1@article{rosen1974hedonic,2 author = {Rosen, Sherwin},3 title = {Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition},4 journal = {Journal of Political Economy},5 year = {1974},6 volume = {82},7 number = {1},8 pages = {34--55},9 doi = {10.1086/260169}10}1112@article{sirmans2005composition,13 author = {Sirmans, G. Stacy and Macpherson, David A. and Zietz, Emily N.},14 title = {The Composition of Hedonic Pricing Models},15 journal = {Journal of Real Estate Literature},16 year = {2005},17 volume = {13},18 number = {1},19 pages = {1--44},20 doi = {10.1080/10835547.2005.12090154}21}2223@article{sirmans2006value,24 author = {Sirmans, G. Stacy and MacDonald, Lynn and Macpherson, David A. and Zietz, Emily Norman},25 title = {The Value of Housing Characteristics: A Meta Analysis},26 journal = {The Journal of Real Estate Finance and Economics},27 year = {2006},28 volume = {33},29 number = {3},30 pages = {215--240},31 doi = {10.1007/s11146-006-9983-5}32}3334@article{sirmans2010meta,35 author = {Sirmans, G. Stacy and MacDonald, Lynn and Macpherson, David A.},36 title = {A Meta-Analysis of Selling Price and Time-on-the-Market},37 journal = {Journal of Housing Research},38 year = {2010},39 volume = {19},40 number = {2},41 pages = {139--152},42 doi = {10.1080/10835547.2010.12092027}43}4445@article{khoshnoud2023composition,46 author = {Khoshnoud, Mahsa and Sirmans, G. Stacy and Zietz, Emily N.},47 title = {The Evolution of Hedonic Pricing Models},48 journal = {Journal of Real Estate Literature},49 year = {2023},50 volume = {31},51 number = {1},52 pages = {1--47},53 doi = {10.1080/09277544.2023.2201020}54}5556@incollection{malpezzi2003hedonic,57 author = {Malpezzi, Stephen},58 title = {Hedonic Pricing Models: A Selective and Applied Review},59 booktitle = {Housing Economics and Public Policy: Essays in Honor of {Duncan Maclennan}},60 editor = {O'Sullivan, Tony and Gibb, Kenneth},61 publisher = {Blackwell},62 address = {Oxford},63 year = {2003},64 chapter = {5},65 pages = {67--89},66 doi = {10.1002/9780470690680.ch5}67}6869@techreport{herath2010hedonic,70 author = {Herath, Shanaka and Maier, Gunther},71 title = {The Hedonic Price Method in Real Estate and Housing Market Research: A Review of the Literature},72 institution = {Vienna University of Economics and Business, Research Institute for Spatial and Real Estate Economics},73 type = {SRE-Discussion Paper},74 number = {2010/03},75 year = {2010},76 doi = {10.57938/e55da0fe-d130-415d-9a5d-7bbc07c329a1}77}7879@article{smith1995can,80 author = {Smith, V. Kerry and Huang, Ju-Chin},81 title = {Can Markets Value Air Quality? A Meta-Analysis of Hedonic Property Value Models},82 journal = {Journal of Political Economy},83 year = {1995},84 volume = {103},85 number = {1},86 pages = {209--227},87 doi = {10.1086/261981}88}8990@article{boyle2001survey,91 author = {Boyle, Melissa A. and Kiel, Katherine A.},92 title = {A Survey of House Price Hedonic Studies of the Impact of Environmental Externalities},93 journal = {Journal of Real Estate Literature},94 year = {2001},95 volume = {9},96 number = {2},97 pages = {117--144},98 doi = {10.1080/10835547.2001.12090098}99}100101@article{bowen2001theoretical,102 author = {Bowen, William M. and Mikelbank, Brian A. and Prestegaard, Dean M.},103 title = {Theoretical and Empirical Considerations Regarding Space in Hedonic Housing Price Model Applications},104 journal = {Growth and Change},105 year = {2001},106 volume = {32},107 number = {4},108 pages = {466--490},109 doi = {10.1111/0017-4815.00171}110}111112@article{nelson2004meta,113 author = {Nelson, Jon P.},114 title = {Meta-Analysis of Airport Noise and Hedonic Property Values: Problems and Prospects},115 journal = {Journal of Transport Economics and Policy},116 year = {2004},117 volume = {38},118 number = {1},119 pages = {1--27},120 doi = {10.3828/jtep.2004.38.1.1}121}122123@incollection{nelson2008hedonic,124 author = {Nelson, Jon P.},125 title = {Hedonic Property Value Studies of Transportation Noise: Aircraft and Road Traffic},126 booktitle = {Hedonic Methods in Housing Markets},127 editor = {Baranzini, Andrea and Ramirez, Jos{\'e} and Schaerer, Caroline and Thalmann, Philippe},128 publisher = {Springer},129 address = {New York},130 year = {2008},131 pages = {57--82},132 doi = {10.1007/978-0-387-76815-1_4}133}134135@techreport{mcconnell2005value,136 author = {McConnell, Virginia and Walls, Margaret A.