LEADER 04268nam 22007095 450 001 9910299407503321 005 20200703062936.0 010 $a3-319-67371-8 024 7 $a10.1007/978-3-319-67371-4 035 $a(CKB)4100000001794819 035 $a(DE-He213)978-3-319-67371-4 035 $a(MiAaPQ)EBC6314211 035 $a(MiAaPQ)EBC5588793 035 $a(Au-PeEL)EBL5588793 035 $a(OCoLC)1021193796 035 $a(PPN)223957739 035 $a(EXLCZ)994100000001794819 100 $a20180130d2018 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt$2rdacontent 182 $cc$2rdamedia 183 $acr$2rdacarrier 200 10$aMathematical Geosciences $eHybrid Symbolic-Numeric Methods /$fby Joseph L. Awange, Béla Paláncz, Robert H. Lewis, Lajos Völgyesi 205 $a1st ed. 2018. 210 1$aCham :$cSpringer International Publishing :$cImprint: Springer,$d2018. 215 $a1 online resource (XXVII, 596 p. 460 illus., 440 illus. in color.) 311 $a3-319-67370-X 327 $aSolution of algebraic polynomial systems -- Homotopy solution of nonlinear systems -- Over and underdeterminated systems -- Simulated annealing -- Genetic algorithm -- Particle swarm optimization -- Integer programming -- Multiobjective optimization -- Approximation with radial bases functions -- Support vector machines (SVM) -- Symbolic regression -- Quantile regression -- Robust regression -- Stochastic modeling -- Parallel computations. 330 $aThis book showcases powerful new hybrid methods that combine numerical and symbolic algorithms. Hybrid algorithm research is currently one of the most promising directions in the context of geosciences mathematics and computer mathematics in general. One important topic addressed here with a broad range of applications is the solution of multivariate polynomial systems by means of resultants and Groebner bases. But that?s barely the beginning, as the authors proceed to discuss genetic algorithms, integer programming, symbolic regression, parallel computing, and many other topics. The book is strictly goal-oriented, focusing on the solution of fundamental problems in the geosciences, such as positioning and point cloud problems. As such, at no point does it discuss purely theoretical mathematics. "The book delivers hybrid symbolic-numeric solutions, which are a large and growing area at the boundary of mathematics and computer science." Dr. Daniel Li chtbau. 606 $aGeology 606 $aMathematical physics 606 $aEnvironmental sciences 606 $aGeographical information systems 606 $aAtmospheric sciences 606 $aGeology$3https://scigraph.springernature.com/ontologies/product-market-codes/G17002 606 $aMathematical Applications in the Physical Sciences$3https://scigraph.springernature.com/ontologies/product-market-codes/M13120 606 $aMath. Appl. in Environmental Science$3https://scigraph.springernature.com/ontologies/product-market-codes/U24005 606 $aGeographical Information Systems/Cartography$3https://scigraph.springernature.com/ontologies/product-market-codes/J13000 606 $aAtmospheric Sciences$3https://scigraph.springernature.com/ontologies/product-market-codes/G36000 615 0$aGeology. 615 0$aMathematical physics. 615 0$aEnvironmental sciences. 615 0$aGeographical information systems. 615 0$aAtmospheric sciences. 615 14$aGeology. 615 24$aMathematical Applications in the Physical Sciences. 615 24$aMath. Appl. in Environmental Science. 615 24$aGeographical Information Systems/Cartography. 615 24$aAtmospheric Sciences. 676 $a550.151 700 $aAwange$b Joseph L$4aut$4http://id.loc.gov/vocabulary/relators/aut$0719102 702 $aPaláncz$b Béla$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aLewis$b Robert H$4aut$4http://id.loc.gov/vocabulary/relators/aut 702 $aVölgyesi$b Lajos$4aut$4http://id.loc.gov/vocabulary/relators/aut 801 0$bMiAaPQ 801 1$bMiAaPQ 801 2$bMiAaPQ 906 $aBOOK 912 $a9910299407503321 996 $aMathematical Geosciences$92535445 997 $aUNINA