Write . Alice wins on her st turn if complete rounds fail and then she succeeds. These disjoint events give the geometric series
Consequently
The probability of never obtaining a winner is . The small advantage over comes from taking the first turn.
The Maclaurin series give and . Inverting the latter using the geometric series gives
Multiplying the two expansions yields
The remainder is because the product already generates an term from .
The th screen distance is , starting at . The previous expected value therefore scales to . To justify the infinite linearity of expectation, note that throughout the restricted angular interval. Thus
This deterministic integrable bound justifies the expectation of an absolutely summable random series, even without assuming independent firing angles. Summing the geometric series gives
Write and use Lagrange multipliers for the particle-number and energy constraints. The stationary equations are
Thus . Finite normalization over infinitely many levels requires . Put , so . The geometric series gives
Therefore
For the energy constraint, use and , obtained by differentiating the geometric series. This yields
Recognizing the hyperbolic cotangent gives
The strict positivity of all occupations requires ; the paper's positivity assumptions alone do not guarantee this feasibility condition. For admissible energy the multiplier is uniquely . Equality is only the limiting state with all occupation in level zero, outside the stipulated strictly positive family; lower energy is impossible.
For rigor beyond formal multiplier equations, has fixed mean . The objective differs from times its information entropy only by the fixed constant . The maximum entropy distribution on the nonnegative integers is uniquely geometric at that mean, confirming the stationary family and its maximum character.
Multiply the Maclaurin series and the geometric series . The first two nonzero terms are
Set , the displacement from the expansion point. The numerator has Taylor series , while the reciprocal denominator has geometric series . Multiplication gives
The local power series converges for , the distance to the denominator's zero at .
For each fixed , the inner geometric series sums to . Summing this second geometric series gives
All terms are nonnegative, so there is no conditional-rearrangement issue; the iterated sum is finite and the double series converges. Equivalently, collecting equal values of gives .
The Newton root-finding iteration for this quadratic polynomial is
At , it gives . Its geometric series expansion is . Subtracting the expansion of the polynomial root yields
The definition of hyperbolic sine simplifies the composition exactly for :
Set . The geometric series , valid for , then gives
Divide numerator and denominator by before taking their Maclaurin series:
For the reciprocal denominator, the geometric series gives . Multiplying gives the Taylor expansion
Strictly, the original quotient has a removable singularity at zero; this is the Taylor series of its continuous, analytic extension with value one there. The absence of odd powers also follows because the ratio of these two odd functions is even.
For , the definition of hyperbolic cosine simplifies the composite function exactly:
Let . The geometric series gives
Adding and dividing by two gives the requested Taylor expansion:
The underlying infinite geometric expansion has .
Factor out the dominant cubic term and use a geometric series in :
Thus the requested leading term and absolute error order are
The relative error of retaining only the leading term is ; it differs from the absolute error order .
Let , and take equal subintervals of width . Since sine is continuous, its integral is the limit of the left-endpoint Riemann sums
Using Euler's formula, the corresponding complex sum is a finite geometric series:
Since ,
Taking imaginary parts gives
One can see the same limit entirely within the real sums: the finite trigonometric-sum identity obtained from this geometric sum gives
Thus the evaluation is explicitly by a Riemann sum, as required.
Both sums are geometric series. For first term and common ratio with , the sum is . Taking the initial term to be gives
and
Both have absolute convergence because the series of absolute values has ratio .
The absolutely convergent geometric series has sum for . Its Cauchy product with itself is
There are exactly pairs of nonnegative integers whose sum is . Relabeling proves
Absolute convergence justifies the multiplication and regrouping; no differentiation of an infinite series is needed.
Normalization of the probability mass function and the geometric series give
The tail is another geometric series:
Substitute into the geometric series, without taking any derivatives:
Thus the coefficient of in the Taylor series is when is even and zero when is odd. If nonzero terms are numbered from one, the th term is .
The inner geometric series has common ratio , so
The outer geometric series therefore converges as well, with value
All summands are nonnegative, so there is no cancellation or conditional-convergence issue in evaluating the nested sums.
Let . Integrate the finite geometric series identity over :
The remainder has absolute value at most . Hence the partial sums converge, with
This proves both convergence and the value of the alternating harmonic series without substituting an endpoint into an unproved infinite power series. Its convergence is conditional because the corresponding harmonic series of absolute values diverges.