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題名:資料科學對地理學發展之影響
書刊名:中國地理學會會刊
作者:孫志鴻
作者(外文):Sun, Chih-hong
出版日期:2019
卷期:64
頁次:頁49-63
主題關鍵詞:資料科學地理學人工智慧大數據物聯網Data scienceGeographyArtificial intelligenceBig dataInternet of things
原始連結:連回原系統網址new window
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  • 被引用次數被引用次數:期刊(0) 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:0
  • 點閱點閱:1
期刊論文
1.Tukey, John W.(1962)。The future of data analysis。The Annals of Mathematical Statistics,33(1),1-67。  new window
2.LeCun, Yann、Bengio, Yoshua、Hinton, Geoffrey(2015)。Deep learning。Nature,521(7553),436-444。  new window
3.Elwood, S.、Goodchild, M. F.、Sui, D. Z.(2012)。Researching volunteered geographic information: Spatial data, geographic research, and new social practice。Annals of the Association of American Geographers,102(3),571-590。  new window
4.Burton, I.(1963)。The quantitative revolution and theoretical geography。The Canadian Geographer,7(4),151-162。  new window
5.Davenport, Thomas H.、Patil, D. J.(2012)。Data Scientist: The Sexiest Job of the 21st Century。Harvard Business Review,90(10),70-76。  new window
6.Mnih, V.、Kavukcuoglu, K.、Silver, D.、Rusu, A. A.、Veness, J.、Bellemare, M. G.、Graves, A.、Riedmiller, M.、Fidjeland, A. K.、Ostrovski, G.、Petersen, S.、Beattie, C.、Sadik, A.、Antonoglou, I.、King, H.、Kumaran, D.、Wierstra, D.、Legg, S.、Hassabis, D.(2015)。Human-level control through deep reinforcement learning。Nature,518(7540),529-533。  new window
7.Goodchild, Michael F.(2013)。The Quality of Big (Geo)Data。Dialogues in Human Geography,3(3),280-284。  new window
8.Abadi, D. J.(2009)。Data management in the cloud: Limitations and opportunities。IEEE Data Eng. Bull.,32(1),3-12。  new window
9.Blei, D. M.、Smyth, P.(2017)。Science and data science。Proceedings of the National Academy of Sciences of the United States of America,114(33),8689-8692。  new window
10.Cao, H.、Wachowicz, M.(2019)。The design of an IoT-GIS platform for performing automated analytical tasks。Computers, Environment and Urban Systems,74,23-40。  new window
11.Donoho, D.(2017)。50 years of data science。Journal of Computational and Graphical Statistics,26(4),745-766。  new window
12.Goodchild, M. F.(2010)。Twenty years of progress: GIScience in 2010。Journal of Spatial Information Science,2010(1),2-20。  new window
13.Miller, H. J.、Goodchild, M. F.(2015)。Data-driven geography。Geojournal,80(4),449-461。  new window
14.Jean, N.、Burke, M.、Xie, M.、Davis, W. M.、Lobell, D. B.、Ermon, S.(2016)。Combining satellite imagery and machine learning to predict poverty。Science,353(6301),790-794。  new window
15.Kwan, M. P.、Schwanen, T.(2009)。Quantitative Revolution 2: The Critical (Re)Turn。The Professional Geographer,61(3),283-291。  new window
16.Lawrence, D. R.、Palacios-Gonzalez, C.、Harris, J.(2016)。Artificial Intelligence: The Shylock Syndrome。Cambridge Quarterly of Healthcare Ethics,25(2),250-261。  new window
17.Li, R. Y. M.、Li, H. C. Y.(2018)。Have housing prices gone with the smelly wind? big data analysis on landfill in Hong Kong。Sustainability,10(2)。  new window
18.Li, T.、Shen, H.、Yuan, Q.、Zhang, X.、Zhang, L.(2017)。Estimating Ground-Level PM2.5 by Fusing Satellite and Station Observations: A Geo-Intelligent Deep Learning Approach。Geophysical Research Letters,44(23),11985-11993。  new window
19.Nasrabadi, N. M.(2007)。Pattern recognition and machine learning。Journal of Electronic Imaging,16(4)。  new window