},137 title = {The Value of Open Space: Evidence from Studies of Nonmarket Benefits},138 institution = {Resources for the Future},139 address = {Washington, DC},140 type = {RFF Report},141 year = {2005},142 url = {https://www.rff.org/documents/489/RFF-REPORT-Open20Spaces.pdf}143}144145@article{simons2006effect,146 author = {Simons, Robert A. and Saginor, Jesse D.},147 title = {A Meta-Analysis of the Effect of Environmental Contamination and Positive Amenities on Residential Real Estate Values},148 journal = {Journal of Real Estate Research},149 year = {2006},150 volume = {28},151 number = {1},152 pages = {71--104},153 doi = {10.1080/10835547.2006.12091168}154}155156@article{debrezion2007impact,157 author = {Debrezion, Ghebreegziabiher and Pels, Eric and Rietveld, Piet},158 title = {The Impact of Railway Stations on Residential and Commercial Property Value: A Meta-analysis},159 journal = {The Journal of Real Estate Finance and Economics},160 year = {2007},161 volume = {35},162 number = {2},163 pages = {161--180},164 doi = {10.1007/s11146-007-9032-z}165}166167@article{daniel2009floods,168 author = {Daniel, Vanessa E. and Florax, Raymond J. G. M. and Rietveld, Piet},169 title = {Flooding Risk and Housing Values: An Economic Assessment of Environmental Hazard},170 journal = {Ecological Economics},171 year = {2009},172 volume = {69},173 number = {2},174 pages = {355--365},175 doi = {10.1016/j.ecolecon.2009.08.018}176}177178@article{jackson2010effects,179 author = {Jackson, Thomas O. and Pitts, Jennifer},180 title = {The Effects of Electric Transmission Lines on Property Values: A Literature Review},181 journal = {Journal of Real Estate Literature},182 year = {2010},183 volume = {18},184 number = {2},185 pages = {239--259},186 doi = {10.1080/10835547.2010.12090275}187}188189@article{kuminoff2010which,190 author = {Kuminoff, Nicolai V. and Parmeter, Christopher F. and Pope, Jaren C.},191 title = {Which Hedonic Models Can We Trust to Recover the Marginal Willingness to Pay for Environmental Amenities?},192 journal = {Journal of Environmental Economics and Management},193 year = {2010},194 volume = {60},195 number = {3},196 pages = {145--160},197 doi = {10.1016/j.jeem.2010.06.001}198}199200@article{waltert2010landscape,201 author = {Waltert, Fabian and Schl{\"a}pfer, Felix},202 title = {Landscape Amenities and Local Development: A Review of Migration, Regional Economic and Hedonic Pricing Studies},203 journal = {Ecological Economics},204 year = {2010},205 volume = {70},206 number = {2},207 pages = {141--152},208 doi = {10.1016/j.ecolecon.2010.09.031}209}210211@article{braden2011meta,212 author = {Braden, John B. and Feng, Xia and Won, DooHwan},213 title = {Waste Sites and Property Values: A Meta-Analysis},214 journal = {Environmental and Resource Economics},215 year = {2011},216 volume = {50},217 number = {2},218 pages = {175--201},219 doi = {10.1007/s10640-011-9467-9}220}221222@article{brander2011value,223 author = {Brander, Luke M. and Koetse, Mark J.},224 title = {The Value of Urban Open Space: Meta-Analyses of Contingent Valuation and Hedonic Pricing Results},225 journal = {Journal of Environmental Management},226 year = {2011},227 volume = {92},228 number = {10},229 pages = {2763--2773},230 doi = {10.1016/j.jenvman.2011.06.019}231}232233@article{nguyenhoang2011capitalization,234 author = {Nguyen-Hoang, Phuong and Yinger, John},235 title = {The Capitalization of School Quality into House Values: A Review},236 journal = {Journal of Housing Economics},237 year = {2011},238 volume = {20},239 number = {1},240 pages = {30--48},241 doi = {10.1016/j.jhe.2011.02.001}242}243244@article{hill2013hedonic,245 author = {Hill, Robert J.},246 title = {Hedonic Price Indexes for Residential Housing: A Survey, Evaluation and Taxonomy},247 journal = {Journal of Economic Surveys},248 year = {2013},249 volume = {27},250 number = {5},251 pages = {879--914},252 doi = {10.1111/j.1467-6419.2012.00731.x}253}254255@article{mohammad2013meta,256 author = {Mohammad, Sara I. and Graham, Daniel J. and Melo, Patricia C. and Anderson, Richard J.