What the source specifies
A performance delta vector drives a matrix pressure and log-weight softmax update, with explicit advertising and conversion metric definitions.
Equations and variants
Every visible complete mathematical relation has a linked record, including parameter definitions, constraints, decorative corner equations and repeated formula variants. The original images and full reading copies are available through the source links.
Source findings and limits
Strategy labels shown around the weights diagram are urgency, authority, emotional_pull, curiosity, visual_contrast, social_proof, offer_strength, clarity, trust_signal, and call_to_action.
The five-step workflow restates measure, compute deltas, apply matrix pressure, reweight, and optimize; it adds no further numeric equation.
This poster is conceptual evidence for the proposed update, not a verification of improved engagement or conversion.
Equations in this build
11 linked mathematical records. Each opens its notation, interpretation and source.
Adaptive strategy-weight update
Updates the strategy distribution by applying softmax to log current weights plus scaled performance pressure.
Marketing performance-change vector
Collect seven changes into a signal vector. Click-through rate, conversion rate, revenue per click and engagement enter positively; cost per click, cost per acquisition and bounce…
Performance pressure
Maps the delta vector through a performance matrix to produce pressure for each strategy dimension.
Illustrative pressure-input vector
Shows seven example signed input values entering the depicted matrix product.
Click-through rate
The share of impressions that receive clicks; it requires a nonzero impression count. Defines the named performance ratio used or referenced in the framework.
Cost per click
Average spend per click over a common reporting window; it requires nonzero clicks. Defines the named performance ratio used or referenced in the framework.
Cost per thousand impressions
Spend scaled to one thousand impressions; it requires nonzero impressions. Defines the named performance ratio used or referenced in the framework.
Cost per acquisition
Average spend per recorded acquisition; acquisition criteria and attribution window must be specified. Defines the named performance ratio used or referenced in the framework.
Conversion rate
The ratio of conversions to visitors in the selected population. The poster uses visitors rather than sessions or clicks. Defines the named performance ratio used or referenced…
Revenue per click
Revenue divided by clicks over a consistent attribution interval; zero-click periods require a handling rule. Defines the named performance ratio used or referenced in the…
Bounce rate
Defines the named performance ratio used or referenced in the framework.