20.Naur, P.(1968)。'Datalogy', the science of data and data processes, and its place in education。Proceedings of the IFIP Congress,68,1383-1387。  new window
21.Poslad, S.、Middleton, S. E.、Chaves, F.、Tao, R.、Necmioglu, O.、Bugel, U.(2015)。A semantic IoT early warning system for natural environment crisis management。IEEE Transactions on Emerging Topics in Computing,3(2),246-257。  new window
22.Shelton, Taylor、Poorthuis, Ate、Zook, Matthew(2015)。Social media and the city: rethinking urban socio-spatial inequality using user-generated geographic information。Landscape and Urban Planning,142,198-211。  new window
23.Singleton, A.、Arribas-Bel, D.(2019)。Geographic Data Science。Geographical Analysis,53(1),61-75。  new window
24.Kitchin, Rob(2014)。Big Data, New Epistemologies and Paradigm Shifts。Big Data & Society,1(1),1-12。  new window
25.Boyd, Danah M.、Ellison, Nicole B.(2007)。Social Network Sites: Definition, History, and Scholarship。Journal of Computer-Mediated Communication,13(1),210-230。  new window
會議論文
1.Azaria, A.、Ekblaw, A.、Vieira, T.、Lippman, A.(2016)。MedRec: Using Blockchain for Medical Data Access and Permission Management。2016 2nd International Conference on Open and Big Data。  new window
2.Atzori, L.、Girau, R.、Martis, S.、Pilloni, V.、Uras, M.(2017)。A SIoT-aware approach to the resource management issue in mobile crowd-Sensing。20th Conference on Innovations in Clouds, Internet and Networks。  new window
3.Biswas, K.、Muthukkumarasamy, V.(2016)。Securing smart cities using blockchain technology。2016 IEEE 18th International Conference on High Performance Computing and Communications。  new window
4.Center for Geographic Analysis(2018)。Illuminating Space and Time in Data Science。CGA Conference 2018。Center for Geographic Analysis, The Harvard Data Science Initiative。  new window
5.Chen, J.、Zipf, A.(2017)。DeepVGI: deep learning with volunteered geographic information。26th International Conference on World Wide Web Companion。International World Wide Web Conferences Steering Committee。771-772。  new window
6.Hayashi, C.、Yajima, K.、Bock, H. H.、Ohsumi, N.、Tanaka, Y.、Baba, Y.(1998)。Data Science, Classification, and Related Methods。Fifth Conference of the International Federation of Classification Societies,(會議日期: March 27-30, 1996)。  new window
7.Liang, X.、Shetty, S.、Tosh, D.、Kamhoua, C.、Kwiat, K.、Njilla, L.(2017)。Prov-Chain: a blockchain-based data provenance architecture in cloud environment with enhanced privacy and availability。2017 17th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing。  new window
8.Peng, S.、Su, G.、Chen, J.、Du, P.(2017)。Design of an IoT-BIM-GIS based risk management system for hospital basic operation。2017 IEEE Symposium on Service-Oriented System Engineering。  new window
9.UCGIS(2018)。Frontiers of Geospatial Data Science。University Consortium of Geographic Information Science Annual Conference。  new window
圖書
1.International Telecommunications Union(2005)。ITU Internet Reports 2005: The Internet of Things。International Telecommunication Union。  new window
2.Rifkin, J.(2014)。The Zero Marginal Cost Society: The Internet of Things, the Collaborative Commons, and the Eclipse of Capitalism。Business Weekly Publications:Cite Publishing Ltd。  new window
3.White, Tom(2012)。Hadoop: The Definitive Guide。O'Reilly Media, Inc。  new window
4.Tukey, John W.(1977)。Exploratory Data Analysis。Addison-Wesley Publishing Company。  new window
5.Mayer-Schönberger, Viktor、Cukier, Kenneth、林俊宏(2013)。大數據:「數位革命」之後,「資料革命」登場:巨量資料掀起生活、工作和思考方式的全面革新。臺北:天下文化。  延伸查詢new window