},257 title = {A Meta-Analysis of the Impact of Rail Projects on Land and Property Values},258 journal = {Transportation Research Part A: Policy and Practice},259 year = {2013},260 volume = {50},261 pages = {158--170},262 doi = {10.1016/j.tra.2013.01.013}263}264265@article{wadud2013using,266 author = {Wadud, Zia},267 title = {Using Meta-Regression to Determine Noise Depreciation Indices for {Asian} Airports},268 journal = {Asian Geographer},269 year = {2013},270 volume = {30},271 number = {2},272 pages = {127--141},273 doi = {10.1080/10225706.2013.778580}274}275276@article{perino2014value,277 author = {Perino, Grischa and Andrews, Barnaby and Kontoleon, Andreas and Bateman, Ian},278 title = {The Value of Urban Green Space in {Britain}: A Methodological Framework for Spatially Referenced Benefit Transfer},279 journal = {Environmental and Resource Economics},280 year = {2014},281 volume = {57},282 number = {2},283 pages = {251--272},284 doi = {10.1007/s10640-013-9665-8}285}286287@article{higgins2016forty,288 author = {Higgins, Christopher D. and Kanaroglou, Pavlos S.},289 title = {Forty Years of Modelling Rapid Transit's Land Value Uplift in {North America}: Moving Beyond the Tip of the Iceberg},290 journal = {Transport Reviews},291 year = {2016},292 volume = {36},293 number = {5},294 pages = {610--634},295 doi = {10.1080/01441647.2016.1174748}296}297298@article{siriwardena2016implicit,299 author = {Siriwardena, Shyamani D. and Boyle, Kevin J. and Holmes, Thomas P. and Wiseman, P. Eric},300 title = {The Implicit Value of Tree Cover in the {U.S.}: A Meta-Analysis of Hedonic Property Value Studies},301 journal = {Ecological Economics},302 year = {2016},303 volume = {128},304 pages = {68--76},305 doi = {10.1016/j.ecolecon.2016.04.016}306}307308@inproceedings{gluszak2017airport,309 author = {G{\l}uszak, Micha{\l} and Konowalczuk, Jan and Fory{\'s}, Iwona},310 title = {Airport Noise, Land Use Controls and Real Estate Values: Critical Review and Meta-Analysis},311 booktitle = {24th Annual {European Real Estate Society} Conference},312 year = {2017},313 doi = {10.15396/eres2017_244}314}315316@article{beltran2018is,317 author = {Beltr{\'a}n, Allan and Maddison, David and Elliott, Robert J. R.},318 title = {Is Flood Risk Capitalised Into Property Values?},319 journal = {Ecological Economics},320 year = {2018},321 volume = {146},322 pages = {668--685},323 doi = {10.1016/j.ecolecon.2017.12.015}324}325326@article{nicholls2018impact,327 author = {Nicholls, Sarah and Crompton, John},328 title = {A Comprehensive Review of the Evidence of the Impact of Surface Water Quality on Property Values},329 journal = {Sustainability},330 year = {2018},331 volume = {10},332 number = {2},333 pages = {500},334 doi = {10.3390/su10020500}335}336337@article{cespedes2019meta,338 author = {Cespedes-Lopez, Maria-Francisca and Mora-Garcia, Raul-Tomas and Perez-Sanchez, V. Raul and Perez-Sanchez, Juan-Carlos},339 title = {Meta-Analysis of Price Premiums in Housing with Energy Performance Certificates ({EPC}) in the {European Union}},340 journal = {Sustainability},341 year = {2019},342 volume = {11},343 number = {22},344 pages = {6303},345 doi = {10.3390/su11226303}346}347348@article{crompton2019impact,349 author = {Crompton, John L. and Nicholls, Sarah},350 title = {The Impact of Greenways and Trails on Proximate Property Values: An Updated Review},351 journal = {Journal of Park and Recreation Administration},352 year = {2019},353 doi = {10.18666/jpra-2019-9906}354}355356@article{jayantha2020bibliometric,357 author = {Jayantha, Wadu Mesthrige and Oladinrin, Olugbenga Timo},358 title = {Bibliometric Analysis of Hedonic Price Model Using {CiteSpace}},359 journal = {International Journal of Housing Markets and Analysis},360 year = {2020},361 volume = {13},362 number = {2},363 pages = {357--371},364 doi = {10.1108/ijhma-04-2019-0044}365}366367@article{nicholls2019impacts,368 author = {Nicholls, Sarah},369 title = {Impacts of Environmental Disturbances on Housing Prices: A Review of the Hedonic Pricing Literature},370 journal = {Journal of Environmental Management},371 year = {2019},372 volume = {246},373 pages = {1--10},374 doi = {10.1016/j.jenvman.2019.05.144}375}376377@article{perezrave2019machine,378 author = {P{\'e}rez-Rave, Jorge Iv{\'a}n and Correa-Morales, Juan Carlos and Gonz{\'a}lez-Echavarr{\'i}a, Favi{\'a}n},379 title = {A Machine Learning Approach to Big Data Regression Analysis of Real Estate Prices for Inferential and Predictive Purposes},380 journal = {Journal of Property Research},381 year = {2019},382 volume = {36},383 number = {1},384 pages = {59--96},385 doi = {10.1080/09599916.2019.1587489}386}387388@article{turnbull2021meta,389 author = {Turnbull, Geoffrey K. and Zheng, Minrong},390 title = {A Meta-Analysis of School Quality Capitalization in {U.S.