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PREDICTIONS – 10 Years Later - Santa Fe Institute

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APPENDIX A<br />

the two varieties will be multiplied by 1/(1– k). In n generations then we<br />

will have the ratio of populations as<br />

N 2 R o N 2<br />

—— = ——— where R o = —— at t=0 (4)<br />

N 1 (1–k) n N 1<br />

Whenever k is small—in biology it is typically around 0.001—<br />

Equation (4) can be approximated as<br />

N 2<br />

—— = R o e kn (5)<br />

N 1<br />

which is the same as Equation (3) since N 2 = M – N 1 . The only difference<br />

between this case and the one in the previous section is that here<br />

we have an initial condition (R o ) while there we had a final condition<br />

(M). In a typical application the single occupancy implies determination<br />

of the final ceiling M from early data, a procedure subject to large uncertainties<br />

addressed in detail in Appendix B. The two-competitor<br />

typical case deals with evolution in relative terms. The final ceiling of<br />

the process is by definition equal to <strong>10</strong>0 percent. The determination of<br />

the trajectory is not sensitive to the size of the niche, which may be<br />

varying throughout the substitution process. This permits a reliable forecast<br />

of the competitive “mix” even in situations where the overall<br />

“market” may be going through unpredictable convulsions.<br />

Multiple Competition: Many Competitors at the Same Time<br />

One approach dealing with the many-competitor case developed by<br />

Nakicenovic 7 is based on successive one-to-one substitutions. The ratio<br />

of population i divided by the sum of all other populations follows<br />

Equation (3) for all competitors except one, typically the leader, whose<br />

share is calculated as what remains from <strong>10</strong>0 percent after all other<br />

shares have been subtracted. Thus, the trajectory of every competitor<br />

will in general be an S-curve—either a growing one or a declining<br />

277

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