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1@article{rosen1974hedonic,2  title={Hedonic prices and implicit markets: product differentiation in pure competition},3  author={Rosen, Sherwin},4  journal={Journal of Political Economy},5  volume={82},6  number={1},7  pages={34--55},8  year={1974}9}1011@article{lancaster1966new,12  title={A new approach to consumer theory},13  author={Lancaster, Kelvin J.},14  journal={Journal of Political Economy},15  volume={74},16  number={2},17  pages={132--157},18  year={1966}19}2021@article{sirmans2005composition,22  title={The composition of hedonic pricing models},23  author={Sirmans, Stacy G. and Macpherson, David A. and Zietz, Emily N.},24  journal={Journal of Real Estate Literature},25  volume={13},26  number={1},27  pages={1--44},28  year={2005}29}3031@incollection{malpezzi2003hedonic,32  title={Hedonic pricing models: a selective and applied review},33  author={Malpezzi, Stephen},34  booktitle={Housing Economics and Public Policy},35  editor={O'Sullivan, Tony and Gibb, Kenneth},36  pages={67--89},37  publisher={Blackwell Science},38  year={2003}39}4041@article{duan1983smearing,42  title={Smearing estimate: a nonparametric retransformation method},43  author={Duan, Naihua},44  journal={Journal of the American Statistical Association},45  volume={78},46  number={383},47  pages={605--610},48  year={1983}49}5051@article{white1980heteroskedasticity,52  title={A heteroskedasticity-consistent covariance matrix estimator and a direct test for heteroskedasticity},53  author={White, Halbert},54  journal={Econometrica},55  volume={48},56  number={4},57  pages={817--838},58  year={1980}59}6061@article{mackinnon1985some,62  title={Some heteroskedasticity-consistent covariance matrix estimators with improved finite sample properties},63  author={MacKinnon, James G. and White, Halbert},64  journal={Journal of Econometrics},65  volume={29},66  number={3},67  pages={305--325},68  year={1985}69}7071@article{can1992spatial,72  title={Specification and estimation of hedonic housing 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pages={474--475},144  year={1980}145}146147@article{breiman2001random,148  title={Random forests},149  author={Breiman, Leo},150  journal={Machine Learning},151  volume={45},152  number={1},153  pages={5--32},154  year={2001}155}156157@article{friedman2001greedy,158  title={Greedy function approximation: a gradient boosting machine},159  author={Friedman, Jerome H.},160  journal={Annals of Statistics},161  volume={29},162  number={5},163  pages={1189--1232},164  year={2001}165}166167@article{guo2016entity,168  title={Entity embeddings of categorical variables},169  author={Guo, Cheng and Berkhahn, Felix},170  journal={arXiv preprint arXiv:1604.06737},171  year={2016}172}173174@inproceedings{loshchilov2019decoupled,175  title={Decoupled weight decay regularization},176  author={Loshchilov, Ilya and Hutter, Frank},177  booktitle={International Conference on Learning Representations (ICLR)},178  year={2019}179}180181@inproceedings{gorishniy2021revisiting,182  title={Revisiting deep learning models for tabular data},183  author={Gorishniy, Yury and Rubachev, Ivan and Khrulkov, Valentin and Babenko, Artem},184  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},185  year={2021}186}187188@inproceedings{grinsztajn2022why,189  title={Why do tree-based models still outperform deep learning on tabular data?},190  author={Grinsztajn, L{\'e}o and Oyallon, Edouard and Varoquaux, Ga{\"e}l},191  booktitle={Advances in Neural Information Processing Systems (NeurIPS)},192  year={2022}193}194195@inproceedings{he2016deep,196  title={Deep residual learning for image recognition},197  author={He, Kaiming and Zhang, Xiangyu and Ren, Shaoqing and Sun, Jian},198  booktitle={IEEE Conference on Computer Vision and Pattern Recognition (CVPR)},199  pages={770--778},200  year={2016}201}202203@article{nowak2017textual,204  title={Textual analysis in real estate},205  author={Nowak, Adam and Smith, Patrick S.},206  journal={Journal of Applied Econometrics},207  volume={32},208  number={4},209  pages={896--918},210  year={2017}211}212213@article{shen2021information,214  title={Information value of property description: A machine learning approach},215  author={Shen, Lily and Ross, Stephen L.},216  journal={Journal of Urban Economics},217  volume={121},218  pages={103299},219  year={2021}220}221222@article{johnson2020curb,223  title={Valuing curb appeal},224  author={Johnson, Erik B. and Tidwell, Alan and Villupuram, Sriram V.},225  journal={Journal of Real Estate Finance and Economics},226  volume={60},227  number={1-2},228  pages={111--133},229  year={2020}230}231232@article{lindenthal2021architecture,233  title={Machine learning, architectural styles and property values},234  author={Lindenthal, Thies and Johnson, Erik B.},235  journal={Journal of Real Estate Finance and Economics},236  year={2021}237}238239@techreport{glaeser2018vision,240  title={Computer vision and real estate: Do looks matter and do incentives determine looks},241  author={Glaeser, Edward L. and Kincaid, Michael Scott and Naik, Nikhil},242  institution={National Bureau of Economic Research},243  type={Working Paper},244  number={25174},245  year={2018}246}247248@article{kok2017bigdata,249  title={Big data in real estate? {F}rom manual appraisal to automated valuation},250  author={Kok, Nils and Koponen, Eija-Leena and Mart{\'i}nez-Barbosa, Carmen Adriana},251  journal={Journal of Portfolio Management},252  volume={43},253  number={6},254  pages={202--211},255  year={2017}256}257258@article{hendel2009mls,259  title={The relative performance of real estate marketing platforms: {MLS} versus {FSBOMadison.com}},260  author={Hendel, Igal and Nevo, Aviv and Ortalo-Magn{\'e}, Fran{\c{c}}ois},261  journal={American Economic Review},262  volume={99},263  number={5},264  pages={1878--1898},265  year={2009}266}267268@article{horowitz1992list,269  title={The role of the list price in housing markets: Theory and an econometric model},270  author={Horowitz, Joel L.},271  journal={Journal of Applied Econometrics},272  volume={7},273  number={2},274  pages={115--129},275  year={1992}276}277278@article{knight2002listing,279  title={Listing price, time on market, and ultimate selling price: Causes and effects of listing price changes},280  author={Knight, John R.},281  journal={Real Estate Economics},282  volume={30},283  number={2},284  pages={213--237},285  year={2002}286}287288@incollection{han2015microstructure,289  title={The microstructure of housing markets: Search, bargaining, and brokerage},290  author={Han, Lu and Strange, William C.},291  booktitle={Handbook of Regional and Urban Economics},292  volume={5},293  pages={813--886},294  publisher={Elsevier},295  year={2015}296}297298@article{hill2013hedonic,299  title={Hedonic price indexes for residential housing: A survey, evaluation and taxonomy},300  author={Hill, Robert J.},301  journal={Journal of Economic Surveys},302  volume={27},303  number={5},304  pages={879--914},305  year={2013}306}307308@article{cameron2015cluster,309  title={A practitioner's guide to cluster-robust inference},310  author={Cameron, A. Colin and Miller, Douglas L.},311  journal={Journal of Human Resources},312  volume={50},313  number={2},314  pages={317--372},315  year={2015}316}317