TeX 59%
Python 40.8%
1key,authors,year,title,container,doi,verified_via,topic2rosen1974hedonic,"Rosen, Sherwin",1974,Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition,Journal of Political Economy,10.1086/260169,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B3hulten1981estimation,"Hulten, Charles R. and Wykoff, Frank C.",1981,The estimation of economic depreciation using vintage asset prices,Journal of Econometrics,10.1016/0304-4076(81)90101-9,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A4malpezzi1987microeconomic,"Malpezzi, Stephen and Ozanne, Larry and Thibodeau, Thomas G.",1987,Microeconomic Estimates of Housing Depreciation,Land Economics,10.2307/3146294,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A5shilling1991measuring,"Shilling, James D. and Sirmans, C.F. and Dombrow, Jonathan F.",1991,Measuring depreciation in single-family rental and owner-occupied housing,Journal of Housing Economics,10.1016/s1051-1377(05)80018-x,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A6knight1996depreciation,"Knight, John R. and Sirmans, C.F.",1996,"Depreciation, Maintenance, and Housing Prices",Journal of Housing Economics,10.1006/jhec.1996.0019,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A7clapp1998residential,"Clapp, John M. and Giaccotto, Carmelo",1998,Residential Hedonic Models: A Rational Expectations Approach to Age Effects,Journal of Urban Economics,10.1006/juec.1997.2076,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A8harding2007depreciation,"Harding, John P. and Rosenthal, Stuart S. and Sirmans, C.F.",2007,"Depreciation of housing capital, maintenance, and house price inflation: Estimates from a repeat sales model",Journal of Urban Economics,10.1016/j.jue.2006.07.007,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A9wilhelmsson2008house,"Wilhelmsson, Mats",2008,House price depreciation rates and level of maintenance,Journal of Housing Economics,10.1016/j.jhe.2007.09.001,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A10coulson2008estimating,"Coulson, N. Edward and McMillen, Daniel P.",2008,"Estimating time, age and vintage effects in housing prices",Journal of Housing Economics,10.1016/j.jhe.2008.03.002,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A11chau2005adjusting,"Chau, K. W. and Wong, S. K. and Yiu, C. Y.",2005,Adjusting for Non-Linear Age Effects in the Repeat Sales Index,The Journal of Real Estate Finance and Economics,10.1007/s11146-005-1369-6,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A12francke2017land,"Francke, Marc K. and van de Minne, Alex M.",2017,"Land, Structure and Depreciation",Real Estate Economics,10.1111/1540-6229.12146,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A13bokhari2018characteristics,"Bokhari, Sheharyar and Geltner, David",2018,Characteristics of Depreciation in Commercial and Multifamily Property: An Investment Perspective,Real Estate Economics,10.1111/1540-6229.12156,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A14yoshida2020economic,"Yoshida, Jiro",2020,The economic depreciation of real estate: Cross-sectional variations and their return implications,Pacific-Basin Finance Journal,10.1016/j.pacfin.2020.101290,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A15diewert2017alternative,"Diewert, Erwin and Shimizu, Chihiro",2017,Alternative Approaches to Commercial Property Price Indexes for Tokyo,Review of Income and Wealth,10.1111/roiw.12229,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A16davis2007price,"Davis, Morris A. and Heathcote, Jonathan",2007,The price and quantity of residential land in the United States,Journal of Monetary Economics,10.1016/j.jmoneco.2007.06.023,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A17davis2008price,"Davis, Morris A. and Palumbo, Michael G.",2008,The price of residential land in large US cities,Journal of Urban Economics,10.1016/j.jue.2007.02.003,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A18glaeser2005why,"Glaeser, Edward L and Gyourko, Joseph and Saks, Raven E",2005,Why Have Housing Prices Gone Up?,American Economic Review,10.1257/000282805774669961,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A19gyourko2006construction,"Gyourko, Joseph