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References from A tutorial on learning from preferences and choices with Gaussian processes. Local targets link to admitted publications; unresolved targets remain external evidence.
A generalized additive model for discrete-choice data
10.1080/07350015.1999.10524817 · 1999 · External reference
Looping in the human: collaborative and explainable Bayesian optimization
2024 · External reference
Possibilistic preference elicitation by minimax regret
2021 · External reference
Incremental elicitation of preferences: optimist or pessimist?
2021 · External reference
Accelerated spectral ranking
2018 · External reference
10.1007/978-3-319-29659-3
10.1007/978-3-319-29659-3 · 2016 · External reference
Unresolved reference
2004 · External reference
General theory of best variants choice: some aspects
10.1109/tac.1981.1102777 · 1981 · External reference
Gaussian process regression with skewed errors
10.1016/j.cam.2019.112665 · 2020 · External reference
10.1561/2200000036 · 2012 · Admitted local publication
10.1007/978-1-4939-1471-5
10.1007/978-1-4939-1471-5 · 2014 · External reference
Bayesian conjugacy in probit, Tobit, multinomial probit and extensions: a review and new results
10.1080/01621459.2023.2169150 · 2023 · External reference
On the unification of families of skew-Normal distributions
10.1111/j.1467-9469.2006.00503.x · 2006 · External reference
Pareto rationalizability by two single peaked preferences
10.1016/j.mathsocsci.2022.05.001 · 2022 · External reference
Unresolved reference
1963 · External reference
Unresolved reference
2013 · External reference
Unresolved reference
2012 · External reference
10.1017/cbo9781139248891
10.1017/cbo9781139248891 · 2013 · External reference
Unresolved reference
2016 · External reference
Linearly constrained Gaussian processes are SkewGPs: application to monotonic preference learning and desirability
2024 · External reference
Unresolved reference
External reference
Skew Gaussian processes for classification
10.1007/s10994-020-05906-3 · 2020 · External reference
A unified framework for closed-form nonparametric regression, classification, preference and mixed problems with Skew Gaussian processes
10.1007/s10994-021-06039-x · 2021 · External reference
Preferential Bayesian optimisation with skew Gaussian processes
2021 · External reference
Bayesian optimization for choice data
2023 · External reference
Learning choice functions with Gaussian processes
2023 · External reference
A Bayesian Wilcoxon signed-rank test based on the Dirichlet process
2014 · External reference
A discrete choice model for subset selection
2018 · External reference
Unresolved reference
External reference
The normal law under linear restrictions: simulation and estimation via minimax tilting
10.1111/rssb.12162 · 2017 · External reference
Incremental elicitation of rank-dependent aggregation functions based on Bayesian linear regression
2019 · External reference
Unresolved reference
2013 · External reference
Constraint-based optimization and utility elicitation using the minimax decision criterion
10.1016/j.artint.2006.02.003 · 2006 · External reference
Rank analysis of incomplete block designs: I. the method of paired comparisons
10.1093/biomet/39.3-4.324 · 1952 · External reference
Asymmetric, closed-form, finite-parameter models of multinomial choice
10.1016/j.jocm.2018.01.002 · 2018 · External reference
A unifying framework for Gaussian process pseudo-point approximations using power expectation propagation
2017 · External reference
Unresolved reference
External reference
Learning to rank using gradient descent
2005 · External reference
Learning to rank: from pairwise approach to listwise approach
2007 · External reference
When do noisy votes reveal the truth?
