[PDF] Top 20 Brockhaus, Sarah (2016): Boosting functional regression models. Dissertation, LMU München: Fakultät für Mathematik, Informatik und Statistik

... gradient boosting (Mayr et ...chapter. Boosting allows for high-dimensional data settings with more covariate effects than observations and variable selection, but does not provide direct statistical ... See full document

... of functional regression as an additive mixed model and has several roots, with some ideas dating back to Hastie and Mallows (1993) as well as Marx and Eilers (1999) and Marx and Eilers (2005), who ... See full document

... Graph Models to obtain samples consisting of independent observations which allow to use standard generalized linear models (GLM) for model ...additive models (GAM) by adding smooth functional ... See full document

... The general concept of recursive partitioning has its roots in automatic interaction detec- tion. The most popular modern version is due to Breiman et al. (1984) and is known by the name classification and ... See full document

... group models, data on the student’s or groups’ behavior are collected, aggregated and trans- lated into ...These models allow to show statistics on group behavior, for example, on conversation speed or on ... See full document

... worse models in terms of the number of spuriously chosen basis func- ...to models with less basis functions, ...existing functional coher- ences increases with increasing values of ... See full document

... Since there are hardly any differences between the two models regarding all other effects, we only show the effects of model (M2). The effects of the categorical covariates are shown in figure 8.15. Many of the ... See full document

... by functional relationships. This gives rise to functional data analysis ...neighboring functional objects and thus results in a more representative partitioning of the ... See full document

... In this chapter, we extended the flexible modeling framework based on boosting to allow the inclusion of monotonic or cyclic constraints for certain variables. The monotonicity constraint on continuous variables ... See full document

... linear models with log-transformed realized volatility as a normalized response and include lagged volatility, financial, and macroeconomic factors as regres- ... See full document

... of functional relationship between independent and depen- dent variables in a regression context is hardly to predict a ...of regression model for the analysis that is as flexible as possible to fit ... See full document

... additive models (GAM) for modeling nonlinear effects of contin- uous covariates are now well established tools for the applied ...additive regression (STAR) based on one or two dimensional P-splines as the ... See full document

... hazard regression models is already proposed by Hennerfeind et ...survival models is based on the fact that non-linear effects, including also the logarithm of the baseline hazard, can be expressed ... See full document

... regulation models, i.e. models in which discrete states of the regulators (TFs and signals) result in discrete quantity states of the regulated gene (for instance a low, medium, or high expression) ... See full document

... be synchronized between both versions. The web application has multi-user support and authentication. Collaboration is further helped by synchronization, which can be performed between peers. This dissertation ... See full document

... Zuerst meinem Doktorvater Prof. Dr. Hans-J¨ urgen Schneider f¨ ur seine Unter- st¨ utzung und richtungsweisenden Anregungen in den letzten Jahren. Außerdem Priv.-Doz. Dr. Istv´ an Heckenberger f¨ ur seine stete ... See full document

... For that purpose, our approach implements the first non-naive algorithm — called allMulMAAFs — calculating a relevant set of nonbinary maximum acyclic agreement forests for two rooted (n[r] ... See full document

... tomatisch und in Echtzeit Fische gezählt und klassifiziert werden können, die von einer Unterwasser-Sonarkamera vor einem Wasserkraftwerk gefilmt wur- ...Anzahl und Art der Fische können Maßnah- men ... See full document

... The two following works discussed are not quantitative resource analyses per se, but they employ dependent types and methods that are relevant to this discussion. Danielsson [Dan08] introduced a library of functions that ... See full document

... I would also like to thank my wonderful colleagues, with whom I have shared so many memorable moments. Alexander De Luca: You have always been there for me throughout my time as a PhD student. You encouraged me to pursue ... See full document