1
|
Wen T, Cheong KH. Parrondo's paradox reveals counterintuitive wins in biology and decision making in society. Phys Life Rev 2024; 51:33-59. [PMID: 39288541 DOI: 10.1016/j.plrev.2024.08.002] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2024] [Accepted: 08/02/2024] [Indexed: 09/19/2024]
Abstract
Parrondo's paradox refers to the paradoxical phenomenon of combining two losing strategies in a certain manner to obtain a winning outcome. It has been applied to uncover unexpected outcomes across various disciplines, particularly at different spatiotemporal scales within ecosystems. In this article, we provide a comprehensive review of recent developments in Parrondo's paradox within the interdisciplinary realm of the physics of life, focusing on its significant applications across biology and the broader life sciences. Specifically, we examine its relevance from genetic pathways and phenotypic regulation, to intercellular interaction within multicellular organisms, and finally to the competition between populations and species in ecosystems. This phenomenon, spanning multiple biological domains and scales, enhances our understanding of the unified characteristics of life and reveals that adaptability in a drastically changing environment, rather than the inherent excellence of a trait, underpins survival in the process of evolution. We conclude by summarizing our findings and discussing future research directions that hold promise for advancing the field.
Collapse
Affiliation(s)
- Tao Wen
- Division of Mathematical Sciences, School of Physical and Mathematical Sciences, Nanyang Technological University, 21 Nanyang Link, S637371, Singapore
| | - Kang Hao Cheong
- Division of Mathematical Sciences, School of Physical and Mathematical Sciences, Nanyang Technological University, 21 Nanyang Link, S637371, Singapore; College of Computing and Data Science (CCDS), Nanyang Technological University, 50 Nanyang Avenue, S639798, Singapore.
| |
Collapse
|
2
|
Sejunti MI, Taylor D, Masuda N. A Parrondo paradox in susceptible-infectious-susceptible dynamics over periodic temporal networks. Math Biosci 2024; 378:109336. [PMID: 39515459 DOI: 10.1016/j.mbs.2024.109336] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2024] [Revised: 10/22/2024] [Accepted: 10/25/2024] [Indexed: 11/16/2024]
Abstract
Many social and biological networks periodically change over time with daily, weekly, and other cycles. Thus motivated, we formulate and analyze susceptible-infectious-susceptible (SIS) epidemic models over temporal networks with periodic schedules. More specifically, we assume that the temporal network consists of a cycle of alternately used static networks, each with a given duration. We observe a phenomenon in which two static networks are individually above the epidemic threshold but the alternating network composed of them renders the dynamics below the epidemic threshold, which we refer to as a Parrondo paradox for epidemics. We find that network structure plays an important role in shaping this phenomenon, and we study its dependence on the connectivity between and number of subpopulations in the network. We associate such paradoxical behavior with anti-phase oscillatory dynamics of the number of infectious individuals in different subpopulations.
Collapse
Affiliation(s)
- Maisha Islam Sejunti
- Department of Mathematics, State University of New York at Buffalo, NY, 14260-2900, USA
| | - Dane Taylor
- School of Computing and Department of Mathematics and Statistics, University of Wyoming, Laramie, WY, 82071-3036, USA.
| | - Naoki Masuda
- Department of Mathematics, State University of New York at Buffalo, NY, 14260-2900, USA; Institute for Artificial Intelligence and Data Science, State University of NewYork at Buffalo, NY, 14260-5030, USA; Center for Computational Social Science, Kobe University, Kobe 657-8501, Japan.
| |
Collapse
|
3
|
Lai JW, Cheong KH. A comprehensive framework for preference aggregation Parrondo's paradox. CHAOS (WOODBURY, N.Y.) 2022; 32:103107. [PMID: 36319284 DOI: 10.1063/5.0101321] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/31/2022] [Accepted: 09/06/2022] [Indexed: 06/16/2023]
Abstract
Individuals can make choices for themselves that are beneficial or detrimental to the entire group. Consider two losing choices that some individuals have to make on behalf of the group. Is it possible that the losing choices combine to give a winning outcome? We show that it is possible through a variant of Parrondo's paradox-the preference aggregation Parrondo's paradox (PAPP). This new variant of Parrondo's paradox makes use of an aggregate rule that combines with a decision-making heuristic that can be applied to individuals or parts of the social group. The aim of this work is to discuss this PAPP framework and exemplify it on a social network. This work enhances existing research by constructing a feedback loop that allows individuals in the social network to adapt its behavior according to the outcome of the Parrondo's games played.
