Literature mining of blood flow regulatory mechanisms for finding cross context relations

In this paper we present an approach for finding relations between two concepts in existing literature. Relations can be manifested as simple causal relations, when one concept influences the other, or as more complex mutual relations that involve identifying common factors between the concepts. The presented approach is based on literature mining methods like document similarity clustering, keyword extraction and concept visualization. Using these methods, relations between literature dealing with thermoregulation and literature dealing with endothelium were found and papers that can be used for better understanding of temperature control mechanisms within the human blood flow control were identified.

[1]  Nada Lavrac,et al.  Outlier Detection in Cross-Context Link Discovery for Creative Literature Mining , 2012, Comput. J..

[2]  Barbara A. Burns,et al.  Learning to See the (w)Holes , 2006 .

[3]  Aneta Stefanovska,et al.  Physics of the human cardiovascular system , 1999 .

[4]  A. Stefanovska,et al.  Low-frequency blood flow oscillations in congestive heart failure and after β1-blockade treatment , 2008, Microvascular research.

[5]  Henrik Eriksson,et al.  The evolution of Protégé: an environment for knowledge-based systems development , 2003, Int. J. Hum. Comput. Stud..

[6]  Marko Grobelnik,et al.  A SURVEY OF ONTOLOGY EVALUATION TECHNIQUES , 2005 .

[7]  B. W. Hyndman,et al.  Spontaneous Rhythms in Physiological Control Systems , 1971, Nature.

[8]  Anupam Joshi,et al.  Data Mining, Semantics and Intrusion Detection: What to dig for and Where to find it , 2003 .

[9]  Thomas G. Dietterich What is machine learning? , 2020, Archives of Disease in Childhood.

[10]  A. Stefanovska,et al.  Wavelet analysis of oscillations in the peripheral blood circulation measured by laser Doppler technique , 1999, IEEE Transactions on Biomedical Engineering.

[11]  Michael Rosemann,et al.  Business Systems Analysis With Ontologies , 2005 .

[12]  J Conway Blood pressure and heart rate variability. , 1986, Journal of hypertension.

[13]  A Bollinger,et al.  The frequency histogram--a new method for the evaluation of laser Doppler flux motion. , 1990, Microvascular research.

[14]  Nisha Charkoudian,et al.  Skin blood flow in adult human thermoregulation: how it works, when it does not, and why. , 2003, Mayo Clinic proceedings.