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Apollo

A flexible, powerful and customisable freeware package for choice model estimation and application

Bibliographic Data

ID23314719
AuthorsStephane Hess (0000-0002-3650-2518, University of Leeds, corresponding author), David Palma (0000-0002-1276-8469, University of Leeds)
Year2019
Volume32
Pages100170
Publication date2019-09-01
Peer ReviewedYes
Open AccessYes
TypeARTICLE
VenueJournal of Choice Modelling (JOURNAL)
Journal identifiersISSN: 1755-5345
PublisherElsevier BV (PUBLISHER)
DOI10.1016/j.jocm.2019.100170
OpenAlexW2948220358
LanguageEN
Citations received166
References cited24

Apollo · Bayesian probability · Choice modelling · Data science · Estimation · Programming language · R package · Set (abstract data type) · Software engineering · Statistics · Systems engineering · Artificial Intelligence · Computer Science · Economic and Environmental Valuation · Engineering · Statistical Methods and Bayesian Inference · Statistical Methods and Inference

  • Designing information policies for soil and water quality

    Open Access•Ines Chiadmi, Lysander Fockaert•Journal of Rural Studies•2026

  • Exploring the obstacles preventing good samaritans’ attending the road crash victims

    Open Access•Aditya Saxena, Binayak S Choudhury•Sustainable Futures•2024

  • Protection or Peril of Following the Crowd in a Pandemic-Concurrent Flood Evacuation

    Elisa Borowski, Amanda Stathopoulos•Natural Hazards Review•2023

  • Tourists’ preferences and willingness to pay for protecting a World Heritage site from coastal erosion in Vietnam

    Open Access•Lan Anh Nguyen, Thi Lan Anh Nguyen et al.•Environment Development and…•2023

  • Assessing inter-urban freight mode choice preference for short-sea shipping in the Southern African Development Community region

    Open Access•Abisai Konstantinus, Mark Zuidgeest et al.•Journal of Transport Geography•2020

  • Preferences for coastal and marine conservation in Vietnam

    Open Access•Tobias Börger, Quach Thi Khanh Ngoc et al.•Ecological Economics•2020

  • Nudging Acceptability for Wood Ash Recycling in Forests

    Open Access•Benjamin Ouvrard, Jens Abildtrup et al.•Ecological Economics•2020

  • Does angler willingness-to-pay for changes in harvest regulations vary by state? Results from a choice experiment in the Gulf of Mexico

    Open Access•David W Carter, Sabrina J Lovell et al.•Marine Policy•2020

  • Farmers’ preferences for nature conservation compensation measures with a focus on eco-accounts according to the German Nature Conservation Act

    Open Access•Christian Sponagel, Elisabeth Angenendt et al.•Land Use Policy•2021

  • Give and take

    Open Access•Teodóra Szép, Tom van den Berg et al.•Cities•2023

  • Citizen support for agri-environmental measures motivated by environmental consciousness

    Open Access•Lysander Fockaert, Erik Mathijs et al.•Landscape and Urban Planning•2023

  • Covid-19, activity and mobility patterns in Bogotá. Are we ready for a ‘15-minute city’?

    Open Access•L A Guzman, Julián Arellana et al.•Travel Behaviour and Society•2021

  • Heterogeneous preferences for use and non‐use values provided by insects

    Open Access•Peter King, Tom D Breeze et al.•People and Nature•2026

  • Role of life and exogeneous events on habit disruptions affecting public bike sharing choices

    Open Access•Débora Toledo Gonçalves, Cassiano Augusto Isler•Sustainable Cities and Society•2026

  • Telework and residential location

    Open Access•Rui Colaço, João de Abreu e Silva•Cities•2026

  • Measuring commissioners’ willingness-to-pay for community based childhood obesity prevention programmes using a discrete choice experiment

