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2024-02-11: Symbolic algebra and typing

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2023-05-18: Math of telephone billing mystery

2023-05-05: Franklin and DNA More information…

2023-04-25: On angle and dimension

2023-02-20: On Leonardo da Vinci and Gravity

2022-04-29: Fabricating Evidence to catch Carmen Sandiego

2022-03-04: Probabilistic law of the excluded middle

2020-05-04: Archimedes and the sphere

2019-05-16: Glow worms return

2019-04-11: Original memetic sin

2019-01-31: The theory of weight

2018-11-06: Origins of telephone network theory

2018-10-24: Modern thought

2018-09-10: Feeding a controversy

2018-06-11: Glow worm distribution

2018-04-23: Outlawing risk

2017-08-22: A rebuttal on the beauty in applying math

2017-04-22: Free googles book library

2016-11-02: In search of Theodore von Karman

2016-09-25: Amath Timeline

2016-02-24: Math errors and risk reporting

2016-02-20: Apple VS FBI

2016-02-19: More Zika may be better than less

2016-02-17: Dependent Non-Commuting Random Variable Systems

2016-01-14: Life at the multifurcation

2015-09-28: AI ain't that smart

2015-06-24: Mathematical Epidemiology citation tree

2015-03-31: Too much STEM is bad

2015-03-24: Dawn of the CRISPR age

2015-02-12: A Comment on How Biased Dispersal can Preclude Competitive Exclusion

2015-02-09: Hamilton's selfish-herd paradox

2015-02-08: Risks and values of microparasite research

2014-11-10: Vaccine mandates and bioethics

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2014-06-21: Kurtosis, 4th order diffusion, and wave speed

2014-06-20: Random dispersal speeds invasions

2014-05-06: Preservation of information asymetry in Academia

2014-04-16: Dual numbers are really just calculus infinitessimals

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2014-02-25: Fiber-bundles for root-polishing in two dimensions

2014-02-17: Is life a simulation or a dream?

2014-01-30: PSU should be infosocialist

2014-01-12: The dark house of math

2014-01-11: Inconsistencies hinder pylab adoption

2013-12-24: Cuvier and the birth of extinction

2013-12-17: Risk Resonance

2013-12-15: The cult of the Levy flight

2013-12-09: 2013 Flu Shots at PSU

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2013-11-22: Crying wolf over synthetic biology?

2013-11-21: Tilting Drake's Equation

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2013-11-15: Adobe leaks of PSU data + NSA success accounting

2013-11-14: 60 Minutes misreport on Benghazi

2013-11-11: Making fairer trading markets

2013-11-10: L'Hopital's Rule for Multidimensional Systems

2013-11-09: Using infinitessimals in vector calculus

2013-11-08: Functional Calculus

2013-11-03: Elementary mathematical theory of the health poverty trap

2013-11-02: Proof of the circle area formula using elementary methods

A Comment on How Biased Dispersal can Preclude Competitive Exclusion

Let \(n(t)\) be a vector for population abundances at time \(t\) accross a set of interconnected patches, with \(n_i(t)\) being the number in patch \(i\). Let's adopt the minimal patch-dynamics model \begin{gather} \dot{n}_i = r n_i ( 1 - n_i/K_i ) + ( D n )_i \end{gather} where \(r\) is the net proliferation rate, \(K_i\) is the carrying capacity in patch \(i\), and the dispersal-rate matrix \(D\) is a column-stochastic rate matrix (\(-D\) is a Z-matrix, under the definition of Horn and Johnson, with columns that sum to 0). It should have been established using convexity and monotonicity that as long as \(D\) communinicates (\(e^D\) is strictly positive), there is one steady state \(n=0\) and a positive steady-state \(n = n^* > 0\).

Now, assume, we introduce a new species with abundances \(c\). This species can invade at low densities if and only if \begin{gather} \dot{c}_i = r_c c_i (1- n_i^*/K_i) + (D_c c)_i \end{gather} grows from a small initial condition. It's well known that this is the case if \(r_c > r\), but what if \(c\) is an inferior competitor and \(r > r_c\) ? In the absence of dispersal, we expect competitive exclusion of the less-efficient species. Can dispersal change this? What if the competitor can exploit a different dispersal pattern than the dominate species?

Because the columns of \(D\) sum to \(0\), then at steady-state, \[ \sum_i \dot{n}^*_i = r \sum_i n^*_i (1-n^*_i/K_i) = 0.\] Since \( ( \forall i, n^*_i > K_i ) \rightarrow \sum_i \dot{n}^*_i < 0 \) and \( ( \forall i, 0 < n^*_i < K_i ) \rightarrow \sum_i \dot{n}^*_i > 0 \), either \( \forall i, n^*_i = K_i\) or \(\exists (j, \ell) : n^*_j > K_j\) and \(n^*_{\ell} < K_{\ell}\). Under what conditions is \(n^*_i = K_i \forall i\)? Well, \begin{gather} 0 = r K \circ ( 1 - K/K ) + ( D K ) = D K, \end{gather} so \(K\) must be in the right nullspace of \(D\). In particular, if the environment is homogeneous e.g. carrying capacity is constant in all patches, and \(D\) is also a row-stochastic rate matrix (including symmetric matrices where \(D = D^T\), coorsponding to balanced dispersal). But under balanced dispersal in a heterogeneous environment, unbalanced dispersal in a homogeneous environment, and almost all cases of unbalanced dispersal in a heterogeneous environment, there is some patch \(\ell\) where \(n^*_{\ell} < K_{\ell}\). It follows, then, that \begin{gather} \dot{c}_{\ell} = r_c c_{\ell} (1- n_{\ell}^*/K_{\ell}) + (D_c c)_{\ell} > 0 \end{gather} such that the inferior competitor can coexist with the dominate competitor, provided dispersal is sufficiently slow (\(D_c \approx [[0]]\)).

See Hastings (1983) and McPeek (1992) allong with the related literature for more information.