Geospatial data science: A transdisciplinary approach

[1]  Sanjay Ghemawat,et al.  MapReduce: Simplified Data Processing on Large Clusters , 2004, OSDI.

[2]  Tricia Walker,et al.  Computer science , 1996, English for academic purposes series.

[3]  D. Lazer,et al.  The Parable of Google Flu: Traps in Big Data Analysis , 2014, Science.

[4]  Jeffrey G. Arnold,et al.  Soil and Water Assessment Tool (SWAT) Model: Current Developments and Applications , 2010 .

[5]  L. Freeman.  Centrality in social networks conceptual clarification , 1978 .

[6]  Eric A. Brewer,et al.  Towards robust distributed systems (abstract) , 2000, PODC '00.

[7]  S. Johansen.  Estimation and Hypothesis Testing of Cointegration Vectors in Gaussian Vector Autoregressive Models , 1991 .

[8]  Edsger W. Dijkstra,et al.  A note on two problems in connexion with graphs , 1959, Numerische Mathematik.

[9]  Michael A Babyak,et al.  What You See May Not Be What You Get: A Brief, Nontechnical Introduction to Overfitting in Regression-Type Models , 2004, Psychosomatic medicine.

[10]  Gene H. Golub,et al.  Singular value decomposition and least squares solutions , 1970, Milestones in Matrix Computation.

[11]  David A. Landgrebe,et al.  A survey of decision tree classifier methodology , 1991, IEEE Trans. Syst. Man Cybern..

[12]  Jack J. Dongarra,et al.  Exascale computing and big data , 2015, Commun. ACM.

[13]  Daniel B. Neill,et al.  Expectation-based scan statistics for monitoring spatial time series data , 2009 .

[14]  Young-Koo Lee,et al.  A Physical Database Design Method for Multidimensional File Organizations , 1997, Inf. Sci..

[15]  Shashi Shekhar,et al.  Spatial computing perspective on food energy and water nexus , 2016, Journal of Environmental Studies and Sciences.

[16]  Pierre Hansen,et al.  An Oil Pipeline Design Problem , 2003, Oper. Res..

[17]  Geoff Holmes,et al.  Benchmarking Attribute Selection Techniques for Discrete Class Data Mining , 2003, IEEE Trans. Knowl. Data Eng..

[18]  J. Bouma,et al.  Future Directions of Precision Agriculture , 2005, Precision Agriculture.

[19]  Andrew Gelman,et al.  Handbook of Markov Chain Monte Carlo , 2011 .

[20]  Andrei Z. Broder,et al.  Graph structure in the Web , 2000, Comput. Networks.

[21]  N. Zhang,et al.  Precision agriculture—a worldwide overview , 2002 .

[22]  K. Gabriel,et al.  A Markov chain model for daily rainfall occurrence at Tel Aviv , 1962 .

[23]  Douglas Curran-Everett,et al.  Explorations in statistics: confidence intervals. , 2009, Advances in physiology education.

[24]  M. Wall.  A close look at the spatial structure implied by the CAR and SAR models , 2004 .

[25]  Lorenzo Bruzzone,et al.  Classification of hyperspectral remote sensing images with support vector machines , 2004, IEEE Transactions on Geoscience and Remote Sensing.

[26]  Hui Xiong,et al.  Discovering colocation patterns from spatial data sets: a general approach , 2004, IEEE Transactions on Knowledge and Data Engineering.

[27]  Shashi Shekhar,et al.  Cascading Spatio-Temporal Pattern Discovery , 2012, IEEE Transactions on Knowledge and Data Engineering.

[28]  Lurng-Kuo Liu,et al.  A block-based gradient descent search algorithm for block motion estimation in video coding , 1996, IEEE Trans. Circuits Syst. Video Technol..

[29]  Jessica Gurevitch,et al.  EFFECTS OF SPATIAL STRUCTURES ON THE RESULTS OF FIELD EXPERIMENTS , 2004 .

[30]  Declan Butler,et al.  When Google got flu wrong , 2013, Nature.

[31]  Gilles Fedak,et al.  WukaStore: Scalable, Configurable and Reliable Data Storage on Hybrid Volunteered Cloud and Desktop Systems , 2017, IEEE Transactions on Big Data.

[32]  R. Peng.  Reproducible Research in Computational Science , 2011, Science.

[33]  Lorenzo Bruzzone,et al.  Combination of neural and statistical algorithms for supervised classification of remote-sensing image , 2000, Pattern Recognit. Lett..

[34]  R. Waagepetersen,et al.  Modern Statistics for Spatial Point Processes * , 2007 .

[35]  W. Tobler.  A Computer Movie Simulating Urban Growth in the Detroit Region , 1970 .

[36]  Cai Xu,et al.  Structural Properties of US Flight Network , 2003 .

[37]  Shashi Shekhar,et al.  Identifying patterns in spatial information: A survey of methods , 2011, WIREs Data Mining Knowl. Discov..

[38]  Irene Casas,et al.  Protection of Geoprivacy and Accuracy of Spatial Information: How Effective Are Geographical Masks? , 2004, Cartogr. Int. J. Geogr. Inf. Geovisualization.

[39]  Marc Barthelemy,et al.  Spatial Networks , 2010, Encyclopedia of Social Network Analysis and Mining.

[40]  Jeffrey G. Arnold,et al.  The Soil and Water Assessment Tool: Historical Development, Applications, and Future Research Directions , 2007 .

[41]  Shashi Shekhar,et al.  Spatiotemporal change footprint pattern discovery: an inter‐disciplinary survey , 2014, WIREs Data Mining Knowl. Discov..

[42]  Shashi Shekhar,et al.  Focal-Test-Based Spatial Decision Tree Learning , 2015, IEEE Transactions on Knowledge and Data Engineering.

[43]  Steven K. Feiner,et al.  Spatial computing , 2015, Commun. ACM.

[44]  Jian Pei,et al.  Mining frequent patterns without candidate generation , 2000, SIGMOD 2000.

[45]  Johannes R. Sveinsson,et al.  Random Forests for land cover classification , 2006, Pattern Recognit. Lett..

[46]  Shashi Shekhar,et al.  A Unified Approach to Detecting Spatial Outliers , 2003, GeoInformatica.

[47]  Wanli Min,et al.  Real-time road traffic prediction with spatio-temporal correlations , 2011 .

[48]  W. Newman,et al.  Alchemy vs. chemistry: the etymological origins of a historiographic mistake. , 1998, Early science and medicine.

[49]  A. Stein,et al.  Universal kriging and cokriging as a regression procedure. , 1991 .

[50]  D. Randell,et al.  Exploiting lattices in a theory of space and time , 1992 .

[51]  Shashi Shekhar,et al.  Spatiotemporal Data Mining: A Computational Perspective , 2015, ISPRS Int. J. Geo Inf..

[52]  Shashi Shekhar,et al.  Spatial Databases - Accomplishments and Research Needs , 1999, IEEE Trans. Knowl. Data Eng..

[53]  Joel H. Saltz,et al.  Hadoop-GIS: A High Performance Spatial Data Warehousing System over MapReduce , 2013, Proc. VLDB Endow..

[54]  Shashi Shekhar,et al.  Mixed-Drove Spatio-Temporal Co-occurrence Pattern Mining : A Summary of Results , 2006 .

[55]  Shashi Shekhar,et al.  Ring-Shaped Hotspot Detection , 2016, IEEE Trans. Knowl. Data Eng..

[56]  Anthony G. Cohn,et al.  Taxonomies of logically defined qualitative spatial relations , 1995, Int. J. Hum. Comput. Stud..