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題名：醫療可及性是否左右房價？機器學習之迴歸樹及隨機森林模型的應用
書刊名：應用經濟論叢
作者：彭蒂菁
作者(外文)：Peng, Ti-ching
出版日期：2021
卷期：109
頁次：頁115-167
主題關鍵詞：醫療可及性；年長者；決策樹；隨機森林；Medical service accessibility；Elders；Decision tree；Random forest
原始連結：連回原系統網址new window
相關次數：
  • 被引用次數被引用次數:期刊(1) 博士論文(0) 專書(0) 專書論文(0)
  • 排除自我引用排除自我引用:0
  • 共同引用共同引用:63
  • 點閱點閱:4
期刊論文
1.章殷超、溫在弘、賴美淑(20111200)。比較不同地理可近性分析方法於評估臺灣各鄉鎮每萬人口西醫師數之差異。臺灣公共衛生雜誌，30(6)，558-572。new window  延伸查詢new window
2.Campbell, R. J.、Ramirez, A. M.、Perez, K.、Roetzheim, R. G.(2003)。Cervical cancer rates and the supply of primary care physicians in Florida。Family Medicine，35(1)，60-64。  new window
3.Chernobai, E.、Reibel, M.、Carney, M.(2011)。Nonlinear Spatial and Temporal Effects of Highway Construction on House Prices。Journal of Real Estate Finance and Economics，42(3)，348-370。  new window
4.Chay, K. Y.、Greenstone, M.(2005)。Does Air Quality Matter? Evidence from the Housing Market。Journal of Political Economy，113，376-424。  new window
5.彭建文、楊宗憲、楊詩韻(20090900)。捷運系統對不同區位房價影響分析--以營運階段為例。運輸計劃，38(3)，275-296。new window  延伸查詢new window
6.洪得洋、林祖嘉(19990800)。臺北市捷運系統與道路寬度對房屋價格影響之研究。住宅學報，8，47-67。new window  延伸查詢new window
7.李泳龍、黃宗誠、戴政安、李善將(20090900)。醫學中心對鄰近住宅環境影響之研究。建築與規劃學報，10(2)，75-93。new window  延伸查詢new window
8.廖興中(20130300)。臺灣小兒科醫療資源空間可接近性分析。公共行政學報，44，1-39。new window  延伸查詢new window
9.Guagliardo, Mark F.(2004)。Spatial Accessibility of Primary Care: Concepts, Methods and Challenges。International Journal of Health Geographics，3(1)，(3)1-(3)13。  new window
10.Luo, Wei、Qi, Yi(2009)。An enhanced two-step floating catchment area (E2SFCA) method for measuring spatial accessibility to primary care physicians。Health & Place，15(4)，1100-1107。  new window
11.Jim, C. Y.、Chen, Wendy Y.(2009)。Value of scenic views: Hedonic assessment of private housing in Hong Kong。Landscape and Urban Planning，91(4)，226-234。  new window
12.Carroll, T. M.、Clauretie, T. M.、Jensen, J.(1996)。Living next to godliness: Residential property values and churches。The Journal of Real Estate Finance and Economics，12(3)，319-330。  new window
13.Deng, Y.、McMillen, D. P.、Sing, T. F.(2012)。Private Residential Price Indices in Singapore: A Matching Approach。Regional Science and Urban Economics，42(3)，485-494。  new window
14.Hoshino, T.、Kuriyama, K.(2010)。Measuring the Benefits of Neighbourhood Park Amenities: Application and Comparison of Spatial Hedonic Approaches。Environmental and Resource Economics，45(3)，429-444。  new window
15.Overby, Jeffrey W.、Lee, Eun-Ju(2006)。The effects of utilitarian and hedonic online shopping value on consumer preference and intentions。Journal of Business Research，59(10/11)，1160-1166。  new window
16.Yoo, S.、Im, J.、Wagner, J. E.(2012)。Variable Selection for Hedonic Model Using Machine Learning Approaches: A Case Study in Onondaga County, NY。Landscape and Urban Planning，107(3)，293-306。  new window
17.Lovett, A.、Haynes, R.、Sünnenberg, G.、Gale, S.(2002)。Car Travel Time and Accessibility by Bus to General Practitioner Services: a Study Using Patient Registers and GIS。Social Science and Medicine，55，97-111。  new window
18.Mimis, A.、Rovolis, A.、Stamou, M.(2013)。Property valuation with artificial neural network: the case of Athens。Journal of Property Research，30(2)，128-143。  new window