} House Prices},391 journal = {Real Estate Economics},392 year = {2021},393 volume = {49},394 number = {4},395 pages = {1120--1171},396 doi = {10.1111/1540-6229.12300}397}398399@article{wang2019machine,400 author = {Wang, Dongfang and Li, Victor Jing},401 title = {Mass Appraisal Models of Real Estate in the 21st Century: A Systematic Literature Review},402 journal = {Sustainability},403 year = {2019},404 volume = {11},405 number = {24},406 pages = {7006},407 doi = {10.3390/su11247006}408}409410@article{bishop2020best,411 author = {Bishop, Kelly C. and Kuminoff, Nicolai V. and Banzhaf, H. Spencer and Boyle, Kevin J. and von Gravenitz, Kathrine and Pope, Jaren C. and Smith, V. Kerry and Timmins, Christopher D.},412 title = {Best Practices for Using Hedonic Property Value Models to Measure Willingness to Pay for Environmental Quality},413 journal = {Review of Environmental Economics and Policy},414 year = {2020},415 volume = {14},416 number = {2},417 pages = {260--281},418 doi = {10.1093/reep/reaa001}419}420421@article{valier2020who,422 author = {Valier, Agostino},423 title = {Who Performs Better? {AVMs} vs Hedonic Models},424 journal = {Journal of Property Investment \& Finance},425 year = {2020},426 volume = {38},427 number = {3},428 pages = {213--225},429 doi = {10.1108/jpif-12-2019-0157}430}431432@article{zhang2020brt,433 author = {Zhang, Min and Yen, Barbara T. H.},434 title = {The Impact of Bus Rapid Transit ({BRT}) on Land and Property Values: A Meta-Analysis},435 journal = {Land Use Policy},436 year = {2020},437 volume = {96},438 pages = {104684},439 doi = {10.1016/j.landusepol.2020.104684}440}441442@article{guignet2022property,443 author = {Guignet, Dennis and Heberling, Matthew T. and Papenfus, Michael and Griot, Olivia},444 title = {Property Values, Water Quality, and Benefit Transfer: A Nationwide Meta-analysis},445 journal = {Land Economics},446 year = {2022},447 volume = {98},448 number = {2},449 pages = {191--218},450 doi = {10.3368/le.98.2.050120-0062r1}451}452453@article{jaafar2021machine,454 author = {Ja'afar, Nur Syafiqah and Mohamad, Junainah and Ismail, Suriatini},455 title = {Machine Learning for Property Price Prediction and Price Valuation: A Systematic Literature Review},456 journal = {Planning Malaysia},457 year = {2021},458 volume = {19},459 doi = {10.21837/pm.v19i17.1018}460}461462@article{parsons2022property,463 author = {Parsons, George and Heintzelman, Martin D.},464 title = {The Effect of Wind Power Projects on Property Values: A Decade (2011--2021) of Hedonic Price Analysis},465 journal = {International Review of Environmental and Resource Economics},466 year = {2022},467 volume = {16},468 number = {1},469 pages = {93--170},470 doi = {10.1561/101.00000132}471}472473@article{geerts2023machine,474 author = {Geerts, Margot and vanden Broucke, Seppe and De Weerdt, Jochen},475 title = {A Survey of Methods and Input Data Types for House Price Prediction},476 journal = {ISPRS International Journal of Geo-Information},477 year = {2023},478 volume = {12},479 number = {5},480 pages = {200},481 doi = {10.3390/ijgi12050200}482}483484@article{tekouabou2024review,485 author = {Tekouabou, St{\'e}phane C. K. and Gherghina, {\c{S}}tefan Cristian and Kameni, Eric D{\'e}sir{\'e} and Filali, Youssef and Idrissi Gartoumi, Khalil},486 title = {{AI}-Based on Machine Learning Methods for Urban Real Estate Prediction: A Systematic Survey},487 journal = {Archives of Computational Methods in Engineering},488 year = {2024},489 volume = {31},490 number = {2},491 pages = {1079--1095},492 doi = {10.1007/s11831-023-10010-5}493}494495@article{heberling2024meta,496 author = {Heberling, Matthew T. and Guignet, Dennis and Papenfus, Michael},497 title = {Hedonic Property Values and Water Quality: A Meta-Analysis of Commodity, Market, and Methodological Choices},498 journal = {Journal of Environmental