%R 10.1140/epjb/e2004-00129-6 %D 2004 %J The European Physical Journal B - Condensed Matter %A Giovanni Bonanno %A Guido Caldarelli %A Fabrizio Lillo %A Salvatore Miccich? %A Nicolas Vandewalle %A Rosario Nunzio Mantegna %N 2 %L eprints1124 %V 38 %P 363-371 %T Networks of equities in financial markets %K PACS: 89.75.Fb Structures and organization in complex systems - 89.75.Hc Networks and genealogical trees - 89.65.Gh Economics; econophysics, financial markets, business and management %I Springer-Verlag %X We review the recent approach of correlation based networks of financial equities. We investigate portfolio of stocks at different time horizons, financial indices and volatility time series and we show that meaningful economic information can be extracted from noise dressed correlation matrices. We show that the method can be used to falsify widespread market models by directly comparing the topological properties of networks of real and artificial markets.