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Where are the nuggets ? Wolfgang Karl Härdle 1 Where are the nuggets ? Wolfgang Karl Härdle 1

future research energy & real estate time varying stat brain and behavior dynamic curves future research energy & real estate time varying stat brain and behavior dynamic curves demography social networks default intensities 2

Energy & real estate Electricity demand Real estate t = monthly temperature x 1, Energy & real estate Electricity demand Real estate t = monthly temperature x 1, x 2, = linear effect x 3 - x 13 = mont dummy This needs to be done 1. for different cities, ocations 2. for different tail curves Hae Rit Son (2012) is not 3

time varying stat The parameter lambda varies with time it corresponds to the relative time varying stat The parameter lambda varies with time it corresponds to the relative size of nonzero to zero coefficients SIM = single Index Models, they can be penalized as well in a Lasso or SCAD context. Applications to Co. Var time varying Lasso SIMs in high dim 4

Brain and behavior RPID tasks behavior location activity identification cross sections cross section of Brain and behavior RPID tasks behavior location activity identification cross sections cross section of probands recording of actions FPCA 5

Dynamic Curves implied corr smile RC < MFIC realized correlation RHO_t Model free Implied Dynamic Curves implied corr smile RC < MFIC realized correlation RHO_t Model free Implied Corr MFIX RHO_WIGGLE_t 6 Sell RV of Basket buy RV of constituents

growth and population adaptivity bootstrap many stat questions significance Demography China Asia Figure 2 growth and population adaptivity bootstrap many stat questions significance Demography China Asia Figure 2 presents the scatterplot of initial size of each age group against its change in the period 1960 -1990, together with a regression line. The negative slope of all estimated lines implies convergence within each age group across EU-15 countries. Those countries that started with low proportions of a given age group tended to increase the size of that group, while the opposite is true for countries that started with a high proportion, thus leading 7 trend? economic model

Lehmann Brothers Default Proba default intensities How many firms belly up? RMI Cooperation adaptive Lehmann Brothers Default Proba default intensities How many firms belly up? RMI Cooperation adaptive techniques data bases 8

Social Networks Quantlet topography Which code helps me? visualisation minimal spanning tree 9 Social Networks Quantlet topography Which code helps me? visualisation minimal spanning tree 9

Goldrush 10 Goldrush 10