Data-driven Models for Taxi Matchmaking
The result's identifiers
Result code in IS VaVaI
<a href="https://www.isvavai.cz/riv?ss=detail&h=RIV%2F68407700%3A21230%2F16%3A00309688" target="_blank" >RIV/68407700:21230/16:00309688 - isvavai.cz</a>
Result on the web
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DOI - Digital Object Identifier
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Alternative languages
Result language
angličtina
Original language name
Data-driven Models for Taxi Matchmaking
Original language description
The project deals with an application of machine learning methods to taxi matchmaking. We model both passengers and taxi drivers based on a dataset provided by Liftago. This report covers mainly details of exploratory data analysis, data pre-processing, feature design, feature selection and selection and training of appropriate models. We focus mainly on modelling taxi driver responses to specific passenger requests defined by pickup-destination pairs.
Czech name
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Czech description
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Classification
Type
V<sub>souhrn</sub> - Summary research report
CEP classification
JC - Computer hardware and software
OECD FORD branch
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Result continuities
Project
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Continuities
N - Vyzkumna aktivita podporovana z neverejnych zdroju
Others
Publication year
2016
Confidentiality
C - Předmět řešení projektu podléhá obchodnímu tajemství (§ 504 Občanského zákoníku), ale název projektu, cíle projektu a u ukončeného nebo zastaveného projektu zhodnocení výsledku řešení projektu (údaje P03, P04, P15, P19, P29, PN8) dodané do CEP, jsou upraveny tak, aby byly zveřejnitelné.
Data specific for result type
Number of pages
6
Place of publication
Praha
Publisher/client name
ADLER Mobility, s.r.o.
Version
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