12.38 Compulsory packet factors and normalization expense
Searchable transcription
For seed store A, visitd(A) consists of fine bonds with a coarse endpoint in its radius-d dome, and pens is its nontrunk visit10B. Set mg(β) = chartScale( √ 2πβ−1/2)dim Color. The full exponent is
Searchable transcription
steamLog = −β[quoteNear(A, u) + farBills(A)] + X visit200B(A) condensation(e) + X plaza(dome304B(A)) gentry(e, u) −| pens(A)| log mg(β).
FarBills is the nonnegative orientation-average of extracted mean half-squares on posted 200 rows. Multiply its exponential by the order profile, actual 300
tag tickets and sector profiles, and 304
tangent enforcement to obtain the nonnegative packet. Nonzero packet forces every individual enforcement cone there nonzero. Profiles are in [0
1]; ticket bound
gives
steam
, paying its whole ticket cost once.
For nonnegative upper bounds on absolute condensation, absolute gentry and
log
, endpoint census gives
visit
shares(
) ballCost(
Axis
. The gentry plaza is contained in visit
) and pens in visit
), so dropping only
farBills bounds ancillary expense by
Searchable transcription
shares(A)[Q0 swept(200B + 2) + C0 swept(304B + 2) + K0 swept(10B + 2)],
where swept() = ballCost(
Axis
, in addition to
quoteNear. Finally
Searchable transcription
−log mg = −log chartScale −dim(Color) log √ 2π + 1 2 dim(Color) log β.
For 0 , monotonicity gives log
log(2
). Thus the entire measure expense has an upper bound depending only on log(2
) and fixed chart/color constants, and is eventually bounded above by
Delay
bill(
), without a lower coupling-band assumption. The point-charge core bound and the packet annulus estimate show that the gain in quoteNear dominates these counted expenses. Core and annulus income pay these exact counts. The source lift retains frozen-measure normalization, all individual guards and the nonnegative farBills term, even when the bound drops that term by its justified sign.
12.39 The short correction family
Retain three local letter kinds with their fixed geometric sleeves. The signed energy letter outside the 200 seed neighborhood is
Searchable transcription
−β orientation[enforce2a(u, booth(o)) light(u) + extracted(μ)],
and zero inside. Condensation is zero when either bond endpoint touches that dome. The Haar-log letter is retained only at hot links outside the 304 plaza.
On the original seeded sector, remote light equals the energy debit. Noise equality is definitional. For curvature turn fields, tags and store together: sector membership and positive likelihood supply Interior. If a queried retention threshold is below two, room puts that read within Interior and toll is at most2; if it is at least two, the universal chord bound supplies retention. The retained path field is therefore unchanged and exact curvature splitting identifies light with debit. This sector hypothesis is needed for that equality, not for the following all-field envelope.
The protected mean has path bound of rate
1, so at most two parent half-squares bound extracted by
. Let
of rate
2 bound light on a clean grafted hull with tangent size 4
fiery,
and let of rate
2 bound remote condensation. If enforcement vanishes, its light product is zero. Otherwise its protection bounds every booth tangent by 4
fiery and distant grafting supplies the same clean hull; the profile is at most one, giving product bound
. Seed separation supplies the required parent/hull margins. For 0
, orientation in [0
1], the energy letter is bounded by
of rate
has rate one,
rate
2, and
rate
2. Haar is bounded by
fiery of that rate. Hence
fiery +
is an eventual nonnegative all-field envelope for all three kinds and admissible couplings. A bond touching the dome at an endpoint has its parent in the one-site enlargement; conversely, if it does not touch the dome its parent is outside it. These endpoint facts justify the condensation exclusion. The light, remote-condensation, grafted-signal, mean and Haar estimates supply the inputs to the common envelope. The lift preserves the three letter identities and the distinction between sector equality and all-field bounds, retaining actual enforcement rather than differentiating or dropping its hard support.
Provenance of the two bounds in the short correction family. The two bounds used by the short correction family are outputs of earlier constructions and not separate suppositions. The light bound is from the annulus estimates, with grafted tangent bound
fiery(
): the soft-square and mismatch terms have rate
2 and the two quartic or squaredguide corrections have rate
2, so after weakening the latter
has rate
2. The condensation bound is
= dim g
pulseHead(repair) from the local plate comparison: its repair envelope has rate
2, its window census has rate zero and its fixed inverse-window constants do not depend on
has rate
2. In the realization these are the same scalar functions of the tagged level, read from the same annulus and plate records; the rate calculus (finite sums keep the larger rate, products add rates) is applied to identical numbers, so the lifted short family has the same two rates and no rate is introduced by the lift.