Collapse
Affiliation(s)
- Joel Weijia Lai
- Science, Mathematics and Technology Cluster, Singapore University of Technology and Design, 8 Somapah Road, S487372 Singapore
| | - Kang Hao Cheong
- Science, Mathematics and Technology Cluster, Singapore University of Technology and Design, 8 Somapah Road, S487372 Singapore
| |
Collapse
|
4
|
Seikh MR, Dutta S, Li D. Solution of matrix games with rough interval pay‐offs and its application in the telecom market share problem. INT J INTELL SYST 2021. [DOI: 10.1002/int.22542] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
| | - Shibaji Dutta
- Department of Mathematics Kazi Nazrul University Asansol India
| | - Deng‐Feng Li
- School of Management and Economics University of Electronic Science and Technology of China Chengdu China
| |
Collapse
|
5
|
An improved expression for information quality of basic probability assignment and its application in target recognition. Soft comput 2021. [DOI: 10.1007/s00500-021-05666-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/22/2022]
|
6
|
Lai JW, Cheong KH. Parrondo effect in quantum coin-toss simulations. Phys Rev E 2020; 101:052212. [PMID: 32575251 DOI: 10.1103/physreve.101.052212] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/13/2020] [Accepted: 04/28/2020] [Indexed: 12/30/2022]
Abstract
Game A + Game B = Game C. Parrondo's games follow this basic structure where A and B are losing games and C is a winning game-a phenomenon called Parrondo's paradox. These games can take on a wider class of definitions and exhibit these paradoxical results. In this paper, we show three paradoxical cases. (i) The successive "tossing" of a single fair quantum coin gives a biased result, a previously known result. (ii) The random tossing of two quantum coins, each with successive biased expectations, gives an average random walk position of approximately zero. (iii) The sequential periodic tossing of two quantum coins, each with successive negative biased expectations, gives an average random walk with positive expectation. Using these results, we then propose a protocol for identifying and classifying quantum operations that span the same Hilbert space for a two-level quantum system.
Collapse
Affiliation(s)
- Joel Weijia Lai
- Science and Math Cluster, Singapore University of Technology and Design, 8 Somapah Road, Singapore S487372
| | - Kang Hao Cheong
- Science and Math Cluster, Singapore University of Technology and Design, 8 Somapah Road, Singapore S487372 and SUTD-Massachusetts Institute of Technology International Design Centre, Singapore S487372
| |
Collapse
|
7
|
Cheong KH, Koh JM, Jones MC. Paradoxical Survival: Examining the Parrondo Effect across Biology. Bioessays 2020; 41:e1900027. [PMID: 31132170 DOI: 10.1002/bies.201900027] [Citation(s) in RCA: 55] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2019] [Revised: 03/26/2019] [Indexed: 01/17/2023]
Abstract
Parrondo's paradox, in which losing strategies can be combined to produce winning outcomes, has received much attention in mathematics and the physical sciences; a plethora of exciting applications has also been found in biology at an astounding pace. In this review paper, the authors examine a large range of recent developments of Parrondo's paradox in biology, across ecology and evolution, genetics, social and behavioral systems, cellular processes, and disease. Intriguing connections between numerous works are identified and analyzed, culminating in an emergent pattern of nested recurrent mechanics that appear to span the entire biological gamut, from the smallest of spatial and temporal scales to the largest-from the subcellular to the complete biosphere. In analyzing the macro perspective, the pivotal role that the paradox plays in the shaping of biological life becomes apparent, and its identity as a potential universal principle underlying biological diversity and persistence is uncovered. Directions for future research are also discussed in light of this new perspective.
