% ============================================================================ % References — UQO Working Paper No. 16 (revised 2026-10-17; all entries verified % against Crossref / publisher pages, DOIs recorded where they exist) % ============================================================================ % ---------------------------------------------------------------- standards and books @book{appraisal2020, author = {{Appraisal Institute}}, title = {The Appraisal of Real Estate}, edition = {15th}, publisher = {Appraisal Institute}, address = {Chicago}, year = {2020} } @techreport{iaao2017, author = {{International Association of Assessing Officers}}, title = {Standard on Mass Appraisal of Real Property}, institution = {IAAO}, address = {Kansas City}, year = {2017} } @techreport{iaao2018, author = {{International Association of Assessing Officers}}, title = {Standard on Automated Valuation Models ({AVM}s)}, institution = {IAAO}, address = {Kansas City}, year = {2018} } @book{gloudemans1999, author = {Gloudemans, Robert J.}, title = {Mass Appraisal of Real Property}, publisher = {International Association of Assessing Officers}, address = {Chicago}, year = {1999} } % ---------------------------------------------------------------- the sales comparison approach as an estimator @article{colwell1983, author = {Colwell, Peter F. and Cannaday, Roger E. and Wu, Chunchi}, title = {The Analytical Foundations of Adjustment Grid Methods}, journal = {Real Estate Economics}, volume = {11}, number = {1}, pages = {11--29}, year = {1983}, doi = {10.1111/1540-6229.00277} } @article{cannaday1986, author = {Cannaday, Roger E. and Sunderman, Mark A.}, title = {Estimation of Depreciation for Single-Family Appraisals}, journal = {Real Estate Economics}, volume = {14}, number = {2}, pages = {255--273}, year = {1986}, doi = {10.1111/1540-6229.00386} } @article{isakson1986, author = {Isakson, Hans R.}, title = {The Nearest Neighbors Appraisal Technique: An Alternative to the Adjustment Grid Methods}, journal = {Real Estate Economics}, volume = {14}, number = {2}, pages = {274--286}, year = {1986}, doi = {10.1111/1540-6229.00387} } @article{isakson1988, author = {Isakson, Hans R.}, title = {Valuation Analysis of Commercial Real Estate Using the Nearest Neighbors Appraisal Technique}, journal = {Growth and Change}, volume = {19}, number = {2}, pages = {11--24}, year = {1988}, doi = {10.1111/j.1468-2257.1988.tb00466.x} } @article{lipscomb1990, author = {Lipscomb, Joseph B. and Gray, J. Brian}, title = {An Empirical Investigation of Four Market-Derived Adjustment Methods}, journal = {Journal of Real Estate Research}, volume = {5}, number = {1}, pages = {53--66}, year = {1990}, doi = {10.1080/10835547.1990.12090602} } @article{vandell1991, author = {Vandell, Kerry D.}, title = {Optimal Comparable Selection and Weighting in Real Property Valuation}, journal = {Real Estate Economics}, volume = {19}, number = {2}, pages = {213--239}, year = {1991}, doi = {10.1111/1540-6229.00550} } @article{kang1991, author = {Kang, Han-Bin and Reichert, Alan K.}, title = {An Empirical Analysis of Hedonic Regression and Grid-Adjustment Techniques in Real Estate Appraisal}, journal = {Real Estate Economics}, volume = {19}, number = {1}, pages = {70--91}, year = {1991}, doi = {10.1111/1540-6229.00541} } @article{quan1991, author = {Quan, Daniel C. and Quigley, John M.}, title = {Price Formation and the Appraisal Function in Real Estate Markets}, journal = {Journal of Real Estate Finance and Economics}, volume = {4}, number = {2}, pages = {127--146}, year = {1991}, doi = {10.1007/BF00173120} } @article{gau1992, author = {Gau, George W. and Lai, Tsong-Yue and Wang, Ko}, title = {Optimal Comparable Selection and Weighting in Real Property Valuation: An Extension}, journal = {Real Estate Economics}, volume = {20}, number = {1}, pages = {107--123}, year = {1992}, doi = {10.1111/1540-6229.00574} } @article{green1994, author = {Green, Richard K.