12.40 Base stroke at a fixed multiple of the small-field scale
For integer set pcap(
PlaqAxes
. Axial flattening on radius
+ 1 and temp at most 2
give radius-
chord bound pcap(
. Here
is fixed per finite query, not increased to
For a replica plaquette with clean radius-five hull use = 4. Its replica links are identity or gauged coarse links, bounded by pcap(4)
. Replacing exterior links by identity leaves its product unchanged; chord and curvature norm are at most 4 pcap(4)
. Every retained fine base-moment slot lands at such a plaquette within the original clean radius-
hull: its actual path length is bounded by till(
), and the room inequalities ensure this inclusion. Adjoint travel preserves curvature norm, so absolute path summation and the direct coordinate give
Searchable transcription
∥Xf,R(replica(V ))∥≤4 pcap(4)( q directtop + pathstop)t =: C1t.
A common gauge for all slots is unnecessary because only each curvature norm is estimated.
For noise instead fix = predictionReach(
). Flatten that fixed hull and extend its logarithm to
with
pcap(
). Its linear copy
obeys the same bound and exponential replica identity. Predictor locality with actual tags identifies the base noise with
Test(
). Its uniform Taylor bound gives size at most
eventually, with
and the chart radius. Gauge covariance returns the original bound. Thus
bounds every clean-hull base stroke by a fixed multiple of
; this is the crowns input to the global mean bound, obtained without spending an extra growing-radius factor. The lift retains which queries share
a gauge and which need only invariant norms; it does not combine distinct local gauges into an unsupported global preparation.
12.41 Global mean, stationary residual and Gaussian rearrangement
Keep the global estimate separate from the sharper remote path estimate. Use the selected rows, frozen cutofffield and inverse-window bounds. If base stroke is at most, guide at most
oriented operator at most
and saved field at most 2
, selected-row cleanliness gives
Searchable transcription
∥priced(0)∥≤scale(A0 + M + 2NγK)t =: b1t.
Unselected rows are zero. This uses the saved bound without a global gauge. The transpose price gives coordinate bill bound
. Let
be the inverse-column pad and
. Its column price
= payE then gives
and color-field mean at most dim(Color)
. Symmetry of
yields exactly
Searchable transcription
Aμcount + b = −A(P −A−1)⊤b.
Plate price and pad error give residual bound
distPay(
Taking
= 1 + max(
dim(Color)
0) bounds all three global quantities. The residual has any prescribed rate
, because the scraps estimate, hence distPay, has rate
2 and
has rate
This supplies the mean/residual hypotheses of the correction budgets. The clean base-stroke and uniform maximum estimates supply
For the exact exponent retain, mean
in count coordinates, bill
, covariance
0 and
. Expanding finite affine squares gives
Searchable transcription
liftSq(μ + gz) = liftSq(μ) + g⟨z, b + D⊤Dμ⟩+ 1 2g2⟨z, D⊤Dz⟩.
This polarization expands each affine-row square and sums its finite color coordinates. Dormant mean is zero. With ghost = = 1 and
, rearrangement yields
Searchable transcription
−β liftSq(μ + gz) −ghost(z) = −β liftSq(μ) + ⟨z, bhβ⟩ + 1 2⟨z, (C−1 ref −A)z⟩−1 2⟨z, C−1 ref z⟩,
Indeed before adding and subtracting the reference quadratic form the exponent is exactly
Searchable transcription
−β liftSq(μ) −g−1⟨z, Aμ + b⟩−1 2⟨z, Az⟩.
Searchable transcription
Here the linear coefficient is exactly bhβ = −g−1(Aμ + b), since Ssleepμ = 0. The last term is the reference Gaussian, the preceding quadratic term its itinerary correction and the linear term its first correction. Ghost supplies the dormant diagonal with normalized integral one. This pointwise identity holds regardless of later profile zeros or sector events. The lift retains the same count coordinates and every exponent term before any integration.
12.42 Pointwise Gaussian chain corrections
Searchable transcription
For the completed plate and symmetric reference covariance set Serr = ACref −I and bhβ = −g−1(A drift +b). The first correction at a link is its finite color pairing with z, multiplied by aperture: the cone profile at twice enforcement radius on hot links and one otherwise. An itinerary of n + 2 link steps has half-bilinear quadratic correction with the ordered block product of n + 1
factors and terminal
, multiplied by both endpoint apertures. At fixed starting link and
, summing itineraries restores the intermediate link/color sums of matrix multiplication, hence exactly (
. The terminal factor remains in its value and price.
Dormant plate/covariance rows and columns are identity, so vanishes if either endpoint is dormant. Mean and bill vanish there too. Induction along a nonzero chain shows both endpoints hot: the final
cannot connect hot to a distinct dormant identity row. Let
= gStep(
, nonzero endpoint aperture gives
atmos(
, hence
Searchable transcription
∥atmos(z)e∥≤g−1t(4a + K) = heat(a, K, t, β).
