@comment{ Author: Simon-Pierre Boucher (contact at spboucher.ai) -- Bibliography for UQO Working Paper No 11 }

@article{rosen1974hedonic,
  author  = {Rosen, Sherwin},
  title   = {Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition},
  journal = {Journal of Political Economy},
  year    = {1974},
  volume  = {82},
  number  = {1},
  pages   = {34--55}
}

@article{halvorsen1981choice,
  author  = {Halvorsen, Robert and Pollakowski, Henry O.},
  title   = {Choice of Functional Form for Hedonic Price Equations},
  journal = {Journal of Urban Economics},
  year    = {1981},
  volume  = {10},
  number  = {1},
  pages   = {37--49}
}

@article{cassel1985cost,
  author  = {Cassel, Eric and Mendelsohn, Robert},
  title   = {The Choice of Functional Forms for Hedonic Price Equations: Comment},
  journal = {Journal of Urban Economics},
  year    = {1985},
  volume  = {18},
  number  = {2},
  pages   = {135--142}
}

@article{cropper1988choice,
  author  = {Cropper, Maureen L. and Deck, Leland B. and McConnell, Kenneth E.},
  title   = {On the Choice of Functional Form for Hedonic Price Functions},
  journal = {Review of Economics and Statistics},
  year    = {1988},
  volume  = {70},
  number  = {4},
  pages   = {668--675}
}

@article{box1964analysis,
  author  = {Box, George E. P. and Cox, David R.},
  title   = {An Analysis of Transformations},
  journal = {Journal of the Royal Statistical Society, Series B},
  year    = {1964},
  volume  = {26},
  number  = {2},
  pages   = {211--252}
}

@incollection{malpezzi2003hedonic,
  author    = {Malpezzi, Stephen},
  title     = {Hedonic Pricing Models: A Selective and Applied Review},
  booktitle = {Housing Economics and Public Policy},
  editor    = {O'Sullivan, Tony and Gibb, Kenneth},
  publisher = {Blackwell},
  address   = {Oxford},
  year      = {2003},
  pages     = {67--89}
}

@article{sirmans2005composition,
  author  = {Sirmans, G. Stacy and Macpherson, David A. and Zietz, Emily N.},
  title   = {The Composition of Hedonic Pricing Models},
  journal = {Journal of Real Estate Literature},
  year    = {2005},
  volume  = {13},
  number  = {1},
  pages   = {1--44}
}

@article{duan1983smearing,
  author  = {Duan, Naihua},
  title   = {Smearing Estimate: A Nonparametric Retransformation Method},
  journal = {Journal of the American Statistical Association},
  year    = {1983},
  volume  = {78},
  number  = {383},
  pages   = {605--610}
}

@article{goodman1998housing,
  author  = {Goodman, Allen C. and Thibodeau, Thomas G.},
  title   = {Housing Market Segmentation},
  journal = {Journal of Housing Economics},
  year    = {1998},
  volume  = {7},
  number  = {2},
  pages   = {121--143}
}

@article{dubin1998spatial,
  author  = {Dubin, Robin A.},
  title   = {Spatial Autocorrelation: A Primer},
  journal = {Journal of Housing Economics},
  year    = {1998},
  volume  = {7},
  number  = {4},
  pages   = {304--327}
}

@book{anselin1988spatial,
  author    = {Anselin, Luc},
  title     = {Spatial Econometrics: Methods and Models},
  publisher = {Kluwer Academic},
  address   = {Dordrecht},
  year      = {1988}
}

@article{hill2013hedonic,
  author  = {Hill, Robert J.},
  title   = {Hedonic Price Indexes for Residential Housing: A Survey, Evaluation and Taxonomy},
  journal = {Journal of Economic Surveys},
  year    = {2013},
  volume  = {27},
  number  = {5},
  pages   = {879--914}
}

@article{silver2018house,
  author  = {Silver, Mick},
  title   = {How to Measure Hedonic Property Price Indexes Better},
  journal = {EURONA — Eurostat Review on National Accounts and Macroeconomic Indicators},
  year    = {2018},
  volume  = {1},
  pages   = {35--66}
}

@article{diewert2004hedonic,
  author  = {Diewert, W. Erwin},
  title   = {Hedonic Regressions: A Review of Some Unresolved Issues},
  journal = {Mimeo, University of British Columbia},
  year    = {2004},
  volume  = {},
  pages   = {}
}

@article{mullainathan2017machine,
  author  = {Mullainathan, Sendhil and Spiess, Jann},
  title   = {Machine Learning: An Applied Econometric Approach},
  journal = {Journal of Economic Perspectives},
  year    = {2017},
  volume  = {31},
  number  = {2},
  pages   = {87--106}
}

@article{athey2019machine,
  author  = {Athey, Susan and Imbens, Guido W.},
  title   = {Machine Learning Methods That Economists Should Know About},
  journal = {Annual Review of Economics},
  year    = {2019},
  volume  = {11},
  pages   = {685--725}
}

@article{breiman2001random,
  author  = {Breiman, Leo},
  title   = {Random Forests},
  journal = {Machine Learning},
  year    = {2001},
  volume  = {45},
  number  = {1},
  pages   = {5--32}
}

@article{friedman2001greedy,
  author  = {Friedman, Jerome H.},
  title   = {Greedy Function Approximation: A Gradient Boosting Machine},
  journal = {Annals of Statistics},
  year    = {2001},
  volume  = {29},
  number  = {5},
  pages   = {1189--1232}
}