}, title = {Optimal Comparable Weighting and Selection: A Comment}, journal = {Real Estate Economics}, volume = {22}, number = {4}, pages = {647--654}, year = {1994}, doi = {10.1111/1540-6229.00653} } @article{gau1994, author = {Gau, George W. and Lai, Tsong-Yue and Wang, Ko}, title = {A Further Discussion of Optimal Comparable Selection and Weighting, and a Response to {Green}}, journal = {Real Estate Economics}, volume = {22}, number = {4}, pages = {655--663}, year = {1994}, doi = {10.1111/1540-6229.00654} } @article{pace1996, author = {Pace, R. Kelley}, title = {Relative Performance of the Grid, Nearest Neighbor, and {OLS} Estimators}, journal = {Journal of Real Estate Finance and Economics}, volume = {13}, number = {3}, pages = {203--218}, year = {1996}, doi = {10.1007/BF00217391} } @article{epley1997, author = {Epley, Donald R.}, title = {A Note on the Optimal Selection and Weighting of Comparable Properties}, journal = {Journal of Real Estate Research}, volume = {14}, number = {2}, pages = {175--182}, year = {1997}, doi = {10.1080/10835547.1997.12090895} } @article{pace1997, 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}, volume = {14}, number = {3}, pages = {333--340}, year = {1997}, doi = {10.1023/A:1007762613901} } @article{pace1998, author = {Pace, R. Kelley}, title = {Appraisal Using Generalized Additive Models}, journal = {Journal of Real Estate Research}, volume = {15}, number = {1}, pages = {77--99}, year = {1998}, doi = {10.1080/10835547.1998.12090916} } @article{pacegilley1998, author = {Pace, R. Kelley and Gilley, Otis W.}, title = {Generalizing the {OLS} and Grid Estimators}, journal = {Real Estate Economics}, volume = {26}, number = {2}, pages = {331--347}, year = {1998}, doi = {10.1111/1540-6229.00748} } @article{lentz1998, author = {Lentz, George H. and Wang, Ko}, title = {Residential Appraisal and the Lending Process: A Survey of Issues}, journal = {Journal of Real Estate Research}, volume = {15}, number = {1}, pages = {11--39}, year = {1998}, doi = {10.1080/10835547.1998.12090912} } @article{isakson2002, author = {Isakson, Hans R.}, title = {The Linear Algebra of the Sales Comparison Approach}, journal = {Journal of Real Estate Research}, volume = {24}, number = {2}, pages = {117--128}, year = {2002}, doi = {10.1080/10835547.2002.12091090} } @article{lai2008, author = {Lai, Tsong-Yue and Vandell, Kerry and Wang, Ko and Welke, Gerd}, title = {Estimating Property Values by Replication: An Alternative to the Traditional Grid and Regression Methods}, journal = {Journal of Real Estate Research}, volume = {30}, number = {4}, pages = {441--460}, year = {2008}, doi = {10.1080/10835547.2008.12091226} } % ---------------------------------------------------------------- hedonic theory, indices and the assessed value @article{rosen1974, author = {Rosen, Sherwin}, title = {Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition}, journal = {Journal of Political Economy}, volume = {82}, number = {1}, pages = {34--55}, year = {1974}, doi = {10.1086/260169} } @article{bailey1963, author = {Bailey, Martin J. and Muth, Richard F. and Nourse, Hugh O.}, title = {A Regression Method for Real Estate Price Index Construction}, journal = {Journal of the American Statistical Association}, volume = {58}, number = {304}, pages = {933--942}, year = {1963}, doi = {10.1080/01621459.1963.10480679} } @article{case1989, author = {Case, Karl E. and Shiller, Robert J.