and Saiz, Albert",2006,CONSTRUCTION COSTS AND THE SUPPLY OF HOUSING STRUCTURE*,Journal of Regional Science,10.1111/j.1467-9787.2006.00472.x,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",F20somerville1999residential,"Somerville, C. Tsuriel",1999,Residential Construction Costs and the Supply of New Housing: Endogeneity and Bias in Construction Cost Indexes,The Journal of Real Estate Finance and Economics,10.1023/a:1007785312398,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",F21pagourtzi2003real,"Pagourtzi, Elli and Assimakopoulos, Vassilis and Hatzichristos, Thomas and French, Nick",2003,Real estate appraisal: a review of valuation methods,Journal of Property Investment & Finance,10.1108/14635780310483656,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",A22crosby2000valuation,"Crosby, Neil",2000,"Valuation accuracy, variation and bias in the context of standards and expectations",Journal of Property Investment & Finance,10.1108/14635780010324240,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B23mcmillen2020assessment,"McMillen, Daniel and Singh, Ruchi",2020,Assessment Regressivity and Property Taxation,The Journal of Real Estate Finance and Economics,10.1007/s11146-019-09715-x,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B24paglin1972equity,"PAGLIN, MORTON and FOGARTY, MICHAEL",1972,EQUITY AND THE PROPERTY TAX: A NEW CONCEPTUAL FOCUS,National Tax Journal,10.1086/ntj41791839,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B25malpezzi2003hedonic,"Malpezzi, Stephen",2002,Hedonic Pricing Models: A Selective and Applied Review,Housing Economics and Public Policy,10.1002/9780470690680.ch5,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B26hill2013hedonic,"Hill, Robert J.",2013,"HEDONIC PRICE INDEXES FOR RESIDENTIAL HOUSING: A SURVEY, EVALUATION AND TAXONOMY",Journal of Economic Surveys,10.1111/j.1467-6419.2012.00731.x,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B27case2004modeling,"Case, Bradford and Clapp, John and Dubin, Robin and Rodriguez, Mauricio",2004,Modeling Spatial and Temporal House Price Patterns: A Comparison of Four Models,The Journal of Real Estate Finance and Economics,10.1023/b:real.0000035309.60607.53,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B28bourassa2010predicting,"Bourassa, Steven and Cantoni, Eva and Hoesli, Martin",2010,Predicting House Prices with Spatial Dependence: A Comparison of Alternative Methods,Journal of Real Estate Research,10.1080/10835547.2010.12091276,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B29zurada2011comparison,"Zurada, Jozef and Levitan, Alan and Guan, Jian",2011,A Comparison of Regression and Artificial Intelligence Methods in a Mass Appraisal Context,Journal of Real Estate Research,10.1080/10835547.2011.12091311,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B30kok2017big,"Kok, Nils and Koponen, Eija-Leena and Martínez-Barbosa, Carmen Adriana",2017,"Big Data in Real Estate?31 <i>From Manual Appraisal to Automated Valuation</i>",The Journal of Portfolio Management,10.3905/jpm.2017.43.6.202,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B32mayer2019estimation,"Mayer, Michael and Bourassa, Steven C. and Hoesli, Martin and Scognamiglio, Donato",2019,Estimation and updating methods for hedonic valuation,Journal of European Real Estate Research,10.1108/jerer-08-2018-0035,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B33pace2020examining,"Pace, R. Kelley and Hayunga, Darren",2020,Examining the Information Content of Residuals from Hedonic and Spatial Models Using Trees and Forests,The Journal of Real Estate Finance and Economics,10.1007/s11146-019-09724-w,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B34krause2020uncertainty,"Krause, A. and Martin, A. and Fix, M.",2020,Uncertainty in automated valuation models: Error-based versus model-based approaches,Journal of Property Research,10.1080/09599916.2020.1807587,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B35bogin2019property,"Bogin, Alexander N. and Doerner, William M.",2019,Property Renovations and Their Impact on House Price Index Construction,Journal