    Open Access•Edward J D Webb, Elizabeth Stamp et al.•BMC Public Health•2020

  • Examination of Preferences for Covid-19 Vaccines in Hungary Based on Their Properties—Examining the Impact of Pandemic Awareness with a Hybrid Choice Approach

    Open Access•Zsanett Blága, Péter Czine et al.•International Journal of…•2023

  • Modeling car owners’ stated preferences for electric micro-mobility ownership

    Open Access•Yikang Wu, Mehmet Yildirimoglu et al.•Transport Policy•2026

  • The hidden cost of fast delivery

    Open Access•Kuldeep Kavta, Shadi Sharif Azadeh et al.•Transport Policy•2026

  • From ownership to access

    Open Access•Lucia Rotaris, Angela Stefania Bergantino et al.•Transport Policy•2026

  • Uncovering mode and parking preferences in the era of autonomous vehicles

    Open Access•Andres Rodríguez, Andrés Robles Rodríguez et al.•Transport Policy•2026

  • What Constitutes an Attractive Product‐as‐a‐Service Offer? Examining Consumer Preferences for (Circular) Business Patterns

    Open Access•Steven Sarasini, Aemiro Melkamu Daniel et al.•Business Strategy and the…•2026

  • Corporate Preferences for Biodiversity Investment

    Open Access•Qian Liu, Bo Jellesmark Thorsen et al.•Business Strategy and the…•2026

  • Preferences for bio-textile sneakers

    Open Access•Fabio Cevenini, Alessia Chelli et al.•Cleaner and Responsible Consumption•2025

  • Consumer preferences for digital platform-based clothing repair service features

    Open Access•Aemiro Melkamu Daniel, Derek Diener et al.•Cleaner and Responsible Consumption•2026

  • Psychological factors in microtransit adoption

    Open Access•Mariana Lovato dos Santos, Ana Margarita Larranaga et al.•Social Sciences & Humanities Open•2026

  • Analysing the willingness of real estate developers to densify and increase social inclusion

    Natan Waintrub, Margarita Greene et al.•International Planning Studies•2026

  • Using choice modelling to identify popular and affordable alternative interventions for schistosomiasis in Uganda

    Open Access•Keila Meginnis, Nick Hanley et al.•Environment and Development…•2022

  • How confident are you in the ability of experts to provide reliable information? Evidence from a choice experiment on microplastics

    Open Access•Peter King•Environment and Development…•2025

  • Can large-scale technology raise small-miner income and reduce mercury? Prospects for female waste-rock collectors selling ore to non-mercury processing plants

    Open Access•Danny Tobin, Alexander Pfaff et al.•Environment and Development…•2026

  • Tourists’ willingness to pay for holiday trip characteristics

    Open Access•David Boto‐garcía, Petr Mariel et al.•Tourism Economics•2022

  • Is there room for a room‐tax in the Canary Islands

    Open Access•Francisco López‐del‐Pino, Francisco López-del-Pino et al.•International Journal of Tourism…•2021

  • Incidental negative emotions and tourist destination preferences

    Open Access•Lingxu Zhou, Richard T R Qiu et al.•International Journal of Tourism…•2024

  • Parents’ Willingness to Pay for Bilingualism

    Open Access•Ainhoa Vega‐Bayo, Petr Mariel•Journal of Family and Economic…•2023

  • How public transport costs influence the residential location choice of German commuters

    Open Access•Johannes Nießen, Tobias Kuhnimhof•Journal of Transport Geography•2026

  • The role of choice experiments in natural capital accounting approaches

    Open Access•Gaetano Grilli, Silvia Ferrini et al.•Journal of Environmental Planning…•2022

  • The role of rice farmers’ attitude and trust in government in decision-making for participating in a climate-related agri-environmental scheme

    Sheng-Han-Erin Chang, Emmanuel Olatunbosun Benjamin et al.•Journal of Environmental Planning…•2024

  • The role of climate and loan financing information on solar irrigation adoption among cocoa farmers in Ghana