Management},499 year = {2024},500 volume = {352},501 pages = {119829},502 doi = {10.1016/j.jenvman.2023.119829}503}504505@article{naz2024machine,506 author = {Naz, Sana and Jamil, Muhammad and Ijaz, Sana},507 title = {Machine Learning, Deep Learning, and Hybrid Approaches in Real Estate Price Prediction: A Comprehensive Systematic Literature Review},508 journal = {Proceedings of the Pakistan Academy of Sciences: A. Physical and Computational Sciences},509 year = {2024},510 volume = {61},511 number = {2},512 pages = {129--144},513 doi = {10.53560/PPASA(61-2)863}514}515516@article{jayalath2025meta,517 author = {Jayalath, Tharaka A. and Lloyd-Smith, Patrick},518 title = {Water Quality and Property Values: A Meta-Analysis and {Canadian} National Benefit Assessment},519 journal = {Canadian Water Resources Journal / Revue canadienne des ressources hydriques},520 year = {2025},521 volume = {51},522 number = {1},523 pages = {1--22},524 doi = {10.1080/07011784.2025.2543860}525}526527@article{macchiaroli2025crime,528 author = {Macchiaroli, Maria and Dolores, Luigi},529 title = {The Influence of Urban Lack of Safety and Preventive Measures on Property Values: Systematic Review and Meta-Analysis},530 journal = {Valori e Valutazioni},531 year = {2025},532 volume = {38},533 pages = {139--176},534 doi = {10.48264/vvsiev-20253810}535}536537@article{moreno2025machine,538 author = {Moreno-Foronda, Ignacio and S{\'a}nchez-Mart{\'i}nez, Mar{\'i}a-Teresa and Pareja-Eastaway, Montserrat},539 title = {Comparative Analysis of Advanced Models for Predicting Housing Prices: A Review},540 journal = {Urban Science},541 year = {2025},542 volume = {9},543 number = {2},544 pages = {32},545 doi = {10.3390/urbansci9020032}546}547548@article{siriwardena2025capitalization,549 author = {Siriwardena, Shyamani D. and Boyle, Kevin J. and Holmes, Thomas P.},550 title = {Capitalization of Urban Tree Cover: An Internal Meta-Analysis},551 journal = {Ecological Economics},552 year = {2025},553 volume = {238},554 pages = {108709},555 doi = {10.1016/j.ecolecon.2025.108709}556}557558@article{lancaster1966new,559 author = {Lancaster, Kelvin J.},560 title = {A New Approach to Consumer Theory},561 journal = {Journal of Political Economy},562 year = {1966},563 volume = {74},564 number = {2},565 pages = {132--157},566 doi = {10.1086/259131}567}568569@article{ridker1967determinants,570 author = {Ridker, Ronald G. and Henning, John A.},571 title = {The Determinants of Residential Property Values with Special Reference to Air Pollution},572 journal = {The Review of Economics and Statistics},573 year = {1967},574 volume = {49},575 number = {2},576 pages = {246--257},577 doi = {10.2307/1928231}578}579580@article{kain1970measuring,581 author = {Kain, John F. and Quigley, John M.},582 title = {Measuring the Value of Housing Quality},583 journal = {Journal of the American Statistical Association},584 year = {1970},585 volume = {65},586 number = {330},587 pages = {532--548},588 doi = {10.1080/01621459.1970.10481102}589}590591@article{freeman1979hedonic,592 author = {Freeman, A. Myrick},593 title = {Hedonic Prices, Property Values and Measuring Environmental Benefits: A Survey of the Issues},594 journal = {The Scandinavian Journal of Economics},595 year = {1979},596 volume = {81},597 number = {2},598 pages = {154--173},599 doi = {10.2307/3439957}600}601602@article{halvorsen1980interpretation,603 author = {Halvorsen, Robert and Palmquist, Raymond},604 title = {The Interpretation of Dummy Variables in Semilogarithmic Equations},605 journal = {American Economic Review},606 year = {1980},607 volume = {70},608 number = {3},609 pages = {474--475}610}611612@article{halvorsen1981choice,613 author = {Halvorsen, Robert and Pollakowski, Henry O.},614 title = {Choice of Functional Form for Hedonic Price Equations},615 journal = {Journal of Urban Economics},616 year = {1981},617 volume = {10},618 number = {1},619 pages = {37--49},620 doi = {10.1016/0094-1190(81)90021-8}621}622623@article{kennedy1981estimation,624 author = {Kennedy, Peter E.