19.Wang, Fahui、Luo, Wei(2005)。Assessing Spatial and Nonspatial Factors for Healthcare Access: Towards an Integrated Approach to Defining Health Professional Shortage Areas。Health & Place，11(2)，131-146。  new window
20.Luo, Wei、Wang, Fahui(2003)。Measures of Spatial Accessibility to Health Care in a GIS Environment: Synthesis and a Case Study in the Chicago Region。Environment and Planning B: Planning and Design，30(6)，865-884。  new window
21.Radke, John、Mu, Lan(2000)。Spatial Decompositions, Modeling and Mapping Service Regions to Predict Access to Social Programs。Geographic Information Sciences，6(2)，105-112。  new window
22.Wan, Neng、Zhan, F. Benjamin、Zou, Bin、Chow, Edwin(2012)。A Relative Spatial Access Assessment Approach for Analyzing Potential Spatial Access to Colorectal Cancer Services in Texas。Applied Geography，32(2)，291-299。  new window
23.Leishman, C.(2001)。House Building and Product Differentiation: An Hedonic Price Approach。Journal of Housing and the Built Environment，16(2)，131-152。  new window
24.Sirmans, G. Stacy、Macpherson, David A.、Zietz, Emily N.(2005)。The Composition of Hedonic Pricing Models。Journal of Real Estate Literature，13(1)，3-43。  new window
25.Antipov, E. A.、Pokryshevskaya, E. B.(2012)。Mass Appraisal of Residential Apartments: An Application of Random Forest for Valuation and a CART-Based Approach for Model Diagnostics。Expert Systems with Applications: An International Journal，39(2)，1772-1778。  new window
26.楊宗憲、蘇倖慧(20111200)。迎毗設施與鄰避設施對住宅價格影響之研究。住宅學報，20(2)，61-80。new window  延伸查詢new window
27.Breiman, Leo(1996)。Bagging predictors。Machine Learning，24(2)，123-140。  new window
28.Rosen, Sherwin(1974)。Hedonic Prices and Implicit Markets: Product Differentiation in Pure Competition。Journal of Political Economy，82(1)，34-55。  new window
29.陳信字、楊育誠(20191200)。優質酒品認證標誌之特徵價格研究--以高粱酒為例。應用經濟論叢，106，179-205。new window  延伸查詢new window
30.Andersson, H.(2005)。The Value of Safety as Revealed in the Swedish Car Market: An Application of the Hedonic Pricing Approach。Journal of Risk and Uncertainty，30，211-239。  new window
31.Archer, W. R.、Gatzlaff, D. H.、Ling, D. C.(1996)。Measuring the Importance of Location in House Price Appreciation。Journal of Urban Economics，40，334-353。  new window
32.Clapp, J. M.、Giaccotto, C.(1998)。Residential Hedonic Models: A Rational Expectations Approach to Age Effects。Journal of Urban Economics，44，415-437。  new window
33.Dony, C. C.、Delmelle, E. M.、Delmelle, E. C.(2015)。Re-Conceptualizing Accessibility to Parks in Multi-Modal Cities: A Variable-Width Floating Catchment Area (VFCA) Method。Landscape and Urban Planning，143，90-99。  new window
34.Fan, Gang-Zhi、Ong, Seow Eng、Koh, Hian Chye(2006)。Determinants of House Price: A Decision Tree Approach。Urban Studies，43(12)，2301-2315。  new window
35.Fransen, K.、Neutens, T.、De Maeyer, P.、Deruyter, G.(2015)。A Commuter-Based Two-Step Floating Catchment Area Method for Measuring Spatial Accessibility of Daycare Centers。Health & Place，32，65-73。  new window
36.Frenette, M.(2004)。Access to College and University: Does Distance to School Matter?。Canadian Public Policy/Analyse de Politiques，30，427-443。  new window
37.Ghoddusi, H.、Creamer, G. G.、Rafizadeh, N.(2019)。Machine Learning in Energy Economics and Finance: A Review。Energy Economics，81，709-727。  new window