    Open Access•Lotte C F E Muller, Andrew Reid Bell et al.•Ecological Economics•2026

  • Are fishing decisions flexible? Participation, species target, and landing location choices in the U.S. west coast coastal pelagic species fishery

    Open Access•Felipe J Quezada-Escalona, Denni Tommasi et al.•Ecological Economics•2026

  • Eliciting 10% of semi-natural habitats on farmland for biodiversity

    Open Access•Živa Alif, Sophie Thoyer et al.•Ecological Economics•2026

  • Analyzing citizens' preferences for sufficiency policy in municipalities — An experimental approach

    Open Access•Tonja Iten, Max Rudolf et al.•Ecological Economics•2026

  • Pro-social versus pro-self motivations for green roof adoption

    Open Access•Georges Farina, Peter J Robinson et al.•Ecological Economics•2026

  • Guiding private afforestation to raise public goods provision

    Open Access•Danny Tobin, Alexander Pfaff et al.•Ecological Economics•2026

  • Front row or backstage? Evidence on concert ticket preferences from a discrete choice experiment

    Open Access•Dylan Thompson•Journal of Cultural Economics•2024

  • A comparative study of residents and tourists' valuation for a heterogeneous environmental good

    Open Access•Lan Anh Nguyen, Thi Lan Anh Nguyen et al.•Marine Policy•2024

  • Assessing the welfare impacts of changes in recreational fisheries management

    Open Access•Fabio Cevenini, Barnaby Andrews et al.•Marine Policy•2023

  • Estimating preferences for Mediterranean deep-sea ecosystem services

    Open Access•Lorenzo Carlesi, Emilia Cubero Dudinskaya et al.•Marine Policy•2023

  • Use or non-use? A deep dive into the amenity and ecological benefits of the Great Barrier Reef

    Open Access•Jeremy De Valck, J Rolfe•Marine Policy•2025

  • Changing residential preferences in the digital age

    Open Access•Ke Zhang, Valeria Caiati et al.•Cities•2026

  • Heterogeneity in green hotel preferences

    Open Access•Zuwei Xie, Long Wen et al.•Tourism Management•2026

  • The value of national defense

    Open Access•Salmai Qari, Tobias Börger et al.•European Journal of Political…•2024

  • Aesthetic preferences for forests after climate change-induced disturbance

    Open Access•Paul Averbeck, Tobias Börger et al.•Landscape and Urban Planning•2025

  • Understanding cycling dissonance in travel mode choice for work trip chains

    Open Access•Lihong Zhang, Yan Liu et al.•Applied Geography•2023

  • Unveiling spatial dependencies in walking travel choices

    Open Access•Paulo Júnio Moura Rosa, Cassiano Augusto Isler•Applied Geography•2024

  • The country-of-origin dilemma

    Open Access•Giuditta Farina, Mirta Casati et al.•British Food Journal•2024

  • Consumer preferences for three dimensions of country of origin of a processed food product

    Open Access•Hideo Aizaki, Kazuo Sato•British Food Journal•2020

  • The importance of the social environment on leisure destination choice

    Open Access•Benjamin Gramsch-Calvo, Kay W Axhausen et al.•Environment and Planning B Urban…•2025

  • Attitudes and preferences for tourism in protected areas – Empirical insights

    Open Access•Csilla Demeter, Thomas Magor et al.•Annals of Tourism Research…•2026

  • Shared mobility beyond urban limits

    Open Access•Julia Schilder, John Stark et al.•Sustainable Futures•2024

  • Harnessing citizen investment in community-based energy initiatives

    Open Access•Hangjian Wu, James Carroll et al.•Energy Research & Social Science•2022

  • Why buy multiple electric vehicles? The roles of vehicle ownership, charging access, and energy choices in California

    Open Access•Trisha V Ramadoss, Alan Jenn et al.•Energy Research & Social Science•2025

  • Place attachment and preferences for wind energy – A value-based approach

    Open Access•Anders Dugstad, Kristine M Grimsrud et al.•Energy Research & Social Science•2023

