Merge branch 'initial-setup' into develop
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paper.tex
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\documentclass[preprint,review,12pt]{static/elsarticle}
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\input{tex/preamble}
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\begin{document}
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\input{tex/meta}
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\newpage
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\input{tex/1_intro}
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\input{tex/2_lit/1_intro}
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\input{tex/3_mod/1_intro}
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\input{tex/4_stu/1_intro}
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\input{tex/5_con/1_intro}
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\newpage
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\input{tex/glossary}
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\newpage
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\appendix
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\newpage
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\bibliographystyle{static/elsarticle-harv}
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\bibliography{tex/references}
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\end{document}
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tex/1_intro.tex
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\section{Introduction}
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\label{intro}
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tex/2_lit/1_intro.tex
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\section{Literature Review}
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\label{lit}
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tex/3_mod/1_intro.tex
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tex/3_mod/1_intro.tex
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\section{Model Formulation}
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\label{mod}
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tex/4_stu/1_intro.tex
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tex/4_stu/1_intro.tex
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\section{Empirical Study: A Meal Delivery Platform in Europe}
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\label{stu}
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tex/5_con/1_intro.tex
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\section{Conclusion}
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\label{con}
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tex/glossary.tex
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\printglossaries
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tex/meta.tex
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\begin{frontmatter}
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\journal{Transportation Research Part E}
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\title{Real-time Demand Forecasting for an Urban Delivery Platform}
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\author[WHU]{Alexander Hess\fnref{emails}}
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\author[WHU]{Stefan Spinler\fnref{emails}}
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\author[MIT]{Matthias Winkenbach\fnref{emails}}
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\address[WHU]{
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WHU - Otto Beisheim School of Management,
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Burgplatz 2, 56179 Vallendar, Germany
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}
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\address[MIT]{
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Massachusetts Institute of Technology,
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77 Massachusetts Avenue, Cambridge, MA 02139, United States
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}
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\fntext[email]{
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Emails:
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alexander.hess@whu.edu,
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stefan.spinler@whu.edu,
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mwinkenb@mit.edu
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}
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\begin{abstract}
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Meal delivery platforms like Uber Eats shape the landscape in cities around the world.
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This paper addresses forecasting demand into the short-term future.
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We propose an approach incorporating
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both classical forecasting
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and machine learning methods.
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Model evaluation and selection is adapted to demand typical for such a platform
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(i.e., intermittent with a double-seasonal pattern).
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The results of an empirical study with a European meal delivery service show
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that machine learning models become competitive
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once the average daily demand passes a threshold.
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As a main contribution, the paper explains
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how a forecasting system must be set up
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to enable predictive routing.
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\end{abstract}
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\begin{keyword}
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demand forecasting \sep
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intermittent demand \sep
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machine learning \sep
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urban delivery platform
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\end{keyword}
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\end{frontmatter}
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\usepackage[acronym]{glossaries}
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\makeglossaries
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tex/references.bib
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