of Real Estate Research,10.1080/10835547.2019.12091526,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B36shen2021information,"Shen, Lily and Ross, Stephen",2021,Information value of property description: A Machine learning approach,Journal of Urban Economics,10.1016/j.jue.2020.103299,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B37nowak2017textual,"Nowak, Adam and Smith, Patrick",2017,Textual Analysis in Real Estate,Journal of Applied Econometrics,10.1002/jae.2550,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B38baur2023automated,"Baur, Katharina and Rosenfelder, Markus and Lutz, Bernhard",2023,Automated real estate valuation with machine learning models using property descriptions,Expert Systems with Applications,10.1016/j.eswa.2022.119147,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B39levitt2008market,"Levitt, Steven D. and Syverson, Chad",2008,Market Distortions When Agents Are Better Informed: The Value of Information in Real Estate Transactions,Review of Economics and Statistics,10.1162/rest.90.4.599,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B40oust2025assessing,"Oust, Are and Westgaard, Sjur and Waage, Jens Erik and Yemane, Nahome Kidane",2025,Assessing the Explanatory Power of Dwelling Condition in Automated Valuation Models,Journal of Real Estate Research,10.1080/08965803.2023.2280280,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",B41ahmed2016house,"H. Ahmed, Eman and Moustafa, Mohamed",2016,House Price Estimation from Visual and Textual Features,Proceedings of the 8th International Joint Conference on Computational Intelligence,10.5220/0006040700620068,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C42poursaeed2018vision,"Poursaeed, Omid and Matera, Tomáš and Belongie, Serge",2018,Vision-based real estate price estimation,Machine Vision and Applications,10.1007/s00138-018-0922-2,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C43bency2017beyond,"Bency, Archith J. and Rallapalli, Swati and Ganti, Raghu K. and Srivatsa, Mudhakar and Manjunath, B. S.",2017,Beyond Spatial Auto-Regressive Models: Predicting Housing Prices with Satellite Imagery,2017 IEEE Winter Conference on Applications of Computer Vision (WACV),10.1109/wacv.2017.42,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C44law2019take,"Law, Stephen and Paige, Brooks and Russell, Chris",2019,Take a Look Around,ACM Transactions on Intelligent Systems and Technology,10.1145/3342240,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C45glaeser2018computer,"Glaeser, Edward and Kincaid, Michael Scott and Naik, Nikhil",2018,Computer Vision and Real Estate: Do Looks Matter and Do Incentives Determine Looks,NBER Working Paper 25174,10.3386/w25174,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C46naik2014streetscore,"Naik, Nikhil and Philipoom, Jade and Raskar, Ramesh and Hidalgo, Cesar",2014,Streetscore -- Predicting the Perceived Safety of One Million Streetscapes,2014 IEEE Conference on Computer Vision and Pattern Recognition Workshops,10.1109/cvprw.2014.121,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C47johnson2020valuing,"Johnson, Erik B and Tidwell, Alan and Villupuram, Sriram V",2020,Valuing Curb Appeal,The Journal of Real Estate Finance and Economics,10.1007/s11146-019-09713-z,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C48kang2021understanding,"Kang, Yuhao and Zhang, Fan and Peng, Wenzhe and Gao, Song and Rao, Jinmeng and Duarte, Fabio and Ratti, Carlo",2021,Understanding house price appreciation using multi-source big geo-data and machine learning,Land Use Policy,10.1016/j.landusepol.2020.104919,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C49nouriani2022vision,"Nouriani, Ali and Lemke, Lance",2022,"Vision-based housing price estimation using interior, exterior & satellite images",Intelligent Systems with Applications,10.1016/j.iswa.2022.200081,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C50koch2018visual,"Koch, David and Despotovic, Miroslav and Sakeena, Muntaha and Döller, Mario and Zeppelzauer, Matthias",2018,Visual Estimation of Building Condition with Patch-level ConvNets,Proceedings of the 2018 ACM