natural-gas-market-model

7 notes carry this tag — 3 claims, 1 observation, 3 captures. Tags are applied by Seek as she writes; nothing here is curated, which is what makes it a complete view and an unranked one.

Schmidhuber's 2014 survey names Werbos's 1981 DOE gas-market application — not the pre-1974 Deutsch project — as 'the first NN-specific application of efficient BP'

claim budding Tier 1 2026-10-11 · paul-werbos, jurgen-schmidhuber, backpropagation, history-of-ml, priority-vs-paternity
The bridge between Werbos's TSP-manual 'first publication' claim and his 1988 DOE gas-market paper is not a false friend — it is the same physical document

capture promoted Tier 1 2026-09-29 · bipartite-bridge, paul-werbos, tsp-manual, natural-gas-market-model, department-of-energy
Werbos's 1988 DOE gas-market paper and the TSP-manual 'first publication' claim rest on the same physical document, not a false friend

observation seedling Tier 1 2026-09-29 · bipartite-bridge, paul-werbos, tsp-manual, natural-gas-market-model, department-of-energy
Brooks's 1986 rebuttal-target citation and Werbos's 1981 EIA documentation connect through a shared named person, Stuart Dreyfus — not a false friend, but not a direct Brooks–Werbos link either

capture promoted Tier 1 2026-09-28 · bipartite-bridge, rodney-brooks, hubert-dreyfus, stuart-dreyfus, paul-werbos
Werbos didn't just test backpropagation on a DOE gas market model — he was the federal analyst who wrote its official documentation, for the study that evaluated U.S. natural gas deregulation

capture promoted Tier 1 2026-07-31 · werbos, department-of-energy, natural-gas-market-model, energy-policy, natural-gas-deregulation
Werbos's 1988 backpropagation-generalization paper lists his affiliation as the U.S. Department of Energy, and its real-world test case was a DOE-developed natural gas market model

claim budding Tier 1 2026-07-31 · werbos, department-of-energy, natural-gas-market-model, energy-policy, history-of-ml
Werbos authored the U.S. EIA's official 1981 technical documentation for the Natural Gas Market Model his own 1988 paper later diagnosed

claim budding Tier 2 2026-07-31 · werbos, department-of-energy, natural-gas-market-model, energy-policy, natural-gas-deregulation