. 382–386. IEEE (2017)
13.
Zurück zum Zitat Urošević, V., Paolini, P., Tatsiopoulos, C.: Configurable interactive environment for hybrid knowledge- and data-driven geriatric risk assessment. In: 2017 25th International Conference on Software, Telecommunications and Computer Networks (SoftCOM), pp. 1–7 (2017). https://doi.org/10.23919/SOFTCOM.2017.8115520 Urošević, V., Paolini, P., Tatsiopoulos, C.: Configurable interactive environment for hybrid knowledge- and data-driven geriatric risk assessment. In: 2017 25th International Conference on Software, Telecommunications and Computer Networks (SoftCOM), pp. 1–7 (2017). https://​doi.​org/​10.​23919/​SOFTCOM.​2017.​8115520
14.
Zurück zum Zitat Vukotic, A., Watt, N., Abedrabbo, T., Fox, D., Partner, J.: Neo4j in Action. Manning Publications Co. (2014) Vukotic, A., Watt, N., Abedrabbo, T., Fox, D., Partner, J.: Neo4j in Action. Manning Publications Co. (2014)
15.
Zurück zum Zitat Xiong, W., Zeng, Z., Xie, Y., Nie, B., Zhou, X.: Study on taboo knowledge map of Chinese patent medicine compatibility. In: AIP Conference Proceedings, p. 020052. AIP Publishing (2019) Xiong, W., Zeng, Z., Xie, Y., Nie, B., Zhou, X.: Study on taboo knowledge map of Chinese patent medicine compatibility. In: AIP Conference Proceedings, p. 020052. AIP Publishing (2019)
16.
Zurück zum Zitat Yu, P., Liu, X., Wang, J.: Geriatric medicine in China: the past, present, and future. Aging Med. 1(1), 46–49 (2018)MathSciNetCrossRef Yu, P., Liu, X., Wang, J.: Geriatric medicine in China: the past, present, and future. Aging Med. 1(1), 46–49 (2018)MathSciNetCrossRef
17.
Zurück zum Zitat Zhou, J., Cui, G., Zhang, Z., Yang, C., Liu, Z., Sun, M.: Graph neural networks: a review of methods and applications. arXiv preprint arXiv:1812.08434 (2018) Zhou, J., Cui, G., Zhang, Z., Yang, C., Liu, Z., Sun, M.: Graph neural networks: a review of methods and applications. arXiv preprint arXiv:​1812.​08434 (2018)
Metadaten
Titel
Geriatric Disease Reasoning Based on Knowledge Graph
verfasst von
Shaobin Feng
Huansheng Ning
Shunkun Yang
Dongmei Zhao
Copyright-Jahr
2019
Verlag
Springer Singapore
DOI
https://doi.org/10.1007/978-981-15-1925-3_33

Premium Partner