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Published byFanny Kurnia Modified over 6 years ago
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Psychoprocesses, public opinion and epidemics: the physics of networks
wan ahmad tajuddin wan abdullah jabatan fizik, fakulti sains, universiti malaya & fakulti sains komputer & teknologi maklumat, universiti malaya
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Kloosterveen neighbourhood relationship
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networks! links topology nodes state (discrete/analog)
computation (binary/weighted thresholding/game theoretical/…) memory (history/connection weights/strategies/…) learning (connection weights/strategies/…)
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topology ordered/random non/directional dense/sparse scale-free small world communities hubs
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Neural networks nonlinear weighted sum connections
Layered feed-forward blackbox input-output mappings learning generalization Symmetric completely-connected physics analogue associative memory combinatorial optimization
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Spin networks Energy description E = - ½ Σi Σj TijViVj + Σi UiVi
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Logic networks Logic grounding optimization AB,C Tij
logic interpretation as combinatorial optimization Hebbian learning DTij ViVj learn underlying logic Logic mining Tij AB,C reverse process to uncover underlying logic alGhazali causality from correlations
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sociology Evolution of cooperation
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Social networks Importance of topology
characterization of real networks Percolation / branching process spread of opinions, rumours, diseases, … Remedial strategies e.g effective immunization
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economics Wealth distribution money transfer model
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conclusion It’s in the links!
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