Workshop on Multimedia for Real Estate Tech,10.1145/3210499.3210526,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C51zeppelzauer2018automatic,"Zeppelzauer, Matthias and Despotovic, Miroslav and Sakeena, Muntaha and Koch, David and Döller, Mario",2018,Automatic Prediction of Building Age from Photographs,Proceedings of the 2018 ACM on International Conference on Multimedia Retrieval,10.1145/3206025.3206060,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C52despotovic2019prediction,"Despotovic, Miroslav and Koch, David and Leiber, Sascha and Döller, Mario and Sakeena, Muntaha and Zeppelzauer, Matthias",2019,Prediction and analysis of heating energy demand for detached houses by computer vision,Energy and Buildings,10.1016/j.enbuild.2019.03.036,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C53almaas2026giving,"Almaas, Vebjørn and Oust, Are and Pollestad, Arne Johan",2026,Giving Eyes to Automated Valuation Models: Computer Vision Assessment of Interior Home Condition,The Journal of Real Estate Finance and Economics,10.1007/s11146-026-10071-w,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C54jerer2024platforms,"Koch, David and Despotovic, Miroslav and Thaler, Simon and Zhang, Zedong",2026,From platforms to price: the impact of condition prediction using computer vision on real estate pricing models,Journal of European Real Estate Research,10.1108/jerer-03-2024-0013,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C55benefield2011relationship,"Benefield, Justin D. and Cain, Christopher L. and Johnson, Ken H.",2011,"On the Relationship Between Property Price, Time-on-Market, and Photo Depictions in a Multiple Listing Service",The Journal of Real Estate Finance and Economics,10.1007/s11146-009-9219-6,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C56you2017image,"You, Quanzeng and Pang, Ran and Cao, Liangliang and Luo, Jiebo",2017,Image-Based Appraisal of Real Estate Properties,IEEE Transactions on Multimedia,10.1109/tmm.2017.2710804,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C57kucklick2023tackling,"Kucklick, Jan-Peter and Müller, Oliver",2023,Tackling the Accuracy-Interpretability Trade-off: Interpretable Deep Learning Models for Satellite Image-based Real Estate Appraisal,ACM Transactions on Management Information Systems,10.1145/3567430,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",C58geerts2025performance,"Geerts, Margot and Reusens, Manon and Baesens, Bart and vanden Broucke, Seppe and De Weerdt, Jochen",2026,On the Performance of LLMs for Real Estate Appraisal,Lecture Notes in Computer Science,10.1007/978-3-032-06118-8_12,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",D59ji2023survey,"Ji, Ziwei and Lee, Nayeon and Frieske, Rita and Yu, Tiezheng and Su, Dan and Xu, Yan and Ishii, Etsuko and Bang, Ye Jin and Madotto, Andrea and Fung, Pascale",2023,Survey of Hallucination in Natural Language Generation,ACM Computing Surveys,10.1145/3571730,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",D60li2023evaluating,"Li, Yifan and Du, Yifan and Zhou, Kun and Wang, Jinpeng and Zhao, Xin and Wen, Ji-Rong",2023,Evaluating Object Hallucination in Large Vision-Language Models,Proceedings of the 2023 Conference on Empirical Methods in Natural Language Processing,10.18653/v1/2023.emnlp-main.20,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",D61angelopoulos2023conformal,"Angelopoulos, Anastasios N. and Bates, Stephen",2023,Conformal Prediction: A Gentle Introduction,Foundations and Trends® in Machine Learning,10.1561/2200000101,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",D62antol2015vqa,"Antol, Stanislaw and Agrawal, Aishwarya and Lu, Jiasen and Mitchell, Margaret and Batra, Dhruv and Zitnick, C. Lawrence and Parikh, Devi",2015,VQA: Visual Question Answering,2015 IEEE International Conference on Computer Vision (ICCV),10.1109/iccv.2015.279,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",D63dagdelen2024structured,"Dagdelen, John and Dunn, Alexander and Lee, Sanghoon and Walker, Nicholas and Rosen, Andrew S. and Ceder, Gerbrand and Persson, Kristin A. and Jain, Anubhav",2024,Structured information extraction from