  • Keeping heritage relevant at a generational crossroad

    Open Access•Gloria Amaris, Stephane Hess et al.•Journal of Heritage Tourism•2026

  • Collaborative valuation of ecosystem services to inform lake remediation

    Open Access•Danielle S Spence, Helen M Baulch et al.•Environmental Science & Policy•2023

  • Does the public value ecosystem services secured by pine savanna restoration and bobwhite management on private lands

    Open Access•Nicole M Nimlos, Elizabeth Frances Pienaar et al.•Forest Policy and Economics•2026

  • How well do couples know their partners’ preferences? Experimental evidence from joint recreation

    Open Access•David Boto‐garcía, Petr Mariel•Economia Politica•2024

  • Mapping Tourists' Wellness Tourism Priorities

    Open Access•Xin Xu, Xu Xin et al.•International Journal of Tourism…•2026

  • Generational differences in the preferences for MaaS bundles

    Open Access•Willy Kriswardhana, Domokos Esztergár-Ki•Journal of Transport Geography•2025

  • Going the extra mile

    Open Access•Benjamin Gramsch-Calvo, Koki Okamura et al.•Journal of Transport Geography•2025

  • The role of parental involvement and gender on travel mode decisions to School in Bali, Indonesia

    Open Access•I Made Sukmayasa, Jaime Soza‐parra et al.•Journal of Transport Geography•2025

  • Comparing shared autonomous vehicle adoption in Beijing and Busan

    Open Access•Jinhyeok Jang, Gahyeong Yu et al.•Journal of Transport Geography•2026

  • Autonomous vehicle transportation service for people with disabilities

    Open Access•Jinuk Hwang, Se‐heon Kim et al.•Journal of Transport Geography•2022

  • Understanding travel behavior change with megacity development

    Open Access•He Hao, Enjian Yao et al.•Journal of Transport Geography•2026

  • Spatial differences in PEV demand

    Open Access•Stefan Lindhard Mabit, Stefan E Mabit et al.•Journal of Transport Geography•2026

  • Using modality styles to understand cycling dissonance

    Open Access•Lihong Zhang, Yan Liu et al.•Journal of Transport Geography•2022

  • Assessing commuting-related accessibility inequalities in rural Innviertel, Austria

    Open Access•Maria Juschten, Reinhard Hössinger•Journal of Transport Geography•2025

  • The opportunity cost of delaying climate action

    Open Access•Klaus Glenk, Michela Faccioli et al.•Global Environmental Change•2021

  • Conserving rhinos by legal trade

    Open Access•Hoai Nam Dang Vu, Martin Reinhardt Nielsen et al.•Ecological Economics•2021

  • Preferences for drought risk adaptation support in Kenya

    Open Access•Teun Schrieks, W J Wouter Botzen et al.•Ecological Economics•2024

  • Small steps in the right direction

    Open Access•Catalina Posada-Borrero, Driss Ezzine‐de‐bla et al.•Ecological Economics•2025

  • Can competing demands affect pro-environmental behaviour

    Open Access•Gloria Amaris, Stepan Vesely et al.•Ecological Economics•2023

  • Determining the insurance value of ecosystems

    Open Access•Christian Unterberger, Roland Olschewski•Ecological Economics•2020

  • Assessment of social demand heterogeneity to inform agricultural diffuse pollution mitigation policies

    Open Access•F Alcon, José A Zabala et al.•Ecological Economics•2021

  • Public support for degrowth policies and sufficiency behaviours in the United States

    Open Access•Dallas O’dell, Dallas O'Dell et al.•Ecological Economics•2024

  • Integrated valuation of semiarid Mediterranean agroecosystem services and disservices

    Open Access•José A Zabala, José M Martínez-Paz et al.•Ecological Economics•2021

  • Developing large-scale offshore wind power programs

    Open Access•Olivier Joalland, Pierre‐alexandre Mahieu et al.•Ecological Economics•2022