Searchable transcription
An envelope U at least heat bounds each endpoint color coordinate, and aperture is at most one. For coordinate first-correction size M, | qfirste | ≤dim(Color)UM, including dormant zeros. Write Rc = dim(Color), dpay = distPay(η, r, Q, m, B) and Merr = Qdpay. Entry bounds are Merr for discrepancy and Q for terminal plate. Summing its n + 1 intermediate color indices, with the source’s extra convenient color factor, bounds each block-product entry by Rn+2 c QMn+1 err . Endpoint sums then give | chain | ≤1 2U2Rn+4 c QMn+1 err = centreQ(U) etaSn,
Searchable transcription
centreQ(U) = 1 2U2R4 cQ(Qdpay), etaS = RcQdpay.
Nonzero itineraries are armed: every parent hop is at most 3, else the finite-range discrepancy/plate block vanishes. Define capQ by this geometric bound on armed itineraries and zero elsewhere. Splitting zero aperture, zero pairing and nonzero cases proves the pointwise bound for all
. The lift retains ordered hops, full color census and endpoint apertures; these bounds use no extra Gaussian tail event and no deletion of the terminal plate.
12.43 Convergent ordered inverses and logarithms
Weighted absolute row/column prices multiply at any nonnegative width. Price 1 gives
Searchable transcription
price qn; the finite identity (P n<N En)(I −E) = I −EN and EN →0 prove P n≥0 En = (I −E)−1
with absolute entry convergence. The two source orders remain distinct:
Searchable transcription
AP −I = E =⇒A−1 = X n≥0 P(−E)n, AC −I = E =⇒C−1 = X n≥0 (−E)nA, C−1 −A = X n≥0 (−E)n+1A.
Searchable transcription
They follow by multiplying the inverse of I+E on the appropriate side, without commuting matrices. Absolute entry convergence permits each fixed multiplication and removal of the zeroth term. For Gs = I + s(A −I) invertible on [0, 1], factor it near r as [I + (s −r)(A −I)G−1 r ]Gr. The linear determinant coefficient is trace, giving ∂s log | det Gs| = tr((A −I)G−1 s ). Adjugate continuity and compact nonvanishing allow integration to
Searchable transcription
log | det A| = Z 1 0 tr((A −I)G−1 s ) ds.
Searchable transcription
Positive plates have positive determinant. Let Ps be the principal-column pad and Es = GsPs −I, of uniform price ρ = scraps(B) < 1. Since GsPs = I + Es, one has G−1 s = Ps(I + Es)−1; hence the pad Ps occurs once in each term of the following expansion and only the residual −Es is raised to the power n: (A −I)G−1 s = X n≥0 (A −I)Ps(−Es)n.
Each continuous diagonal is bounded by ( + 1) payE
, uniformly in
. The interval has length one, so the sum of the norms of the diagonal integrals is bounded by the same summable geometric majorant, independently of
. Thus integral and series commute absolutely, before the finite coordinate sum. Writing its diagonal integrals as lact
) and localBase
=lact
(0) gives
Searchable transcription
log det A = X i localBasei + X X n≥0 lacti(n + 1). i
The local diagnostic alone is the zeroth term; arms recover the full determinant. Applying the same interpolation to with discrepancy price below one gives
Searchable transcription
Z 1 log | det(I + E)| = X X 0 [E(−sE)n]ii ds. n≥0 i
Uniform bounds justify the exchange. For
, positive determinants identify this with log det
+ log det
, the actual covariance normalization defect. The lift retains ordered arms and their local prices, using uniform summability before finite coordinate sums; a global volume factor is not silently treated as a local bound.
12.44 Itinerary receipts, scalar stamps and address counts
An itinerary of hops retains an initial fine link and an ordered list of
successors. A hop armed at radius
has a pair of coarse endpoints within
; since parents are within one site of either endpoint, successive parents are within
+ 2. The town of a link is the
halo of its two coarse endpoints. It contains its parent and lies in its radius-(
+ 1) ball, hence in radius (
for the positive lattice scale
. Write steady(
) = ballCost(
+1). Its
-cover uses at most this many tiles. The receipt includes the towns of all links, including initial and final links. If
consecutive towns meet: the successor parent lies in both. The meeting-support covering inequality and induction give coverNumber
(receipt)
+ 1) steady(
For tenure, points in the first town lie within + 1; points in the remaining receipt pay at most
+ 2 to its next parent and then its inductive bound. Thus, using
+ 1, the same induction puts every receipt point within (
+ 1) of the initial parent. These are respectively the covering and tenure inputs to the address census.
For continuous matrix factors, define the stamp of a returning itinerary by integrating over 0
1 the color trace of its ordered block product; nonreturning itineraries contribute zero. Expansion of finite matrix multiplication gives exactly