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The e-Dimensionality Information Principle: Information, Representation, and Algorithms

Autor Subhash Kak
en Limba Engleză Hardback – 8 apr 2026
This book is based on an information-theoretic result according to which optimal information is associated with e-dimensionality. Drawing on the principle that nature chooses optimal solutions, it demonstrates that noninteger dimensionality provides a unifying framework for understanding diverse phenomena across physics, cosmology, biology, engineering, and data science. The work explores how optimal information representation naturally leads to scale-invariance and self-similarity – characteristics observed throughout natural systems, from fractals and genetic structures to evolutionary processes and neural networks. This book:
• Reveals why three-way logic is superior to binary logic in natural systems and provides an information-theoretic rationale for the power laws frequently encountered across scientific applications
• Explains fundamental biological mysteries, including the non-uniform groupings of codons in the genetic code (ranging from one to six per amino acid), and offers novel insights into chromatin geometry and evolutionary dynamics
• Addresses the reproducibility crisis in biomedical research by proposing new significance testing approaches based on noninteger dimensionality that move beyond traditional binary hypothesis testing methods
Written for researchers and graduate students in electrical engineering, computer science, physics, and biology, this work serves as both an advanced textbook for senior-level and graduate courses and a research resource providing fresh perspectives on longstanding problems across multiple disciplines.
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Specificații

ISBN-13: 9781041224303
ISBN-10: 1041224303
Pagini: 288
Ilustrații: 214
Dimensiuni: 156 x 234 mm
Ediția:1
Editura: CRC Press
Colecția Chapman and Hall/CRC

Public țintă

Postgraduate

Cuprins

1. Information and optimal representation. 2. The intrinsic dimensionality of data. 3. Fractals with optimal information dimension. 4. Self-similarity, maximum entropy principle, and the genetic code. 5. Information optimality and the geometry of chromatin. 6. Autonomous cognitive agents in a neural network. 7.  Evolutionary stages in the universe. 8. Nonlocal noise and self-decoherence. 9. Significance testing in natural and biological systems. 10. Epilogue. 

Notă biografică

Subhash Kak is Regents Professor at Oklahoma State University (Stillwater, Oklahoma) and a Distinguished Academic Scholar at Chapman University (Orange, California). He has held academic appointments at Imperial College London, Louisiana State University (Baton Rogue, Louisiana), Indian Institute of Technology Delhi, and Curtin University (Perth, Australia). He has authored several books, of which the most recent one is The Age of Artificial Intelligence. Since 2018, he has been a member of the Indian Prime Minister’s Science, Technology, and Innovation Advisory Council.

Descriere

  • Analyses algorithms that generate optimal dimensionality fractals of different kinds, ranging from linear structures to three-dimensional ones.
  • Useful in simulation of natural phenomena, and they lead to novel methods of optimization.