}, title = {The Efficiency of the Market for Single-Family Homes}, journal = {American Economic Review}, volume = {79}, number = {1}, pages = {125--137}, year = {1989} } @article{clapp1992, author = {Clapp, John M. and Giaccotto, Carmelo}, title = {Estimating Price Indices for Residential Property: A Comparison of Repeat Sales and Assessed Value Methods}, journal = {Journal of the American Statistical Association}, volume = {87}, number = {418}, pages = {300--306}, year = {1992}, doi = {10.1080/01621459.1992.10475209} } @article{thibodeau2003, author = {Thibodeau, Thomas G.}, title = {Marking Single-Family Property Values to Market}, journal = {Real Estate Economics}, volume = {31}, number = {1}, pages = {1--22}, year = {2003}, doi = {10.1111/j.1080-8620.2003.00055.x} } @article{clapham2006, author = {Clapham, Eric and Englund, Peter and Quigley, John M. and Redfearn, Christian L.}, title = {Revisiting the Past and Settling the Score: Index Revision for House Price Derivatives}, journal = {Real Estate Economics}, volume = {34}, number = {2}, pages = {275--302}, year = {2006}, doi = {10.1111/j.1540-6229.2006.00167.x} } @article{hill2013, author = {Hill, Robert J.}, title = {Hedonic Price Indexes for Residential Housing: A Survey, Evaluation and Taxonomy}, journal = {Journal of Economic Surveys}, volume = {27}, number = {5}, pages = {879--914}, year = {2013}, doi = {10.1111/j.1467-6419.2012.00731.x} } @article{hillscholz2018, author = {Hill, Robert J. and Scholz, Michael}, title = {Can Geospatial Data Improve House Price Indexes? {A} Hedonic Imputation Approach with Splines}, journal = {Review of Income and Wealth}, volume = {64}, number = {4}, pages = {737--756}, year = {2018}, doi = {10.1111/roiw.12303} } @article{ngai2014, author = {Ngai, L. Rachel and Tenreyro, Silvana}, title = {Hot and Cold Seasons in the Housing Market}, journal = {American Economic Review}, volume = {104}, number = {12}, pages = {3991--4026}, year = {2014}, doi = {10.1257/aer.104.12.3991} } % ---------------------------------------------------------------- spatial dependence, submarkets and local estimation @article{desrosiers2000, 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}, volume = {18}, number = {3}, pages = {291--315}, year = {2000}, doi = {10.1108/14635780010338245} } @article{bourassa2003, author = {Bourassa, Steven C. and Hoesli, Martin and Peng, Vincent S.}, title = {Do Housing Submarkets Really Matter?}, journal = {Journal of Housing Economics}, volume = {12}, number = {1}, pages = {12--28}, year = {2003}, doi = {10.1016/S1051-1377(03)00003-2} } @article{goodman2003, author = {Goodman, Allen C. and Thibodeau, Thomas G.}, title = {Housing Market Segmentation and Hedonic Prediction Accuracy}, journal = {Journal of Housing Economics}, volume = {12}, number = {3}, pages = {181--201}, year = {2003}, doi = {10.1016/S1051-1377(03)00031-7} } @article{case2004, 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}, volume = {29}, number = {2}, pages = {167--191}, year = {2004}, doi = {10.1023/B:REAL.0000035309.60607.53} } @article{bourassa2007, author = {Bourassa, Steven C. and Cantoni, Eva and Hoesli, Martin}, title = {Spatial Dependence, Housing Submarkets, and House Price Prediction}, journal = {Journal of Real Estate Finance and Economics}, volume = {35}, number = {2}, pages = {143--160}, year = {2007}, doi = {10.1007/s11146-007-9036-8} } @article{bourassa2010, 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}, volume = {32}, number = {2}, pages = {139--160}, year = {2010}, doi = {10.1080/10835547.2010.12091276} } @article{dube2013, author = {Dub{\'e}, Jean and Legros, Diègo}, title = {A Spatio-Temporal Measure of Spatial Dependence: An Example Using Real Estate Data}, journal = {Papers in Regional Science}, volume = {92}, number = {1}, pages = {19--31}, year = {2013}, doi = {10.1111/j.1435-5957.2011.00402.x} } @article{dube2014, author = {Dub{\'e}, Jean and Legros, Diègo}, title = {Spatial Econometrics and the Hedonic Pricing Model: What About the Temporal Dimension?