38.Goodman, A. C.、Thibodeau, T. G.(1997)。Dwelling-Age-Related Heteroskedasticity in Hedonic House Price Equations: An Extension。Journal of Housing Research，8，299-317。  new window
39.Grömping, U.(2009)。Variable Importance Assessment in Regression: Linear Regression versus Random Forest。The American Statistician，63，308-319。  new window
40.Hite, Diane、Chern, Wen S.、Hitzhusen, Fred、Randall, Alan(2001)。Property-Value Impacts of an Environmental Disamenity: The Case of Landfills。The Journal of Real Estate Finance and Economics，22(2/3)，185-202。  new window
41.Kanuganti, S.、Sarkar, A. K.、Singh, A. P.(2016)。Evaluation of Access to Health Care in Rural Areas Using Enhanced Two-Step Floating Catchment Area (E2SFCA) Method。Journal of Transport Geography，56，45-52。  new window
42.Kim, Yeeun、Byon, Young-Ji、Yeo, Hwasoo(2018)。Enhancing Healthcare Accessibility Measurements Using GIS: A Case Study in Seoul, Korea。PLoS ONE，13。  new window
43.Langford, M.、Fry, R.、Higgs, G.(2012)。Measuring Transit System Accessibility using a Modified Two-Step Floating Catchment Technique。International Journal of Geographical Information Science，26，193-214。  new window
44.Li, F.(2010)。The Information Content of Forward-Looking Statements in Corporate Filings--A Naïve Bayesian Machine Learning Approach。Journal of Accounting Research，48(5)，1049-1102。  new window
45.Love, D.、Lindquist, P.(1995)。The Geographical Accessibility of Hospitals to the Aged: A Geographic Information Systems Analysis within Illinois。Health Services Research，29，629-651。  new window
46.Machin, S.(2011)。Houses and Schools: Valuation of School Quality through the Housing Market。Labour Economics，18，723-729。  new window
47.Mullainathan, S.、Spiess, J.(2017)。Machine Learning: An Applied Econometric Approach。Journal of Economic Perspectives，31，87-106。  new window
48.Özsoy, O.、Şahin, H.(2009)。Housing Price Determinants in Istanbul, Turkey。International Journal of Housing Markets and Analysis，2，167-178。  new window
49.Panduro, T. E.、Veie, K. L.(2013)。Classification and Valuation of Urban Green Spaces: A Hedonic House Price Valuation。Landscape and Urban Planning，120，119-128。  new window
50.Park, B.、Bae, J. K.(2015)。Using Machine Learning Algorithms for Housing Price Prediction: The Case of Fairfax County, Virginia Housing Data。Expert Systems with Applications，42，2928-2934。  new window
51.Peng, Zhong-Ren(1997)。The Jobs-Housing Balance and Urban Commuting。Urban Studies，34(8)，1215-1235。  new window
52.Peng, Ti-Ching(2019)。Does the School Input Quality Matter to Nearby Property Prices in Taipei Metropolis?。International Journal of Housing Markets and Analysis，12(5)，865-883。  new window
53.Peng, Ti-Ching、Chiang, Ying-Hui(2015)。The Non-Linearity of Hospitals' Proximity on Property Prices: Experiences from Taipei, Taiwan。Journal of Property Research，32(4)，341-361。  new window
54.Pérez-Rave, J. I.、Correa-Morales, J. C.、González-Echavarría, F.(2019)。A Machine Learning Approach to Big Data Regression Analysis of Real Estate Prices for Inferential and Predictive Purposes。Journal of Property Research，36(1)，59-96。  new window
55.Plakandaras, Vasilios、Gupta, Rangan、Gogas, Periklis、Papadimitriou, Theophilos(2015)。Forecasting the U.S. Real House Price Index。Economic Modelling，45，259-267。  new window
56.Ready, R. C.、Abdalla, C. W.(2005)。The Amenity and Disamenity Impacts of Agriculture: Estimates from a Hedonic Pricing Model。American Journal of Agricultural Economics，87，314-326。  new window