Collapse
Affiliation(s)
- Kang Hao Cheong
- Science and Math Cluster, Singapore University of Technology and Design, 8 Somapah Road, 487372, Singapore, Singapore
| | - Jin Ming Koh
- Science and Math Cluster, Singapore University of Technology and Design, 8 Somapah Road, 487372, Singapore, Singapore
| | | |
Collapse
|
8
|
Tan Z, Koh JM, Koonin EV, Cheong KH. Predator Dormancy is a Stable Adaptive Strategy due to Parrondo's Paradox. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2020; 7:1901559. [PMID: 32042555 PMCID: PMC7001654 DOI: 10.1002/advs.201901559] [Citation(s) in RCA: 17] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/25/2019] [Revised: 08/09/2019] [Indexed: 05/20/2023]
Abstract
Many predators produce dormant offspring to escape harsh environmental conditions, but the evolutionary stability of this adaptation has not been fully explored. Like seed banks in plants, dormancy provides a stable competitive advantage when seasonal variations occur, because the persistence of dormant forms under harsh conditions compensates for the increased cost of producing dormant offspring. However, dormancy also exists in environments with minimal abiotic variation-an observation not accounted for by existing theory. Here it is demonstrated that dormancy can out-compete perennial activity under conditions of extensive prey density fluctuation caused by overpredation. It is shown that at a critical level of prey density fluctuations, dormancy becomes an evolutionarily stable strategy. This is interpreted as a manifestation of Parrondo's paradox: although neither the active nor dormant forms of a dormancy-capable predator can individually out-compete a perennially active predator, alternating between these two losing strategies can paradoxically result in a winning strategy. Parrondo's paradox may thus explain the widespread success of quiescent behavioral strategies such as dormancy, suggesting that dormancy emerges as a natural evolutionary response to the self-destructive tendencies of overpredation and related biological phenomena.
Collapse
Affiliation(s)
- Zhi‐Xuan Tan
- Science and Math ClusterSingapore University of Technology and Design (SUTD)SingaporeS487372Singapore
| | - Jin Ming Koh
- Science and Math ClusterSingapore University of Technology and Design (SUTD)SingaporeS487372Singapore
| | - Eugene V. Koonin
- National Center for Biotechnology InformationNational Library of MedicineNational Institutes of HealthBethesdaMD20894USA
| | - Kang Hao Cheong
- Science and Math ClusterSingapore University of Technology and Design (SUTD)SingaporeS487372Singapore
- SUTD‐Massachusetts Institute of Technology International Design CentreSingaporeS487372Singapore
| |
Collapse
|
9
|
Tan ZX, Cheong KH. Nomadic-colonial life strategies enable paradoxical survival and growth despite habitat destruction. eLife 2017; 6. [PMID: 28084993 PMCID: PMC5319843 DOI: 10.7554/elife.21673] [Citation(s) in RCA: 26] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/20/2016] [Accepted: 01/11/2017] [Indexed: 11/13/2022] Open
Abstract
Organisms often exhibit behavioral or phenotypic diversity to improve population fitness in the face of environmental variability. When each behavior or phenotype is individually maladaptive, alternating between these losing strategies can counter-intuitively result in population persistence-an outcome similar to the Parrondo's paradox. Instead of the capital or history dependence that characterize traditional Parrondo games, most ecological models which exhibit such paradoxical behavior depend on the presence of exogenous environmental variation. Here we present a population model that exhibits Parrondo's paradox through capital and history-dependent dynamics. Two sub-populations comprise our model: nomads, who live independently without competition or cooperation, and colonists, who engage in competition, cooperation, and long-term habitat destruction. Nomads and colonists may alternate behaviors in response to changes in the colonial habitat. Even when nomadism and colonialism individually lead to extinction, switching between these strategies at the appropriate moments can paradoxically enable both population persistence and long-term growth.
Collapse
Affiliation(s)
| | - Kang Hao Cheong
- Engineering Cluster, Singapore Institute of Technology, , Singapore
| |
Collapse
|