Encyclopedia/All topics/Cost
Cost
Articles 241–300 of 310. Alphabetical by title.
Cost Ndim Xcoordinates Det X Hessian Matrix2 Formula
A compact formula gives the curvature of a two-component cost surface, and it reveals exactly where that curvature vanishes.
Cost Ndim Xcoordinates Det X Hessian Matrix2 Ne Zero Of Generic
A machine-checked theorem identifies exactly when a two-component cost model's curvature matrix stays invertible, and when it collapses.
Cost Ndim Xcoordinates Det X Hessian Matrix2 Of R Formula
A formula for the curvature of a two-component cost function reveals where the cost becomes flat, and where it does not.
Cost Ndim Xcoordinates Det X Hessian Matrix2 Zero Cost
At the point where recognition costs nothing, the second-derivative matrix of the cost function loses rank, a fact the framework's machine-checked library proves for two-compo
Cost Ndim Xcoordinates X Hessian Entry Diag
The diagonal entry of a cost function's second-derivative matrix has a closed formula that shows exactly when it vanishes.
Cost Ndim Xcoordinates X Hessian Entry Off Diag
A single formula governs how the recognition cost's curvature links any two distinct coordinates, and it vanishes exactly when the cost is at its minimum.
Cost Ndim Xcoordinates X Hessian Matrix2 Eq General
A machine-checked theorem shows that a general formula for the curvature of a cost surface collapses to the same entries as the direct two-component definition.
Cost Oscillatory Branch Audit
A machine-checked audit that finds a second solution to the core cost equation, then shows why physical requirements reject it.
Cost Oscillatory Branch Audit Oscillatory Branch Audit
A cosine-shaped curve satisfies the same composition law as the standard cost, but fails two basic physical requirements, so the standard cost remains unique.
Cost Oscillatory Branch Audit Oscillatory Cosh Add Identity
A cosine-based cost function satisfies the same core composition law as the unique solution, but fails two side conditions that reject it.
Cost Oscillatory Branch Audit Oscillatory Negative At Exp Pi
A cosine-shaped curve satisfies the same composition law as the recognition cost, but fails the calibration and nonnegativity tests that make the cost unique.
Cost Oscillatory Branch Audit Oscillatory Normalized
A cosine-shaped alternative to the recognition cost satisfies the core composition law, yet fails two basic physical requirements, sharpening what the uniqueness theorem actually p
Cost Oscillatory Branch Audit Oscillatory Not Calibrated
A cosine-shaped cost function satisfies the same core equation as the true cost, but a simple test at the origin rules it out.
Cost Oscillatory Branch Audit Oscillatory Not Nonnegative On Positive
A cosine-shaped cost function satisfies the same composition rule as the main one, but the framework rejects it for taking negative values.
Cost Oscillatory Branch Audit Oscillatory Satisfies Composition Law
A cosine-shaped cost function passes one of the Recognition Science tests, but fails the two that pick out the unique physical answer.
Cost Oscillatory Branch Audit Oscillatory Second Log Derivative
A cosine-shaped cost function satisfies the same composition law as the unique recognition cost, but a single derivative test rejects it.
Cost Real Character Factorization
A hidden multiplicative core inside the cost of recognition, extracted without assuming the anchor value at two.
Cost Real Character Factorization Doubled Trace D Alembert Of Sans Anchor
A formal theorem shows that a certain cost function obeys a clean multiplication rule, and it does so without needing a key assumption about the value 2.
Cost Real Character Factorization Nontrivial Character Value Nat Trace Mono
A machine-checked theorem shows that the value of a certain character never decreases as its input grows, a small but necessary step in a larger derivation.
Cost Real Character Factorization Nontrivial Character Value Principal On Nat
A machine-checked theorem shows that a certain extracted value, built from a cost function's behavior, is always at least 1 for every positive integer, under a condition that
Cost Real Character Factorization Rational Trace Nat Eq Two Of Two Eq Two
A single value at 2 forces the whole natural-number trace to stay at 2, a rigidity result about the cost of recognition.
Cost Real Character Factorization Rational Trace Pos Eq Two Of Two Eq Two
A machine-checked theorem shows that if a cost function's trace equals two at the number two, it equals two at every positive rational number.
Cost Real Character Factorization Real Character Candidate Principal On Pos Int
A machine-checked theorem shows that a certain candidate for a recognition cost's underlying character is positive on every positive integer, under a specific nontriviality co
Cost Real Character Factorization Real Character Candidate Small Traces Rational
A single functional equation governs how the framework's cost function behaves when its inputs are rational numbers, and the theorem shows that the equation alone, without ext
Cost Real Character Factorization Sans Anchor Real Character Factorization Targe
A machine-checked theorem shows that any cost function obeying a stripped-down composition law must factor into a simple multiplicative character, with no extra anchor at two.
Cost Real Trace Root
A simple quadratic formula, the trace root, is the hidden engine that makes a family of cost functions compose cleanly, a fact the framework's library proves by machine.
Cost Real Trace Root Larger Trace Of Diff Sq
A theorem about a quadratic equation pins down which of two possible values is the one that matters, a step in building a forced cost function.
Cost Real Trace Root Mul Dalembert Diff Sq
A single algebraic identity links the product and quotient of a function to its values at the inputs, and it is proved in a machine-checked library.