},625 title = {Estimation with Correctly Interpreted Dummy Variables in Semilogarithmic Equations},626 journal = {American Economic Review},627 year = {1981},628 volume = {71},629 number = {4},630 pages = {801}631}632633@article{follain1985estimating,634 author = {Follain, James R. and Jimenez, Emmanuel},635 title = {Estimating the Demand for Housing Characteristics: A Survey and Critique},636 journal = {Regional Science and Urban Economics},637 year = {1985},638 volume = {15},639 number = {1},640 pages = {77--107},641 doi = {10.1016/0166-0462(85)90033-X}642}643644@article{cropper1988choice,645 author = {Cropper, Maureen L. and Deck, Leland B. and McConnell, Kenneth E.},646 title = {On the Choice of Functional Form for Hedonic Price Functions},647 journal = {The Review of Economics and Statistics},648 year = {1988},649 volume = {70},650 number = {4},651 pages = {668--675},652 doi = {10.2307/1935831}653}654655@book{anselin1988spatial,656 author = {Anselin, Luc},657 title = {Spatial Econometrics: Methods and Models},658 series = {Studies in Operational Regional Science},659 publisher = {Kluwer Academic Publishers},660 address = {Dordrecht},661 year = {1988},662 doi = {10.1007/978-94-015-7799-1}663}664665@article{can1992specification,666 author = {Can, Ayse},667 title = {Specification and Estimation of Hedonic Housing Price Models},668 journal = {Regional Science and Urban Economics},669 year = {1992},670 volume = {22},671 number = {3},672 pages = {453--474},673 doi = {10.1016/0166-0462(92)90039-4}674}675676@article{dubin1992spatial,677 author = {Dubin, Robin A.},678 title = {Spatial Autocorrelation and Neighborhood Quality},679 journal = {Regional Science and Urban Economics},680 year = {1992},681 volume = {22},682 number = {3},683 pages = {433--452},684 doi = {10.1016/0166-0462(92)90038-3}685}686687@article{brunsdon1996geographically,688 author = {Brunsdon, Chris and Fotheringham, A. Stewart and Charlton, Martin E.},689 title = {Geographically Weighted Regression: A Method for Exploring Spatial Nonstationarity},690 journal = {Geographical Analysis},691 year = {1996},692 volume = {28},693 number = {4},694 pages = {281--298},695 doi = {10.1111/j.1538-4632.1996.tb00936.x}696}697698@article{basu1998analysis,699 author = {Basu, Sabyasachi and Thibodeau, Thomas G.},700 title = {Analysis of Spatial Autocorrelation in House Prices},701 journal = {The Journal of Real Estate Finance and Economics},702 year = {1998},703 volume = {17},704 number = {1},705 pages = {61--85},706 doi = {10.1023/A:1007703229507}707}708709@article{goodman1998housing,710 author = {Goodman, Allen C. and Thibodeau, Thomas G.},711 title = {Housing Market Segmentation},712 journal = {Journal of Housing Economics},713 year = {1998},714 volume = {7},715 number = {2},716 pages = {121--143},717 doi = {10.1006/jhec.1998.0229}718}719720@article{pace1998spatial,721 author = {Pace, R. Kelley and Barry, Ronald and Sirmans, C. F.},722 title = {Spatial Statistics and Real Estate},723 journal = {The Journal of Real Estate Finance and Economics},724 year = {1998},725 volume = {17},726 number = {1},727 pages = {5--13},728 doi = {10.1023/A:1007783811760}729}730731@book{fotheringham2002geographically,732 author = {Fotheringham, A. Stewart and Brunsdon, Chris and Charlton, Martin},733 title = {Geographically Weighted Regression: The Analysis of Spatially Varying Relationships},734 publisher = {Wiley},735 address = {Chichester},736 year = {2002},737 isbn = {978-0-471-49616-8}738}739740@article{linden2008estimates,741 author = {Linden, Leigh and Rockoff, Jonah E.},742 title = {Estimates of the Impact of Crime Risk on Property Values from {Megan's Laws}},743 journal = {American Economic Review},744 year = {2008},745 volume = {98},746 number = {3},747 pages = {1103--1127},748 doi = {10.1257/aer.98.3.1103}749}750751@book{lesage2009introduction,752 author = {LeSage, James and Pace, R. Kelley},753 title = {Introduction to Spatial Econometrics},754 publisher = {Chapman and Hall/CRC},755 address = {Boca Raton},756 year = {2009},757 doi = {10.1201/9781420064254}758}759760@article{mcmillen2010issues,761 author = {McMillen, Daniel P.},762 title = {Issues in Spatial Data Analysis},763 journal = {Journal of Regional Science},764 year = {2010},765 volume = {50},766 number = {1},767 pages = {119--141},768 doi = {10.1111/j.1467-9787.2009.00656.x}769}770771@incollection{parmeter2013hedonic,772 author = {Parmeter, Christopher F. and Pope, Jaren C.},773 title = {Quasi-Experiments and Hedonic Property Value Methods},774 booktitle = {Handbook on Experimental Economics and the Environment},775 editor = {List, John A. and Price, Michael K.