scientific text with large language models,Nature Communications,10.1038/s41467-024-45563-x,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",D64mosqueirarey2023human,"Mosqueira-Rey, Eduardo and Hernández-Pereira, Elena and Alonso-Ríos, David and Bobes-Bascarán, José and Fernández-Leal, Ángel",2023,Human-in-the-loop machine learning: a state of the art,Artificial Intelligence Review,10.1007/s10462-022-10246-w,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",D65schennach2016recent,"Schennach, Susanne M.",2016,Recent Advances in the Measurement Error Literature,Annual Review of Economics,10.1146/annurev-economics-080315-015058,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",E66hausman2001mismeasured,"Hausman, Jerry",2001,Mismeasured Variables in Econometric Analysis: Problems from the Right and Problems from the Left,Journal of Economic Perspectives,10.1257/jep.15.4.57,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",E67bound2001measurement,"Bound, John and Brown, Charles and Mathiowetz, Nancy",2001,Measurement Error in Survey Data,Handbook of Econometrics,10.1016/s1573-4412(01)05012-7,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",E68rubin1976inference,"RUBIN, DONALD B.",1976,Inference and missing data,Biometrika,10.1093/biomet/63.3.581,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",E69heckman1979sample,"Heckman, James J.",1979,Sample Selection Bias as a Specification Error,Econometrica,10.2307/1912352,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",E70kapoor2023leakage,"Kapoor, Sayash and Narayanan, Arvind",2023,Leakage and the reproducibility crisis in machine-learning-based science,Patterns,10.1016/j.patter.2023.100804,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",E71howell2021increasing,"Howell, Junia and Korver-Glenn, Elizabeth",2021,"The Increasing Effect of Neighborhood Racial Composition on Housing Values, 1980–2015",Social Problems,10.1093/socpro/spaa033,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",E72mehrabi2021survey,"Mehrabi, Ninareh and Morstatter, Fred and Saxena, Nripsuta and Lerman, Kristina and Galstyan, Aram",2022,A Survey on Bias and Fairness in Machine Learning,ACM Computing Surveys,10.1145/3457607,"Crossref 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Eyad",2014,Using Intelligent Techniques in Construction Project Cost Estimation: 10-Year Survey,Advances in Civil Engineering,10.1155/2014/107926,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",F77gunaydin2004neural,"Murat Günaydın, H and Zeynep Doğan, S",2004,A neural network approach for early cost estimation of structural systems of buildings,International Journal of Project Management,10.1016/j.ijproman.2004.04.002,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",F78hwang2009dynamic,"Hwang, Seokyon",2009,Dynamic Regression Models for Prediction of Construction Costs,Journal of Construction Engineering and Management,10.1061/(asce)co.1943-7862.0000006,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",F79desrosiers2002landscaping,"Des Rosiers, François and Thériault, Marius and Kestens, Yan and Villeneuve, Paul",2002,Landscaping and House Values: An Empirical Investigation,Journal of Real Estate Research,10.1080/10835547.2002.12091072,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",G80theriault2003modelling,"Thériault, Marius and Des Rosiers, François and Villeneuve, Paul and Kestens, Yan",2003,Modelling interactions of location with specific value of housing attributes,Property Management,10.1108/02637470310464472,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",G81desrosiers2001size,"Rosiers, Francois Des and Lagana, Antonio and Theriault, Marius",2001,Size and proximity effects of primary schools on surrounding house values,Journal of Property Research,10.1080/09599910110039905,"Crossref works API (DOI lookup or query.bibliographic), JSON in docs/verification/",G82dube2014spatial,"Dubé, Jean and Legros, Diègo and Thériault, Marius and Des Rosiers, François",2014,A spatial Difference-in-Differences estimator to evaluate the effect of change in public mass transit 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