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As computer and space technologies have been developed, geoscience information systems (GIS) and remote sensing (RS) technologies, which deal with the geospatial information, have been rapidly maturing. Moreover, over the last few decades, machine learning techniques including artificial neural network (ANN), deep learning, decision tree, and support vector machine (SVM) have been successfully applied to geospatial science and engineering research fields. The machine learning techniques have been widely applied to GIS and RS research fields and have recently produced valuable results in the areas of geoscience, environment, natural hazards, and natural resources. This book is a collection representing novel contributions detailing machine learning techniques as applied to geoscience information systems and remote sensing.

artificial neural network --- n/a --- model switching --- sensitivity analysis --- neural networks --- logit boost --- Qaidam Basin --- land subsidence --- land use/land cover (LULC) --- naïve Bayes --- multilayer perceptron --- convolutional neural networks --- single-class data descriptors --- logistic regression --- feature selection --- mapping --- particulate matter 10 (PM10) --- Bayes net --- gray-level co-occurrence matrix --- multi-scale --- Logistic Model Trees --- classification --- Panax notoginseng --- large scene --- coarse particle --- grayscale aerial image --- Gaofen-2 --- environmental variables --- variable selection --- spatial predictive models --- weights of evidence --- landslide prediction --- random forest --- boosted regression tree --- convolutional network --- Vietnam --- model validation --- colorization --- data mining techniques --- spatial predictions --- SCAI --- unmanned aerial vehicle --- high-resolution --- texture --- spatial sparse recovery --- landslide susceptibility map --- machine learning --- reproducible research --- constrained spatial smoothing --- support vector machine --- random forest regression --- model assessment --- information gain --- ALS point cloud --- bagging ensemble --- one-class classifiers --- leaf area index (LAI) --- landslide susceptibility --- landsat image --- ionospheric delay constraints --- spatial spline regression --- remote sensing image segmentation --- panchromatic --- Sentinel-2 --- remote sensing --- optical remote sensing --- materia medica resource --- GIS --- precise weighting --- change detection --- TRMM --- traffic CO --- crop --- training sample size --- convergence time --- object detection --- gully erosion --- deep learning --- classification-based learning --- transfer learning --- landslide --- traffic CO prediction --- hybrid model --- winter wheat spatial distribution --- logistic --- alternating direction method of multipliers --- hybrid structure convolutional neural networks --- geoherb --- predictive accuracy --- real-time precise point positioning --- spectral bands --- naïve Bayes

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The importance and usefulness of subjects and topics involving social data and artificial intelligence are becoming widely recognized. This book contains invited review, expository, and original research articles dealing with, and presenting state-of-the-art accounts pf, the recent advances in the subjects of social data and artificial intelligence, and potentially their links to Cyberspace.

Information technology industries --- Computer science --- centrality metric --- graph visualisation --- visual analytics --- data processing --- social network --- stock market --- community detection --- complex networks --- Hadoop --- modularity increment --- geometric analysis --- lidar scanning signal --- micro-distortion --- detection technology --- TCD1209DG --- lossless signal transmission --- person re-identification --- multiple granularity features --- Siamese Multiple Granularity Network --- multi-channel weighted fusion loss --- temporal links prediction --- gravity model --- multilayer network --- label propagation algorithm --- H-index --- automatic speech recognition --- speech corpus --- text corpus --- data acquisition --- multi-layer neural network --- natural language processing --- markov switching --- breakpoint test --- crude oil price --- structural change --- artificial intelligence --- ice-snow tourism --- sustainable development --- Python --- text mining --- pancreatic cancer --- twin support vector machine --- linear kernel --- polynomial kernel --- RBF kernel --- cryptography --- RSA cryptosystem --- RSA cryptanalysis --- partial key exposure attack --- social network simulation --- ABMS --- Spark --- two-tier partition algorithm --- visual style --- context-aware --- preference analysis --- fashion recommendation --- Facebook advertising post --- social media marketing --- recommendation system --- topic model --- post engagement --- blockchain --- client/server --- electronic health records --- health information management --- privacy --- security --- innovation --- business --- machine learning --- decision tree --- predictive analytics --- social data science --- contingencies --- asymmetry --- tele-education --- digitalization --- ICT infrastructure --- digital teacher training --- replace face-to-face education --- telemedicine --- technology acceptance --- robust partial least squares path modeling --- data-mining techniques --- data-discretization methods --- feature-selection methods --- industry data applications --- advanced multicomponential discretization models --- social networks --- behavior analysis --- social behavior --- social networking satisfaction --- data science --- DBLP platform --- Twitter --- deep reinforcement learning --- keyphrase extraction --- unsupervised method --- feature selection --- weighted non-negative matrix factorization --- hierarchical information --- tag information --- deep factorization --- combinatorial optimization problem --- heuristics method --- nature-inspired algorithm --- NP-hard problem --- plant root --- healthcare data --- data management --- digital services --- cybernetics --- symmetrical designing --- overlapping community discovery --- gravitational degree --- greedy strategy --- two expansions --- cloud computing --- color revolution operator --- imperialist competitive algorithm --- quality of service --- service composition --- service time-cost