},776 publisher = {Edward Elgar},777 address = {Cheltenham},778 year = {2013},779 doi = {10.4337/9781781009079.00007}780}781782@article{kuminoff2013new,783 author = {Kuminoff, Nicolai V. and Smith, V. Kerry and Timmins, Christopher},784 title = {The New Economics of Equilibrium Sorting and Policy Evaluation Using Housing Markets},785 journal = {Journal of Economic Literature},786 year = {2013},787 volume = {51},788 number = {4},789 pages = {1007--1062},790 doi = {10.1257/jel.51.4.1007}791}792793@article{egger1997bias,794 author = {Egger, Matthias and Davey Smith, George and Schneider, Martin and Minder, Christoph},795 title = {Bias in Meta-Analysis Detected by a Simple, Graphical Test},796 journal = {BMJ},797 year = {1997},798 volume = {315},799 number = {7109},800 pages = {629--634},801 doi = {10.1136/bmj.315.7109.629}802}803804@article{vevea1995general,805 author = {Vevea, Jack L. and Hedges, Larry V.},806 title = {A General Linear Model for Estimating Effect Size in the Presence of Publication Bias},807 journal = {Psychometrika},808 year = {1995},809 volume = {60},810 number = {3},811 pages = {419--435},812 doi = {10.1007/BF02294384}813}814815@article{stanley2001wheat,816 author = {Stanley, T. D.},817 title = {Wheat from Chaff: Meta-Analysis as Quantitative Literature Review},818 journal = {Journal of Economic Perspectives},819 year = {2001},820 volume = {15},821 number = {3},822 pages = {131--150},823 doi = {10.1257/jep.15.3.131}824}825826@article{vanhouwelingen2002advanced,827 author = {van Houwelingen, Hans C. and Arends, Lidia R. and Stijnen, Theo},828 title = {Advanced Methods in Meta-Analysis: Multivariate Approach and Meta-Regression},829 journal = {Statistics in Medicine},830 year = {2002},831 volume = {21},832 number = {4},833 pages = {589--624},834 doi = {10.1002/sim.1040}835}836837@article{nelson2009use,838 author = {Nelson, Jon P. and Kennedy, Peter E.},839 title = {The Use (and Abuse) of Meta-Analysis in Environmental and Natural Resource Economics: An Assessment},840 journal = {Environmental and Resource Economics},841 year = {2009},842 volume = {42},843 number = {3},844 pages = {345--377},845 doi = {10.1007/s10640-008-9253-5}846}847848@article{hedges2010robust,849 author = {Hedges, Larry V. and Tipton, Elizabeth and Johnson, Matthew C.},850 title = {Robust Variance Estimation in Meta-Regression with Dependent Effect Size Estimates},851 journal = {Research Synthesis Methods},852 year = {2010},853 volume = {1},854 number = {1},855 pages = {39--65},856 doi = {10.1002/jrsm.5}857}858859@article{viechtbauer2010conducting,860 author = {Viechtbauer, Wolfgang},861 title = {Conducting Meta-Analyses in {R} with the {metafor} Package},862 journal = {Journal of Statistical Software},863 year = {2010},864 volume = {36},865 number = {3},866 pages = {1--48},867 doi = {10.18637/jss.v036.i03}868}869870@book{stanley2012meta,871 author = {Stanley, T. D. and Doucouliagos, Hristos},872 title = {Meta-Regression Analysis in Economics and Business},873 publisher = {Routledge},874 address = {London},875 year = {2012},876 doi = {10.4324/9780203111710}877}878879@article{stanley2014meta,880 author = {Stanley, T. D. and Doucouliagos, Hristos},881 title = {Meta-Regression Approximations to Reduce Publication Selection Bias},882 journal = {Research Synthesis Methods},883 year = {2014},884 volume = {5},885 number = {1},886 pages = {60--78},887 doi = {10.1002/jrsm.1095}888}889890@article{cheung2014modeling,891 author = {Cheung, Mike W.-L.},892 title = {Modeling Dependent Effect Sizes with Three-Level Meta-Analyses: A Structural Equation Modeling Approach},893 journal = {Psychological Methods},894 year = {2014},895 volume = {19},896 number = {2},897 pages = {211--229},898 doi = {10.1037/a0032968}899}900901@article{page2021prisma,902 author = {Page, Matthew J. and McKenzie, Joanne E. and Bossuyt, Patrick M. and Boutron, Isabelle and Hoffmann, Tammy C. and Mulrow, Cynthia D. and Shamseer, Larissa and Tetzlaff, Jennifer M. and Akl, Elie A. and Brennan, Sue E. and Chou, Roger and Glanville, Julie and Grimshaw, Jeremy M. and Hr{\'o}bjartsson, Asbj{\o}rn and Lalu, Manoj M. and Li, Tianjing and Loder, Elizabeth W. and Mayo-Wilson, Evan and McDonald, Steve