Relevance vector machine for evaluating seismic liquefaction potential using shear wave velocity

Geotechnical Special Publication

Volumn , Issue 201 GSP, 2010, Pages 212-217

  Samui, Pijush ^a   Sitharam, T G ^b  

^a TAMPERE UNIVERSITY OF TECHNOLOGY   (Finland)

^b INDIAN INSTITUTE OF SCIENCE   (India)

Author keywords

Seismic effects; Shear waves; Soil liquefaction; Wave velocity

Indexed keywords

BAYESIAN FORMULATION; BAYESIAN INFERENCE; CLASSIFICATION APPROACH; COMPUTATIONAL COSTS; EARTHQUAKE MAGNITUDES; GAUSSIAN FUNCTIONS; GROUND SURFACES; INPUT PARAMETER; LINEAR MODEL; LIQUEFACTION POTENTIALS; PEAK ACCELERATION; PROBABILISTIC OUTPUT; RELEVANCE VECTOR MACHINE; SEISMIC EFFECT; SEISMIC LIQUEFACTION; SHEAR WAVE VELOCITY; SOIL TYPES; SPARSE REPRESENTATION; VERTICAL STRESS; WAVE VELOCITY;

ACOUSTIC WAVE VELOCITY; BAYESIAN NETWORKS; CIVIL ENGINEERING; EARTHQUAKES; ENGINEERING GEOLOGY; INFERENCE ENGINES; SHEAR WAVES; SHEARING MACHINES; SOIL LIQUEFACTION; SOIL STRUCTURE INTERACTIONS; SOILS; WAVE PROPAGATION;

SHEAR FLOW;

EID: 77956149940     PISSN: 08950563     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1061/41102(375)25     Document Type: Conference Paper

References (4)

1. Andrus, R.D., and Stokoe, K. H. (1997). ''Liquefaction resistance based on shear wave velocity,'' Proc., NCEER Workshop on Evaluation of Liquefaction Resistance of Soils, Nat. Ctr. for Earthquake Engrg. Res., State Univ. of New York at Buffalo, 89-128.
2. Bishop, C. (1995). "Neural Networks for Pattern Recognition." Oxford: Oxford University Press.
3. Tipping, M.E. (2001). "Sparse Bayesian Learning and the Relevance Vector Machine." J. Mach. Learn, 1:211-244.
4. Tipping, M.E.(2000). "The relevance vector machine." Advances in Neural Information Processing Systems , 12:625-658.