Fixed points of Geraghty Ciric type contraction maps via graph structures and its applications in machine learning

Document Type : Original Article

Authors

1 Department of B S and H, Vignan’s Institute of Information Technology(A), Visakhapatnam, India.

2 Department of Mathematics and Management Sciences, Vallurupalli Nageswara Rao Vignana Jyothi Institute of Engineering & Technology, Hyderabad, India.

3 Department of Mathematics, N S Raju Institute of Technology, Visakhapatnam, India.

4 Department of Mathematics, Aditya Institute of Technology and Management, Tekkali, India.

5 Department of Mathematics, Aditya University, Surampalem , Kakinada, 533437, India.

Abstract
In this work, we show that the fixed points of β − ψ weak
generalized ciric-type rational contraction mappings for a pair of metrics
provided by a dIGraph are identical. We provided examples and machine
learning applications to back up our conclusions

Keywords

Subjects

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Volume 7, Issue 2
Spring 2026
Pages 228-237

  • Receive Date 13 November 2025
  • Revise Date 13 February 2026
  • Accept Date 26 April 2026