and McGuinness, Luke A. and Stewart, Lesley A. and Thomas, James and Tricco, Andrea C. and Welch, Vivian A. and Whiting, Penny and Moher, David},903 title = {The {PRISMA} 2020 Statement: An Updated Guideline for Reporting Systematic Reviews},904 journal = {BMJ},905 year = {2021},906 volume = {372},907 pages = {n71},908 doi = {10.1136/bmj.n71}909}910911@article{pustejovsky2022meta,912 author = {Pustejovsky, James E. and Tipton, Elizabeth},913 title = {Meta-Analysis with Robust Variance Estimation: Expanding the Range of Working Models},914 journal = {Prevention Science},915 year = {2022},916 volume = {23},917 number = {3},918 pages = {425--438},919 doi = {10.1007/s11121-021-01246-3}920}921922@article{breiman2001random,923 author = {Breiman, Leo},924 title = {Random Forests},925 journal = {Machine Learning},926 year = {2001},927 volume = {45},928 number = {1},929 pages = {5--32},930 doi = {10.1023/A:1010933404324}931}932933@inproceedings{chen2016xgboost,934 author = {Chen, Tianqi and Guestrin, Carlos},935 title = {{XGBoost}: A Scalable Tree Boosting System},936 booktitle = {Proceedings of the 22nd {ACM} {SIGKDD} International Conference on Knowledge Discovery and Data Mining},937 publisher = {ACM},938 address = {New York},939 year = {2016},940 pages = {785--794},941 doi = {10.1145/2939672.2939785}942}943944@inproceedings{ahmed2016house,945 author = {Ahmed, Eman H. and Moustafa, Mohamed},946 title = {House Price Estimation from Visual and Textual Features},947 booktitle = {Proceedings of the 8th International Joint Conference on Computational Intelligence ({IJCCI} 2016)},948 publisher = {SCITEPRESS},949 year = {2016},950 pages = {62--68},951 doi = {10.5220/0006040700620068}952}953954@inproceedings{lundberg2017unified,955 author = {Lundberg, Scott M. and Lee, Su-In},956 title = {A Unified Approach to Interpreting Model Predictions},957 booktitle = {Advances in Neural Information Processing Systems},958 editor = {Guyon, I. and Von Luxburg, U. and Bengio, S. and Wallach, H. and Fergus, R. and Vishwanathan, S. and Garnett, R.},959 publisher = {Curran Associates, Inc.},960 year = {2017},961 volume = {30},962 url = {https://proceedings.neurips.cc/paper_files/paper/2017/file/8a20a8621978632d76c43dfd28b67767-Paper.pdf}963}964965@article{mullainathan2017machine,966 author = {Mullainathan, Sendhil and Spiess, Jann},967 title = {Machine Learning: An Applied Econometric Approach},968 journal = {Journal of Economic Perspectives},969 year = {2017},970 volume = {31},971 number = {2},972 pages = {87--106},973 doi = {10.1257/jep.31.2.87}974}975976@article{nowak2017textual,977 author = {Nowak, Adam and Smith, Patrick},978 title = {Textual Analysis in Real Estate},979 journal = {Journal of Applied Econometrics},980 year = {2017},981 volume = {32},982 number = {4},983 pages = {896--918},984 doi = {10.1002/jae.2550}985}986987@article{kok2017big,988 author = {Kok, Nils and Koponen, Eija-Leena and Mart{\'i}nez-Barbosa, Carmen Adriana},989 title = {Big Data in Real Estate? {From} Manual Appraisal to Automated Valuation},990 journal = {The Journal of Portfolio Management},991 year = {2017},992 volume = {43},993 number = {6},994 pages = {202--211},995 doi = {10.3905/jpm.2017.43.6.202}996}997998@article{poursaeed2018vision,999 author = {Poursaeed, Omid and Matera, Tom{\'a}{\v{s}} and Belongie, Serge},1000 title = {Vision-Based Real Estate Price Estimation},1001 journal = {Machine Vision and Applications},1002 year = {2018},1003 volume = {29},1004 number = {4},1005 pages = {667--676},1006 doi = {10.1007/s00138-018-0922-2}1007}10081009@article{athey2019machine,1010 author = {Athey, Susan and Imbens, Guido W.},1011 title = {Machine Learning Methods That Economists Should Know About},1012 journal = {Annual Review of Economics},1013 year = {2019},1014 volume = {11},1015 number = {1},1016 pages = {685--725},1017 doi = {10.1146/annurev-economics-080217-053433}1018}10191020@article{law2019take,1021 author = {Law, Stephen and Paige, Brooks and Russell, Chris},1022 title = {Take a Look Around: Using Street View and Satellite Images to Estimate House Prices},1023 journal = {ACM Transactions on Intelligent Systems and Technology},1024 year = {2019},1025 volume = {10},1026 number = {5},1027 pages = {54:1--54:19},1028 doi = {10.1145/3342240}1029}1030