{"paper":{"title":"Marginalizing Out Future Passengers in Group Elevator Control","license":"http://arxiv.org/licenses/nonexclusive-distrib/1.0/","headline":"","cross_cats":["cs.SY"],"primary_cat":"cs.AI","authors_text":"Daniel N. Nikovski, Matthew Brand","submitted_at":"2012-10-19T15:07:17Z","abstract_excerpt":"Group elevator scheduling is an NP-hard sequential decision-making problem     with unbounded state spaces and substantial uncertainty. Decision-theoretic     reasoning plays a surprisingly limited role in fielded systems. A new     opportunity for probabilistic methods has opened with the recent discovery of a     tractable solution for the expected waiting times of all passengers in the     building, marginalized over all possible passenger itineraries. Though     commercially competitive, this solution does not contemplate future passengers.     Yet in up-peak traffic, the effects of future"},"claims":{"count":0,"items":[],"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"source":{"id":"1212.2499","kind":"arxiv","version":1},"verdict":{"id":null,"model_set":{},"created_at":null,"strongest_claim":"","one_line_summary":"","pipeline_version":null,"weakest_assumption":"","pith_extraction_headline":""},"references":{"count":0,"sample":[],"resolved_work":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57","internal_anchors":0},"formal_canon":{"evidence_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"author_claims":{"count":0,"strong_count":0,"snapshot_sha256":"258153158e38e3291e3d48162225fcdb2d5a3ed65a07baac614ab91432fd4f57"},"builder_version":"pith-number-builder-2026-05-17-v1"}