}, journal = {Journal of Property Research}, volume = {31}, number = {4}, pages = {333--359}, year = {2014}, doi = {10.1080/09599916.2014.913655} } % ---------------------------------------------------------------- automated valuation and machine learning @article{shiller1999, author = {Shiller, Robert J. and Weiss, Allan N.}, title = {Evaluating Real Estate Valuation Systems}, journal = {Journal of Real Estate Finance and Economics}, volume = {18}, number = {2}, pages = {147--161}, year = {1999}, doi = {10.1023/A:1007756607862} } @article{pagourtzi2003, author = {Pagourtzi, Elli and Assimakopoulos, Vassilis and Hatzichristos, Thomas and French, Nick}, title = {Real Estate Appraisal: A Review of Valuation Methods}, journal = {Journal of Property Investment \& Finance}, volume = {21}, number = {4}, pages = {383--401}, year = {2003}, doi = {10.1108/14635780310483656} } @article{zurada2011, author = {Zurada, Jozef and Levitan, Alan S. and Guan, Jian}, title = {A Comparison of Regression and Artificial Intelligence Methods in a Mass Appraisal Context}, journal = {Journal of Real Estate Research}, volume = {33}, number = {3}, pages = {349--388}, year = {2011}, doi = {10.1080/10835547.2011.12091311} } @article{mccluskey2013, author = {McCluskey, William J. and McCord, Michael and Davis, Peadar T. and Haran, Martin and McIlhatton, David}, title = {Prediction Accuracy in Mass Appraisal: A Comparison of Modern Approaches}, journal = {Journal of Property Research}, volume = {30}, number = {4}, pages = {239--265}, year = {2013}, doi = {10.1080/09599916.2013.781204} } @article{kok2017, 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}, volume = {43}, number = {6}, pages = {202--211}, year = {2017}, doi = {10.3905/jpm.2017.43.6.202} } @article{mayer2019, 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}, volume = {12}, number = {1}, pages = {134--150}, year = {2019}, doi = {10.1108/JERER-08-2018-0035} } @article{pace2020, author = {Pace, R. Kelley and Hayunga, Darren}, title = {Examining the Information Content of Residuals from Hedonic and Spatial Models Using Trees and Forests}, journal = {Journal of Real Estate Finance and Economics}, volume = {60}, number = {1--2}, pages = {170--180}, year = {2020}, doi = {10.1007/s11146-019-09724-w} } @article{bogin2020, 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}, volume = {60}, number = {1--2}, pages = {40--52}, year = {2020}, doi = {10.1007/s11146-019-09712-0} } @article{krause2020, author = {Krause, Andy and Martin, Andrew and Fix, Miriam}, title = {Uncertainty in Automated Valuation Models: Error- versus Model-Based Approaches}, journal = {Journal of Property Research}, volume = {37}, number = {4}, pages = {308--339}, year = {2020}, doi = {10.1080/09599916.2020.1807587} } @article{steurer2021, 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}, volume = {38}, number = {2}, pages = {99--129}, year = {2021}, doi = {10.1080/09599916.2020.1858937} } @article{lorenz2023, author = {Lorenz, Felix and Willwersch, Jonas and Cajias, Marcelo and Fuerst, Franz}, title = {Interpretable Machine Learning for Real Estate Market Analysis}, journal = {Real Estate Economics}, volume = {51}, number = {5}, pages = {1178--1208}, year = {2023}, doi = {10.1111/1540-6229.12397} } % ---------------------------------------------------------------- appraiser behaviour @article{northcraft1987, author = {Northcraft, Gregory B. and Neale, Margaret A.