  • A hybrid choice modelling approach to estimate the trade-off between perceived environmental risks and economic benefits

    Open Access•Elisabetta Strazzera, Daniela Meleddu et al.•Ecological Economics•2022

  • Do individual PES buyers care about additionality and free-riding? A choice experiment

    Open Access•Oliver Frings, Jens Abildtrup et al.•Ecological Economics•2023

  • Stated preferences for the colours, smells, and sounds of biodiversity

    Open Access•Peter King, Peter M King et al.•Ecological Economics•2024

  • Testing the sensitivity of stated environmental preferences to variations in choice architecture

    Open Access•Jülide Ceren Ahi, Margrethe Aanesen et al.•Ecological Economics•2022

  • Nature-based solutions for climate change mitigation

    Open Access•Simone Riegel, Laure Kuhfu et al.•Ecological Economics•2023

  • Are remote rural areas in Europe remarkable? Challenges and opportunities

    Open Access•Perpiña Castillo Carolina, Carolina Perpiña Castillo et al.•Journal of Rural Studies•2023

  • Sustainability, perceived quality and country of origin of farmed salmon

    Open Access•Yuko Onozaka, Pirjo Honkanen et al.•Food Policy•2023

  • Demand effects of unilateral versus industry-wide sugar reduction scenarios

    Open Access•Matthias Staudigel, Malte Oehlmann et al.•Food Policy•2024

  • Can gene-editing accelerate the protein shift? Consumer acceptance of an upcycled meat-substitute

    Open Access•Anna Kristina Edenbrandt, C J Lagerkvist•Food Policy•2024

  • Interested, indifferent or active information avoiders of carbon labels

    Open Access•Anna Kristina Edenbrandt, C J Lagerkvist et al.•Food Policy•2021

  • Is food labelling effective in reducing climate impact by encouraging the substitution of protein sources

    Open Access•Anna Kristina Edenbrandt, Carl-Johan Lagerkvist et al.•Food Policy•2021

  • Consumers' preferences for commons-based and open-source produce

    Open Access•Lea Kliem, Julian Sagebiel•Food Policy•2023

  • Public preferences for skin cancer prevention policies

    Open Access•Sander Boxebeld, Niek Mouter et al.•Social Science & Medicine•2025

  • Seasonality of the recreational value of forests in Denmark

    Open Access•Tim De Kruiff, Jonas Vester Legarth et al.•Forest Policy and Economics•2025

  • Handbook of Choice Modelling

    Stephane Hess, Andrew Daly•Handbook of Choice Modelling•2014

  • Decision field theory

    Jerome R Busemeyer, James T Townsend•Psychological Review•1993

  • Using ordered attitudinal indicators in a latent variable choice model

    Open Access•Andrew Daly, Stephane Hess et al.•Transportation•2012

  • On Approximating the Statistical Properties of Elasticities

    Itzhak Krinsky, A Leslie Robb•The Review of Economics and…•1986

  • Fundamental derivations from decision field theory

    Open Access•Jerome R Busemeyer, James T Townsend•Mathematical Social Sciences•1992

  • Ox

    Turalay Kenc, J Michael Orszag•The Economic Journal•1997

  • Best worst discrete choice experiments in health

    Open Access•Emily Lancsar, Jordan J Louviere et al.•Social Science & Medicine•2013

  • Understanding the formation and influence of attitudes in patients' treatment choices for lower back pain

    Open Access•Mirja Elisabeth Kløjgaard, Stephane He et al.•Social Science & Medicine•2014

  • On the Formation of Travel Demand Models and Economic Evaluation Measures of User Benefit

    Open Access•Huw C W L Williams•Environment and Planning A…•1977

Unique citing works166
Citations per year27,67
Citation span2020 - 2026 (7)
Citation velocitycurrent
Highly citedYes
Citation typesNeutral: 155

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