@article{ke2017lightgbm,
  author  = {Ke, Guolin and Meng, Qi and Finley, Thomas and Wang, Taifeng and Chen, Wei and Ma, Weidong and Ye, Qiwei and Liu, Tie-Yan},
  title   = {{LightGBM}: A Highly Efficient Gradient Boosting Decision Tree},
  journal = {Advances in Neural Information Processing Systems},
  year    = {2017},
  volume  = {30},
  pages   = {3146--3154}
}

@article{mayer2019estimation,
  author  = {Mayer, Michael and Bourassa, Steven C. and Hoesli, Martin and Scognamiglio, Donato},
  title   = {Estimation and Updating Methods for Hedonic Valuation},
  journal = {Journal of European Real Estate Research},
  year    = {2019},
  volume  = {12},
  number  = {1},
  pages   = {134--150}
}

@article{bogin2020house,
  author  = {Bogin, Alexander N. and Shui, Jessica},
  title   = {Appraisal Accuracy and Automated Valuation Models in Rural Areas},
  journal = {Journal of Real Estate Finance and Economics},
  year    = {2020},
  volume  = {60},
  number  = {1},
  pages   = {40--52}
}

@article{steurer2021metrics,
  author  = {Steurer, Miriam and Hill, Robert J. and Pfeifer, Norbert},
  title   = {Metrics for Evaluating the Performance of Machine Learning Based Automated Valuation Models},
  journal = {Journal of Property Research},
  year    = {2021},
  volume  = {38},
  number  = {2},
  pages   = {99--129}
}

@article{pace1997spatial,
  author  = {Pace, R. Kelley and Gilley, Otis W.},
  title   = {Using the Spatial Configuration of the Data to Improve Estimation},
  journal = {Journal of Real Estate Finance and Economics},
  year    = {1997},
  volume  = {14},
  number  = {3},
  pages   = {333--340}
}

@article{case2004modeling,
  author  = {Case, Bradford and Clapp, John and Dubin, Robin and Rodriguez, Mauricio},
  title   = {Modeling Spatial and Temporal House Price Patterns: A Comparison of Four Models},
  journal = {Journal of Real Estate Finance and Economics},
  year    = {2004},
  volume  = {29},
  number  = {2},
  pages   = {167--191}
}

@article{bourassa2010predicting,
  author  = {Bourassa, Steven C. and Cantoni, Eva and Hoesli, Martin},
  title   = {Predicting House Prices with Spatial Dependence: A Comparison of Alternative Methods},
  journal = {Journal of Real Estate Research},
  year    = {2010},
  volume  = {32},
  number  = {2},
  pages   = {139--159}
}

@article{desrosiers2000hedonic,
  author  = {Des Rosiers, Fran{\c c}ois and Th{\'e}riault, Marius and Villeneuve, Paul-Y.},
  title   = {Sorting Out Access and Neighbourhood Factors in Hedonic Price Modelling},
  journal = {Journal of Property Investment \& Finance},
  year    = {2000},
  volume  = {18},
  number  = {3},
  pages   = {291--315}
}

@article{gencay1996nonlinear,
  author  = {Gen{\c c}ay, Ramazan and Yang, Xian},
  title   = {A Forecast Comparison of Residential Housing Prices by Parametric versus Semiparametric Conditional Mean Estimators},
  journal = {Economics Letters},
  year    = {1996},
  volume  = {52},
  number  = {2},
  pages   = {129--135}
}

@article{kok2017big,
  author  = {Kok, Nils and Koponen, Eija-Leena and Mart{\'i}nez-Barbosa, Carmen Adriana},
  title   = {Big Data in Real Estate? From Manual Appraisal to Automated Valuation},
  journal = {Journal of Portfolio Management},
  year    = {2017},
  volume  = {43},
  number  = {6},
  pages   = {202--211}
}

@article{hong2020machine,
  author  = {Hong, Jengei and Choi, Heeyoul and Kim, Woo-sung},
  title   = {A House Price Valuation Based on the Random Forest Approach: The Mass Appraisal of Residential Property in South Korea},
  journal = {International Journal of Strategic Property Management},
  year    = {2020},
  volume  = {24},
  number  = {3},
  pages   = {140--152}
}

@article{knight2003listing,
  author  = {Knight, John R.},
  title   = {Hedonic Modeling of the Home Selling Process},
  journal = {Journal of Real Estate Finance and Economics},
  year    = {2003},
  volume  = {},
  pages   = {}
}

@book{iaao2013standard,
  author    = {{International Association of Assessing Officers}},
  title     = {Standard on Ratio Studies},
  publisher = {IAAO},
  address   = {Kansas City, MO},
  year      = {2013}
}

@article{clapp2002predicting,
  author  = {Clapp, John M. and Giaccotto, Carmelo},
  title   = {Evaluating House Price Forecasts},
  journal = {Journal of Real Estate Research},
  year    = {2002},
  volume  = {24},
  number  = {1},
  pages   = {1--26}
}

@techreport{oecd2013handbook,
  author      = {{Eurostat, ILO, IMF, OECD, UNECE, World Bank}},
  title       = {Handbook on Residential Property Prices Indices ({RPPIs})},
  institution = {Eurostat},
  address     = {Luxembourg},
  year        = {2013}
}