}, title = {Experts, Amateurs, and Real Estate: An Anchoring-and-Adjustment Perspective on Property Pricing Decisions}, journal = {Organizational Behavior and Human Decision Processes}, volume = {39}, number = {1}, pages = {84--97}, year = {1987}, doi = {10.1016/0749-5978(87)90046-X} } @article{diaz1990, author = {Diaz, Julian}, title = {How Appraisers Do Their Work: A Test of the Appraisal Process and the Development of a Descriptive Model}, journal = {Journal of Real Estate Research}, volume = {5}, number = {1}, pages = {1--15}, year = {1990}, doi = {10.1080/10835547.1990.12090601} } @article{diaz2001, author = {Diaz, Julian and Hansz, J. Andrew}, title = {The Use of Reference Points in Valuation Judgment}, journal = {Journal of Property Research}, volume = {18}, number = {2}, pages = {141--148}, year = {2001}, doi = {10.1080/09599910110039897} } @article{eriksen2019, author = {Eriksen, Michael D. and Fout, Hamilton B. and Palim, Mark and Rosenblatt, Eric}, title = {The Influence of Contract Prices and Relationships on Appraisal Bias}, journal = {Journal of Urban Economics}, volume = {111}, pages = {132--143}, year = {2019}, doi = {10.1016/j.jue.2019.04.007} } @article{calem2021, author = {Calem, Paul S. and Kenney, Jeanna and Lambie-Hanson, Lauren and Nakamura, Leonard I.}, title = {Appraising Home Purchase Appraisals}, journal = {Real Estate Economics}, volume = {49}, number = {S1}, pages = {134--168}, year = {2021}, doi = {10.1111/1540-6229.12326} } % ---------------------------------------------------------------- forecast evaluation and inference @article{diebold1995, author = {Diebold, Francis X. and Mariano, Roberto S.}, title = {Comparing Predictive Accuracy}, journal = {Journal of Business \& Economic Statistics}, volume = {13}, number = {3}, pages = {253--263}, year = {1995}, doi = {10.1080/07350015.1995.10524599} } @article{white2000, author = {White, Halbert}, title = {A Reality Check for Data Snooping}, journal = {Econometrica}, volume = {68}, number = {5}, pages = {1097--1126}, year = {2000}, doi = {10.1111/1468-0262.00152} } @article{hansen2005, author = {Hansen, Peter Reinhard}, title = {A Test for Superior Predictive Ability}, journal = {Journal of Business \& Economic Statistics}, volume = {23}, number = {4}, pages = {365--380}, year = {2005}, doi = {10.1198/073500105000000063} } @article{giacomini2006, author = {Giacomini, Raffaella and White, Halbert}, title = {Tests of Conditional Predictive Ability}, journal = {Econometrica}, volume = {74}, number = {6}, pages = {1545--1578}, year = {2006}, doi = {10.1111/j.1468-0262.2006.00718.x} } @article{hyndman2006, author = {Hyndman, Rob J. and Koehler, Anne B.}, title = {Another Look at Measures of Forecast Accuracy}, journal = {International Journal of Forecasting}, volume = {22}, number = {4}, pages = {679--688}, year = {2006}, doi = {10.1016/j.ijforecast.2006.03.001} } @article{cameron2008, author = {Cameron, A. Colin and Gelbach, Jonah B. and Miller, Douglas L.}, title = {Bootstrap-Based Improvements for Inference with Clustered Errors}, journal = {Review of Economics and Statistics}, volume = {90}, number = {3}, pages = {414--427}, year = {2008}, doi = {10.1162/rest.90.3.414} } @article{gneiting2011, author = {Gneiting, Tilmann}, title = {Making and Evaluating Point Forecasts}, journal = {Journal of the American Statistical Association}, volume = {106}, number = {494}, pages = {746--762}, year = {2011}, doi = {10.1198/jasa.2011.r10138} } @article{lei2018, author = {Lei, Jing and G'Sell, Max and Rinaldo, Alessandro and Tibshirani, Ryan J. and Wasserman, Larry}, title = {Distribution-Free Predictive Inference for Regression}, journal = {Journal of the American Statistical Association}, volume = {113}, number = {523}, pages = {1094--1111}, year = {2018}, doi = {10.1080/01621459.2017.1307116} }