57.Sansone, Dario(2019)。Beyond Early Warning Indicators: High School Dropout and Machine Learning。Oxford Bulletin of Economics and Statistics，81，456-485。  new window
58.Wang, Gang、Ma, Jian、Yang, Shanlin(2014)。An Improved Boosting Based on Feature Selection for Corporate Bankruptcy Prediction。Expert Systems with Applications，41，2353-2361。  new window
59.Wen, Haizhen、Gui, Zaiyuan、Zhang, Ling、Hui, Eddie C. M.(2020)。An Empirical Study of the Impact of Vehicular Traffic and Floor Level on Property Price。Habitat International，97。  new window
60.Song, Han-Suck、Wilhelmsson, Mats(2010)。Improved Price Index for Condominiums。Journal of Property Research，27，39-60。  new window
61.Storm, H.、Baylis, K.、Heckelei, T.(2020)。Machine Learning in Agricultural and Applied Economics。European Review of Agricultural Economics，47，849-892。  new window
62.Varian, H. R.(2014)。Big Data: New Tricks for Econometrics。Journal of Economic Perspectives，28，3-28。  new window
63.Varian, H. R.(2014)。Beyond Big Data。Business Economics，49(1)，27-31。  new window
64.Breiman, Leo(2001)。Random Forests。Machine Learning，45(1)，5-32。  new window
65.Crompton, J. L.(2001)。The Impact of Parks on Property Values: A Review of the Empirical Evidence。Journal of Leisure Research，33(1)，1-31。  new window
66.Wolverton, Marvin L.、Senteza, Jimmy(2000)。Hedonic Estimates of Regional Constant Quality House Prices。Journal of Real Estate Research，19(3)，235-253。  new window
研究報告
1.Batalhone, Sérgio、Nogueira, Jorge、Mueller, Bernardo(2002)。Economics of Air Pollution: Hedonic Price Model and Smell Consequences of Sewage Treatment Plants in Urban Areas。Department of Economics, University of Brasília。  new window
2.Landis, John、Guhathakurta, Subhrajit、Zhang, Ming(1994)。Capitalization of Transit Investments into Single-Family Home Prices: A Comparative Analysis of Five California Rail Transit Systems。University of California Transportation Center。  new window
圖書
1.Joseph, Alun E.、Phillips, David R.(1984)。Accessibility and utilization: Geographical perspectives on health care delivery。Harper & Row Publisher。  new window
2.Wang, F.(2006)。Quantitative Methods and Applications in GIS。Taylor & Francis Group。  new window
3.Breiman, L.、Friedman, J. H.、Olshen, R. A.、Stone, C. J.(1984)。Classification and Regression Trees。Chapman & Hall/CRC。  new window
4.James, G.、Witten, D.、Hastie, T.、Tibshirani, R.(2013)。An Introduction to Statistical Learning。Springer。  new window
5.Hastie, T.、Tibshirani, R.、Friedman, J.(2009)。The elements of statistical learning: Data mining, inference, and prediction。Springer Science & Business Media。  new window
6.Berry, Michael J. A.、Linoff, Gordon S.(2011)。Data Mining Techniques: For Marketing, Sales, and Customer Relationship Management。John Wiley & Sons, Inc.。  new window
7.Basuchoudhary, A.、Bang, J. T.、Sen, T.(2017)。Machine-Learning Techniques in Economics: New Tools for Predicting Economic Growth。Springer。  new window
8.Bühlmann, P.、Drineas, P.、Kane, M.、van der Laan, M.(2016)。Handbook of Big Data。CRC Press。  new window
9.Kelleher, John D.、Mac Namee, Brian、D'Arcy, Aoife(2015)。Fundamentals of Machine Learning for Predictive Data Analytics。MIT Press。  new window
 
 
 
 
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