A Review of Mathematical and Computational Methods in Cancer Dynamics

Cancers are complex adaptive diseases regulated by the nonlinear feedback systems between genetic instabilities, environmental signals, cellular protein flows, and gene regulatory networks. Understanding the cybernetics of cancer requires the integration of information dynamics across multidimension...

Full description

Bibliographic Details
Published in:	Frontiers in Oncology
Main Authors:	Abicumaran Uthamacumaran, Hector Zenil
Format:	Article
Language:	English
Published:	Frontiers Media S.A. 2022-07-01
Subjects:	cancer dynamical systems complexity science complex networks information theory inverse problems
Online Access:	https://www.frontiersin.org/articles/10.3389/fonc.2022.850731/full

Similar Items

A Review of Methods for Estimating Algorithmic Complexity: Options, Challenges, and New Directions
by: Hector Zenil
Published: (2020-05-01)

Towards Demystifying Shannon Entropy, Lossless Compression and Approaches to Statistical Machine Learning
by: Hector Zenil
Published: (2020-06-01)

Binarized neural networks converge toward algorithmic simplicity: empirical support for the learning-as-compression hypothesis
by: Eduardo Y. Sakabe, et al.
Published: (2026-05-01)

On the salient limitations of the methods of assembly theory and their classification of molecular biosignatures
by: Abicumaran Uthamacumaran, et al.
Published: (2024-08-01)

A quantitative approach to estimating bias, favoritism and distortion in scientific journalism
by: Raghavendra Koushik, et al.
Published: (2026-05-01)

Algorithmic Information Distortions in Node-Aligned and Node-Unaligned Multidimensional Networks
by: Felipe S. Abrahão, et al.
Published: (2021-06-01)

Symmetry and Correspondence of Algorithmic Complexity over Geometric, Spatial and Topological Representations
by: Hector Zenil, et al.
Published: (2018-07-01)

Life as Thermodynamic Evidence of Algorithmic Structure in Natural Environments
by: David A. Rosenblueth, et al.
Published: (2012-11-01)

The Thermodynamics of Network Coding, and an Algorithmic Refinement of the Principle of Maximum Entropy
by: Hector Zenil, et al.
Published: (2019-06-01)

A Computable Measure of Algorithmic Probability by Finite Approximations with an Application to Integer Sequences
by: Fernando Soler-Toscano, et al.
Published: (2017-01-01)

Algorithmic Probability-Guided Machine Learning on Non-Differentiable Spaces
by: Santiago Hernández-Orozco, et al.
Published: (2021-01-01)

A Decomposition Method for Global Evaluation of Shannon Entropy and Local Estimations of Algorithmic Complexity
by: Hector Zenil, et al.
Published: (2018-08-01)

Fractal Dimension versus Process Complexity
by: Joost J. Joosten, et al.
Published: (2016-01-01)

Algorithmically probable mutations reproduce aspects of evolution, such as convergence rate, genetic memory and modularity
by: Santiago Hernández-Orozco, et al.
Published: (2018-01-01)

SuperARC: a test for artificial superintelligence based on compressed modelling, recursive prediction and problem complexity
by: Alberto Hernández-Espinosa, et al.
Published: (2026-06-01)

La catégorie de « compétent » ou « non compétent » en langue étrangère
by: Buenaventura Rubio Zenil
Published: (2014-12-01)

Préambule
by: Buenaventura Rubio Zenil
Published: (2016-12-01)

Calculating Kolmogorov complexity from the output frequency distributions of small Turing machines.
by: Fernando Soler-Toscano, et al.
Published: (2014-01-01)

Incorporating Parameter Estimability Into Model Selection
by: Jake M. Ferguson, et al.
Published: (2019-11-01)

Simpson's tachytely or bradytely? The importance of quantifying rate uncertainty
by: Rosana Zenil‐Ferguson, et al.
Published: (2025-01-01)

Vertebrate blood cell volume increases with temperature: implications for aerobic activity
by: James F. Gillooly, et al.
Published: (2014-04-01)

Spatial Constraints on Economic Interactions: A Complexity Approach to the Japanese Inter-Firm Trade Network
by: Eduardo Viegas, et al.
Published: (2024-04-01)

Students and Teachers’ Reasons for Using the First Language Within the Foreign Language Classroom (French and English) in Central Mexico
by: Irasema Mora Pablo, et al.
Published: (2011-07-01)

Not All Structure and Dynamics Are Equal
by: Garrett Mindt
Published: (2021-09-01)

Automatización de silla de ruedas empleando señales electromiográficas obtenidas a partir de movimientos faciales
by: Jesús García García, et al.
Published: (2023-10-01)

Detecting Malware with Information Complexity
by: Nadia Alshahwan, et al.
Published: (2020-05-01)

Estimates of complex eigenvalues and an inverse spectral problem for the transmission eigenvalue problem
by: Xiao-Chuan Xu, et al.
Published: (2019-06-01)

RNA-Seq Data: A Complexity Journey
by: Enrico Capobianco
Published: (2014-09-01)

Information Complexity Ranking: A New Method of Ranking Images by Algorithmic Complexity
by: Thomas Chambon, et al.
Published: (2023-03-01)

ABUNDANCIA RELATIVA, ESTRUCTURA DE TALLAS Y RELACIÓN LONGITUD-PESO DE LA MOJARRA MEXICANA Eugerres mexicanus
by: José Valdéz-Zenil, et al.
Published: (2015-06-01)

Conservation applications of niche modeling: Native and naturalized ferns may compete for limited Hawaiian dryland habitat
by: Krystalyn Edwards‐Calma, et al.
Published: (2024-05-01)

The Generalized Multistate Complex Network Contagion Dynamics Model and Its Stability
by: Yinchong Wang, et al.
Published: (2025-06-01)

Solution of the Inverse Incorrectly Posed Problem by the Library Method
by: Valentin Davydov, et al.
Published: (2024-03-01)

An Energy-Based Complex Brain Network Model—Part 1: Local Electrophysiological Dynamics
by: Chun-Lin Yang, et al.
Published: (2023-02-01)

Diameter constrained reliability of ladders and Spanish fans
by: Cancela Héctor, et al.
Published: (2016-01-01)

Visual Analysis on Information Theory and Science of Complexity Approaches in Healthcare Research
by: Xiaoyu Wang, et al.
Published: (2020-01-01)

Editorial: Brain connectivity, dynamics, and complexity
by: Stephen José Hanson, et al.
Published: (2023-06-01)

A combination of seismic refraction and ambient noise methods to detect landslide-prone materials
by: Martín Cárdenas-Soto, et al.
Published: (2024-07-01)

On the information-theoretic formulation of network participation
by: Pavle Cajic, et al.
Published: (2024-01-01)

Computational Complexity
by: J. A. Tenreiro Machado, et al.
Published: (2017-02-01)