10.1145/2892565 · 2016 · External reference
Efficient Bayesian inference for generalized Bradley–Terry models
10.1080/10618600.2012.638220 · 2012 · External reference
Learning inconsistent preferences with Gaussian processes
2022 · External reference
Rational selection of decision functions
10.2307/1907435 · 1954 · External reference
Deep reinforcement learning from human preferences
2017 · External reference
Preference learning with Gaussian processes
2005 · External reference
Unresolved reference
1997 · External reference
Paired comparison, triple comparison, and ranking experiments as generalized linear models, and their implementation on GLIM
10.1007/bf02294488 · 1991 · External reference
Estimation of random utility models in R: the mlogit package
10.18637/jss.v095.i11 · 2020 · External reference
Interpreting, axiomatising and representing coherent choice functions in terms of desirability
2019 · External reference
Representation of a preference ordering by a numerical function
1954 · External reference
Unresolved reference
External reference
Conjugate Bayes for probit regression via unified skew-normal distributions
10.1093/biomet/asz034 · 2019 · External reference
Indifference or indecisiveness? Choice theoretic foundations of incomplete preferences
10.1016/j.geb.2005.06.007 · 2006 · External reference
Unresolved reference
2007 · External reference
Generalized robust conjoint estimation
10.1287/mksc.1040.0100 · 2005 · External reference
Learning subjective functions with large margins
2000 · External reference
Unresolved reference
1988 · External reference
Posterior probabilities for a consensus ordering
10.1007/bf02294743 · 1990 · External reference
A rank-ordered logit model with unobserved heterogeneity in ranking capabilities
10.1002/jae.1223 · 2012 · External reference
Application and interpretation of nested logit models of intercity mode choice
1993 · External reference
Unresolved reference
2010 · External reference
GPyTorch: Blackbox matrix-matrix Gaussian process inference with GPU acceleration
2018 · External reference
Integrals over Gaussians under linear domain constraints
2020 · External reference
Variational Gaussian process classifiers
10.1109/72.883477 · 2000 · External reference
Preferential Bayesian optimization
2017 · External reference
Bayesian inference for Plackett-Luce ranking models
2009 · External reference
10.1007/3-540-36169-3_29
10.1007/3-540-36169-3_29 · 2002 · External reference
The MovieLens datasets: history and context
2015 · External reference
Gaussian processes for big data
2013 · External reference
Scalable variational Gaussian process classification
2015 · External reference
Learning preference relations for information retrieval
1998 · External reference
Unresolved reference
2006 · External reference
Scalable Gaussian process classification via expectation propagation
2016 · External reference
Apollo: a flexible, powerful and customisable freeware package for choice model estimation and application
10.1016/j.jocm.2019.100170 · 2019 · External reference
Unresolved reference
External reference
Unresolved reference
2022 · External reference
Label ranking by learning pairwise preferences
10.1016/j.artint.2008.08.002 · 2008 · External reference
MM algorithms for generalized Bradley-Terry models
10.1214/aos/1079120141 · 2004 · External reference
Semiparametric multinomial logit models for analysing consumer choice behaviour
10.1007/s10182-007-0033-2 · 2007 · External reference
Gibbs sampling approach for generation of truncated multivariate Gaussian random variables
1999 · External reference
10.1515/9780691215747
10.1515/9780691215747 · 1990 · External reference
Estimation of discrete choice models with hybrid stochastic adaptive batch size algorithms
10.1016/j.jocm.2020.100226 · 2021 · External reference
Learning to rank for information retrieval
10.1561/1500000016 · 2009 · External reference
Antithetic and Monte Carlo kernel estimators for partial rankings
10.1007/s11222-019-09859-z · 2019 · External reference
Semiorders and a theory of utility discrimination
10.2307/1905751 · 1956 · External reference
Unresolved reference
1959 · External reference
10.1007/978-1-4612-0723-8_6
10.1007/978-1-4612-0723-8_6 · 1996 · External reference
Advanced conjoint analysis using feature selection via support vector machines
10.1016/j.ejor.2014.09.051 · 2015 · External reference
Non-null ranking models. I
10.1093/biomet/44.1-2.114 · 1957 · External reference
Unresolved reference
1996 · External reference
Unresolved reference
2015 · External reference
The measurement of urban travel demand
10.1016/0047-2727(74)90003-6 · 1974 · External reference
Modeling the choice of residential location
1978 · External reference
Consensus ranking under the exponential model
2007 · External reference
Unresolved reference
2004 · External reference