6.Zafarani, R.、Ali Abbasi, M.、Liu, H.(2014)。Social Media Mining: An Introduction。Cambridge University Press。  new window
7.Nelson, Marilyn McCord、Illingworth, W. T.(1991)。A Practical Guide to Neural Nets。Addison-Wesley Publishing Company。  new window
8.Russell, Stuart J.、Norvig, Peter(2016)。Artificial intelligence: a modern approach。Pearson Education Limited。  new window
9.Akerkar, R.、Ssjja, P. S.(2016)。Intelligent Techniques for Data Science。Springer International Publishing。  new window
10.Cady, F.(2017)。The Data Science Handbook。John Wiley & Sons, Inc.。  new window
11.Dustdar, S.、Nastic, S.、Scekic, O.(2017)。Smart Cities: The Internet of Things, People and Systems。Springer International Publishing。  new window
12.Fort, M.(2015)。The Rise of the Robots: Technology and the Threat of Mass Unemployment。Oneworld Publications。  new window
13.Naur, P.(1974)。Concise Survey of Computer Methods。Studentlitteratur。  new window
單篇論文
1.Ward, Jonathan Stuart,Barker, Adam(2013)。Undefined by Data: A Survey of Big Data Definitions(1309.5821)。  new window
其他
1.Asay, M.(2014)。Why data scientists get paid so much,https://readwrite.com/2014/07/21/data-scientist-income-skills-jobs/。  new window
2.王嘉儀(2019)。數據工程師進階指南--2019年全年完全自學計畫,https://mp.weixin.qq.com/s/J1FnilLrAju4osIwHVXMLw。  延伸查詢new window
3.Coursera(2019)。Data Science,https://www.coursera.org/browse/data-science。  new window
4.European Commission(2018)。The Internet of Things,https://ec.europa.eu/digital-single-market/en/policies/internet-things。  new window
5.Monnappa, A.(2018)。Why data science matters and how it powers business value?,https://www.simplilearn.com/why-and-how-data-science-matters-to-business-article。  new window
6.Microsoft Azure(2019)。What is the Azure Data Science Virtual Machine for Linux and Windows?,https://docs.microsoft.com/en-us/azure/machine-learning/data-science-virtual-machine/overview。  new window
7.Menabrea, L. F.(1842)。Sketch of the analytical engine invented by Charles Babbage,https://www.fourmilab.ch/babbage/sketch.html。  new window
8.Nazrul, S. S.(2018)。Data science interview guide,https://towardsdatascience.com/data-science-interview-guide-4ee9f5dc778。  new window
9.National Science and Technology Council(2009)。Harnessing the Power of Digital Data for Science and Society。  new window
10.Statista(2010)。Number of social network users worldwide from 2010 to 2021,https://www.statista.com/statistics/278414/number-ofworldwide-social-network-users/。  new window
11.Sarikaya, S.(2019)。How blockchain will disrupt data science: 5 blockchain use cases in big data,https://towardsdatascience.com/how-blockchain-will-disrupt-data-science-5-blockchain-use-cases-in-big-data-e2e254e3e0ab。  new window
12.VanderPlas, J.(2019)。Python Data Science Handbook,https://jakevdp.github.io/PythonDataScienceHandbook/。  new window
13.Valchanov, I.(2018)。A visual guide to analytics, data science, business intelligence, machine learning, and AI,https://www.datascience.com/blog/data-science-vs-business-intelligence-machine-learning-ai。  new window
14.UC Berkeley(2019)。Data Science Applications in Geography,UC Berkeley Division of Data Sciences。,https://data.berkeley.edu/course/data-scienceapplications-geography。  new window
圖書論文
1.Dobson J. E.(2004)。The GIS revolution in science and society。Geography and Technology。Springer。  new window
 
 
 
 
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