LEADER 04452nam 22008055 450 001 996465304603316 005 20230406030338.0 010 $a3-642-04944-3 024 7 $a10.1007/978-3-642-04944-6 035 $a(CKB)1000000000784762 035 $a(SSID)ssj0000320216 035 $a(PQKBManifestationID)11244798 035 $a(PQKBTitleCode)TC0000320216 035 $a(PQKBWorkID)10347265 035 $a(PQKB)11284414 035 $a(DE-He213)978-3-642-04944-6 035 $a(MiAaPQ)EBC3064659 035 $a(PPN)139959149 035 $a(EXLCZ)991000000000784762 100 $a20100301d2009 u| 0 101 0 $aeng 135 $aurnn#008mamaa 181 $ctxt 182 $cc 183 $acr 200 10$aStochastic Algorithms: Foundations and Applications$b[electronic resource] $e5th International Symposium, SAGA 2009 Sapporo, Japan, October 26-28, 2009 Proceedings /$fedited by Osamu Watanabe, Thomas Zeugmann 205 $a1st ed. 2009. 210 1$aBerlin, Heidelberg :$cSpringer Berlin Heidelberg :$cImprint: Springer,$d2009. 215 $a1 online resource (X, 221 p.) 225 1 $aTheoretical Computer Science and General Issues,$x2512-2029 ;$v5792 300 $aBibliographic Level Mode of Issuance: Monograph 311 $a3-642-04943-5 320 $aIncludes bibliographical references and index. 327 $aInvited Papers -- Scenario Reduction Techniques in Stochastic Programming -- Statistical Learning of Probabilistic BDDs -- Regular Contributions -- Learning Volatility of Discrete Time Series Using Prediction with Expert Advice -- Prediction of Long-Range Dependent Time Series Data with Performance Guarantee -- Bipartite Graph Representation of Multiple Decision Table Classifiers -- Bounds for Multistage Stochastic Programs Using Supervised Learning Strategies -- On Evolvability: The Swapping Algorithm, Product Distributions, and Covariance -- A Generic Algorithm for Approximately Solving Stochastic Graph Optimization Problems -- How to Design a Linear Cover Time Random Walk on a Finite Graph -- Propagation Connectivity of Random Hypergraphs -- Graph Embedding through Random Walk for Shortest Paths Problems -- Relational Properties Expressible with One Universal Quantifier Are Testable -- Theoretical Analysis of Local Search in Software Testing -- Firefly Algorithms for Multimodal Optimization -- Economical Caching with Stochastic Prices -- Markov Modelling of Mitochondrial BAK Activation Kinetics during Apoptosis -- Stochastic Dynamics of Logistic Tumor Growth. 330 $aThis book constitutes the refereed proceedings of the 5th International Symposium on Stochastic Algorithms, Foundations and Applications, SAGA 2009, held in Sapporo, Japan, in October 2009. The 15 revised full papers presented together with 2 invited papers were carefully reviewed and selected from 22 submissions. The papers are organized in topical sections on learning, graphs, testing, optimization and caching, as well as stochastic algorithms in bioinformatics. 410 0$aTheoretical Computer Science and General Issues,$x2512-2029 ;$v5792 606 $aComputer science 606 $aArtificial intelligence?Data processing 606 $aProbabilities 606 $aAlgorithms 606 $aComputer science?Mathematics 606 $aMathematical statistics 606 $aTheory of Computation 606 $aData Science 606 $aProbability Theory 606 $aAlgorithms 606 $aProbability and Statistics in Computer Science 615 0$aComputer science. 615 0$aArtificial intelligence?Data processing. 615 0$aProbabilities. 615 0$aAlgorithms. 615 0$aComputer science?Mathematics. 615 0$aMathematical statistics. 615 14$aTheory of Computation. 615 24$aData Science. 615 24$aProbability Theory. 615 24$aAlgorithms. 615 24$aProbability and Statistics in Computer Science. 676 $a519.2/2 686 $aDAT 537f$2stub 686 $aMAT 605f$2stub 686 $aMAT 914f$2stub 686 $aSS 4800$2rvk 702 $aWatanabe$b Osamu$4edt$4http://id.loc.gov/vocabulary/relators/edt 702 $aZeugmann$b Thomas$4edt$4http://id.loc.gov/vocabulary/relators/edt 712 12$aSAGA 2009 906 $aBOOK 912 $a996465304603316 996 $aStochastic Algorithms: Foundations and Applications$9772662 997 $aUNISA