Unresolved reference
External reference
An experimental measurement of utility
10.1086/257106 · 1951 · External reference
Choice functions over a finite set: a summary
10.1007/bf00437315 · 1985 · External reference
Elliptical slice sampling
2010 · External reference
Unresolved reference
2012 · External reference
Top-k ranking Bayesian optimization
10.1609/aaai.v35i10.17103 · 2021 · External reference
Curve fitting and optimal design for prediction
10.1111/j.2517-6161.1978.tb01643.x · 1978 · External reference
The variational Gaussian approximation revisited
10.1162/neco.2008.08-07-592 · 2009 · External reference
Training language models to follow instructions with human feedback
2022 · External reference
Learning intransitive reciprocal relations with kernel methods
10.1016/j.ejor.2010.03.018 · 2010 · External reference
Exact Hamiltonian Monte Carlo for truncated multivariate Gaussians
10.1080/10618600.2013.788448 · 2014 · External reference
Learning choice functions via Pareto-Embeddings
2020 · External reference
Learning context-dependent choice functions
10.1016/j.ijar.2021.10.002 · 2022 · External reference
The analysis of permutations
10.2307/2346567 · 1975 · External reference
A unifying view of sparse approximate Gaussian process regression
2005 · External reference
Psychology and economics
1998 · External reference
Unresolved reference
2023 · External reference
Unresolved reference
2016 · External reference
Unresolved reference
2006 · External reference
The diffusion decision model: theory and data for two-choice decision tasks
10.1162/neco.2008.12-06-420 · 2008 · External reference
BPR: Bayesian personalized ranking from implicit feedback
2009 · External reference
10.1007/978-1-4899-7637-6
10.1007/978-1-4899-7637-6 · 2015 · External reference
A note on the pure theory of consumer’s behaviour
10.2307/2548836 · 1938 · External reference
Recursive estimation for sparse Gaussian process regression
10.1016/j.automatica.2020.109127 · 2020 · External reference
Correlated product of experts for sparse Gaussian process regression
10.1007/s10994-022-06297-3 · 2023 · External reference
10.7312/schw93758-004
10.7312/schw93758-004 · 1986 · External reference
Coherent choice functions under uncertainty
10.1007/s11229-009-9470-7 · 2010 · External reference
Choice functions and revealed preference
10.2307/2296384 · 1971 · External reference
The nontransitive consumer
10.2307/1913797 · 1974 · External reference
Estimation from pairwise comparisons: sharp minimax bounds with topology dependence
2015 · External reference
Taking the human out of the loop: a review of Bayesian optimization
10.1109/jproc.2015.2494218 · 2015 · External reference
Enhancing discrete choice models with representation learning
10.1016/j.trb.2020.08.006 · 2020 · External reference
Preferential batch Bayesian optimization
2021 · External reference
Unresolved reference
External reference
Discussion of professor Ross’s paper
10.1111/j.2517-6161.1950.tb00041.x · 1950 · External reference
Unresolved reference
2005 · External reference
Learning to summarize with human feedback
2020 · External reference
Towards practical preferential Bayesian optimization with skew Gaussian processes
2023 · External reference
RestrictedMVN: multivariate normal restricted by affine constraints
2016 · External reference
A law of comparative judgment
10.1037/h0070288 · 1927 · External reference
Variational learning of inducing variables in sparse Gaussian processes
2009 · External reference
Unresolved reference
2009 · External reference
A note on the temporal sure preference principle and the updating of lower previsions
2013 · External reference
Context-dependent preferences
10.1287/mnsc.39.10.1179 · 1993 · External reference
Coherent choice functions, desirability and indifference
10.1016/j.fss.2017.05.019 · 2018 · External reference
Choice modelling in the age of machine learning-discussion paper
10.1016/j.jocm.2021.100340 · 2022 · External reference
Parameter estimation for generalized Thurstone choice models
2016 · External reference
Unresolved reference
1996 · External reference
Bayesian classification with Gaussian processes
10.1109/34.735807 · 1998 · External reference
A survey of preference-based reinforcement learning methods
2017 · External reference
A bi-partite generative model framework for analyzing and simulating large scale multiple discrete continuous travel behaviour data
10.1016/j.trc.2019.11.022 · 2020 · External reference
Principled preferential Bayesian optimization
2024 · External reference
The relationship between Luce’s choice axiom, Thurstone’s theory of comparative judgment, and the double exponential distribution
10.1016/0022-2496(77)90026-8 · 1977 · External reference
Relative upper confidence bound for the K-armed dueling bandit problem
2014 · External reference
