FRINK Linked Data Fragments server

Matches in SemOpenAlex for { <https://semopenalex.org/work/W2945505382> ?p ?o ?g. }

• W2945505382 abstract "Vacant taxi drivers' passenger seeking process in a road network generates additional vehicle miles traveled, adding congestion and pollution into the road network and the environment. This paper aims to employ a Markov Decision Process (MDP) to model idle e-hailing drivers' optimal sequential decisions in passenger-seeking. Transportation network companies (TNC) or e-hailing (e.g., Didi, Uber) drivers exhibit different behaviors from traditional taxi drivers because e-hailing drivers do not need to actually search for passengers. Instead, they reposition themselves so that the matching platform can match a passenger. Accordingly, we incorporate e-hailing drivers' new features into our MDP model. The reward function used in the MDP model is uncovered by leveraging an inverse reinforcement learning technique. We then use 44,160 Didi drivers' 3-day trajectories to train the model. To validate the effectiveness of the model, a Monte Carlo simulation is conducted to simulate the performance of drivers under the guidance of the optimal policy, which is then compared with the performance of drivers following one baseline heuristic, namely, the local hotspot strategy. The results show that our model is able to achieve a 17.5% improvement over the local hotspot strategy in terms of the rate of return. The proposed MDP model captures the supply-demand ratio considering the fact that the number of drivers in this study is sufficiently large and thus the number of unmatched orders is assumed to be negligible. To better incorporate the competition among multiple drivers into the model, we have also devised and calibrated a dynamic adjustment strategy of the order matching probability." @default.
• W2945505382 created "2019-05-29" @default.
• W2945505382 creator A5010419481 @default.
• W2945505382 creator A5029107120 @default.
• W2945505382 creator A5030705495 @default.
• W2945505382 creator A5031176876 @default.
• W2945505382 creator A5049787333 @default.
• W2945505382 date "2019-05-23" @default.
• W2945505382 modified "2023-09-27" @default.
• W2945505382 title "Where to Find Next Passengers on E-hailing Platforms? - A Markov Decision Process Approach" @default.
• W2945505382 cites W1515851193 @default.
• W2945505382 cites W1574575548 @default.
• W2945505382 cites W1961782630 @default.
• W2945505382 cites W1964612884 @default.
• W2945505382 cites W1972955000 @default.
• W2945505382 cites W2004653189 @default.
• W2945505382 cites W2010672263 @default.
• W2945505382 cites W2039767004 @default.
• W2945505382 cites W2046294346 @default.
• W2945505382 cites W2066277890 @default.
• W2945505382 cites W2071952920 @default.
• W2945505382 cites W2073794668 @default.
• W2945505382 cites W2073825512 @default.
• W2945505382 cites W2076804069 @default.
• W2945505382 cites W2098432798 @default.
• W2945505382 cites W2098774185 @default.
• W2945505382 cites W2103189491 @default.
• W2945505382 cites W2103428304 @default.
• W2945505382 cites W2106251367 @default.
• W2945505382 cites W2108610625 @default.
• W2945505382 cites W2119567691 @default.
• W2945505382 cites W2132968912 @default.
• W2945505382 cites W2337281148 @default.
• W2945505382 cites W2538506242 @default.
• W2945505382 cites W2586565795 @default.
• W2945505382 cites W2757649114 @default.
• W2945505382 cites W2788997482 @default.
• W2945505382 cites W2808810245 @default.
• W2945505382 cites W2897791609 @default.
• W2945505382 cites W2909546160 @default.
• W2945505382 cites W2962764167 @default.
• W2945505382 cites W981579311 @default.
• W2945505382 hasPublicationYear "2019" @default.
• W2945505382 type Work @default.
• W2945505382 sameAs 2945505382 @default.
• W2945505382 citedByCount "1" @default.
• W2945505382 countsByYear W29455053822021 @default.
• W2945505382 crossrefType "posted-content" @default.
• W2945505382 hasAuthorship W2945505382A5010419481 @default.
• W2945505382 hasAuthorship W2945505382A5029107120 @default.
• W2945505382 hasAuthorship W2945505382A5030705495 @default.
• W2945505382 hasAuthorship W2945505382A5031176876 @default.
• W2945505382 hasAuthorship W2945505382A5049787333 @default.
• W2945505382 hasConcept C105795698 @default.
• W2945505382 hasConcept C106189395 @default.
• W2945505382 hasConcept C127313418 @default.
• W2945505382 hasConcept C127413603 @default.
• W2945505382 hasConcept C146481406 @default.
• W2945505382 hasConcept C154945302 @default.
• W2945505382 hasConcept C159886148 @default.
• W2945505382 hasConcept C173801870 @default.
• W2945505382 hasConcept C22212356 @default.
• W2945505382 hasConcept C33923547 @default.
• W2945505382 hasConcept C41008148 @default.
• W2945505382 hasConcept C42475967 @default.
• W2945505382 hasConcept C8058405 @default.
• W2945505382 hasConcept C97541855 @default.
• W2945505382 hasConceptScore W2945505382C105795698 @default.
• W2945505382 hasConceptScore W2945505382C106189395 @default.
• W2945505382 hasConceptScore W2945505382C127313418 @default.
• W2945505382 hasConceptScore W2945505382C127413603 @default.
• W2945505382 hasConceptScore W2945505382C146481406 @default.
• W2945505382 hasConceptScore W2945505382C154945302 @default.
• W2945505382 hasConceptScore W2945505382C159886148 @default.
• W2945505382 hasConceptScore W2945505382C173801870 @default.
• W2945505382 hasConceptScore W2945505382C22212356 @default.
• W2945505382 hasConceptScore W2945505382C33923547 @default.
• W2945505382 hasConceptScore W2945505382C41008148 @default.
• W2945505382 hasConceptScore W2945505382C42475967 @default.
• W2945505382 hasConceptScore W2945505382C8058405 @default.
• W2945505382 hasConceptScore W2945505382C97541855 @default.
• W2945505382 hasLocation W29455053821 @default.
• W2945505382 hasOpenAccess W2945505382 @default.
• W2945505382 hasPrimaryLocation W29455053821 @default.
• W2945505382 hasRelatedWork W1923520340 @default.
• W2945505382 hasRelatedWork W1987015349 @default.
• W2945505382 hasRelatedWork W2182350788 @default.
• W2945505382 hasRelatedWork W2793770515 @default.
• W2945505382 hasRelatedWork W2911811893 @default.
• W2945505382 hasRelatedWork W2990553014 @default.
• W2945505382 hasRelatedWork W2998590388 @default.
• W2945505382 hasRelatedWork W3007054387 @default.
• W2945505382 hasRelatedWork W3044647694 @default.
• W2945505382 hasRelatedWork W3046375616 @default.
• W2945505382 hasRelatedWork W3108335167 @default.
• W2945505382 hasRelatedWork W3113846428 @default.
• W2945505382 hasRelatedWork W3130231958 @default.
• W2945505382 hasRelatedWork W3130384688 @default.
• W2945505382 hasRelatedWork W3155783780 @default.
• W2945505382 hasRelatedWork W3184292079 @default.

• next