Cost Real Trace Root Mul Dalembert Diff Sq Trace
A machine-checked identity shows how two independent recognition costs combine, and it stops exactly at the algebra.
Cost Real Trace Root Mul Dalembert Duplication
A simple algebraic law about a function's values at products and quotients forces a clean formula for its value at a square.
Cost Real Trace Root Mul Dalembert Prod
A functional equation for doubling and halving numbers yields a pure algebraic identity that links squares, products, and quotients.
Cost Real Trace Root Real Trace Root Add Inv
A simple algebraic identity about a square-root expression, proved in a machine-checked library, that anchors how the framework's cost function behaves.
Cost Real Trace Root Real Trace Root Ge One
A simple inequality about a quadratic's root guarantees that a key recognition cost never drops below one, anchoring the framework's scale.
Cost Real Trace Root Real Trace Root Sq Sub Four Nonneg
A small lemma guarantees that the formula for a key recognition cost stays real, not imaginary.
Cost Symplectic Action
A conservation law in a double-entry ledger turns out to be the same thing as preserving area, and that geometric fact alone forces the ledger's cost function.
Cost Symplectic Action Conserves Sigma Iff Defect Zero
A simple algebraic identity says when a linear map of a two-dimensional ledger preserves area, and what it does not say about physics.
Cost Symplectic Action Conserves Sigma Iff Preserves Area
A conservation law in a double-entry ledger turns out to be the same thing as a map that preserves area, a fact that forces the ledger's cost function into a unique form.
Cost Symplectic Action Jcost Forced By Symplectic Action
A single conservation law, that a ledger never creates imbalance, forces the unique cost formula J(x) = ½(x + x⁻¹) − 1, and the formula turns out to be the action of an area-preser
Cost Symplectic Action Rcl From Symplectic Action
A single conservation rule, that a ledger creates no net imbalance, turns out to force the exact formula for recognition cost through geometry alone.
Cost Symplectic Action Trace Identity Of Conserves Sigma
A simple matrix identity, the trace identity, turns the ledger's conservation law into the exact equation that forces the framework's unique cost function.
Cost Symplectic Action Trace Mul Add Trace Mul Adjugate
A simple matrix fact about 2x2 matrices, the trace identity, turns out to be the engine behind the framework's entire cost function.
Cost T5 Cost Uniqueness On Pos
A single formula for the cost of recognition is forced by five plain conditions, and a machine-checked theorem proves no other positive formula can work.
Cost Trace Rational Exponent
A rational trace on a cost function forces the exponent to be an integer, ruling out fractional scaling in the framework's gauge classification.
Cost Trace Rational Exponent Exponent Is Positive Integer
A rational trace at the small bases forces a positive exponent to be a whole number, and the proof leans on an imported number-theory input.
Cost Trace Rational Exponent Golden Square Has Trace Three
The golden ratio's square is the real number that, added to its own reciprocal, gives exactly three, a fact with a surprising consequence for rational arithmetic.
Cost Trace Rational Exponent Int Of Rat Exponent Of Trace Rat
A simple arithmetic fact about powers of two governs which exponents can appear in the framework's cost functions.
Cost Trace Rational Exponent No Rational Character At Trace Three
The number 3 can be written as r + 1/r for a real number r, but no rational r works, and that fact shapes how the framework handles exponents.
Cost Trace Rational Exponent Rat Of Trace Rat Of Pow Rat
A number with a rational trace and a rational power must itself be rational, a small fact that pins down the allowed exponents in the framework's cost classification.
Cost Trace Rational Exponent Six Exponentials Trace Input
A machine-checked library states a precise condition under which a real exponent must be rational, and proves the arithmetic steps around it.
Cost Uniqueness
The condition that the first derivative of the transformed cost vanishes at zero is what selects cosh, and with it the unique cost function, from the family of solutions to the com
Cost Uniqueness Jcost Continuous Pos
A small piece of a larger proof: the cost function J(x) = (x + 1/x)/2 - 1 is continuous for all positive x, a fact that lets a uniqueness theorem reach every positive input.
Cost Uniqueness Jcost Is Calibrated
A single number, forced by a second derivative, pins down the only possible cost of recognition.
Cost Uniqueness Jcost Is Reciprocal
A single function describes the forced cost of recognition, and its first defining property is that swapping a ratio for its reciprocal costs the same.
Cost Uniqueness Jcost Satisfies Composition Law
A single equation pins down the cost of recognition, and this theorem proves the candidate cost obeys it.
Cost Uniqueness T5 Uniqueness Complete
A single function describes the cost of recognition, and the framework proves no other function can do the job.
Cost Uniqueness Unique Cost On Pos
A single formula describes the unavoidable cost of recognizing anything, and the framework proves no other formula can do the job.
Cost Uniqueness Unique Cost On Pos From Rcl
A single cost function for recognition is forced by five plain conditions, a result proved in a machine-checked library of formal theorems.
Cost Unit From Minimality
A discrete ledger of recognition events has a smallest nonzero charge: the first distinction costs 1/4, and every higher power costs more.
Cost Unit From Minimality Anchor Is Minimality Over Powers
In the framework's cost calculus, the unit base is the unique power that minimizes cost, a fact its machine-checked library proves.
Cost Unit From Minimality Cost Of The First Distinction
A machine-checked proof shows that the first step in a discrete ledger of recognition events carries a fixed cost of one quarter, and that no smaller positive step exists.