This book addresses several problems related to automated valuation methodologies (AVM). Following the non-agency mortgage crisis, it offers a variety of approaches to improve the efficiency and quality of an automated valuation methodology (AVM) dealing with emerging problems and different contexts. Spatial issue, evolution of AVM standards, multilevel models, fuzzy and rough set applications and quantitative methods to define comparables are just some of the topics discussed.

This book is 100% hands-on with step-by-step explanations and illustrations. Each modeling step - from sales sampling to time adjustments to multi-collinearity to linear and non-linear regression to residual and outlier analyses to model application - has been thoroughly illustrated with over 100 interactive modeling charts, tables, multiple regression outputs, spatial graphs, data samples, programming logic and more. And, readers can easily duplicate the steps in any statistical software or in Excel (Data Analysis).

This book is 100% hands-on with step-by-step explanations and illustrations. Each modeling step - from sales sampling to time adjustment to multi-collinearity to linear and non-linear regression to residuals and outliers analyses to model application - has been thoroughly illustrated with over 100 interactive modeling charts, tables, multiple regression outputs, spatial graphs, data samples, programming inserts and more. And, readers can easily duplicate the steps in any statistical software or in Excel (Data Analysis).

The six-volume set LNCS 10404-10409 constitutes the refereed proceedings of the 17th International Conference on Computational Science and Its Applications, ICCSA 2017, held in Trieste, Italy, in July 2017. The 313 full papers and 12 short papers included in the 6-volume proceedings set were carefully reviewed and selected from 1052 submissions. Apart from the general tracks, ICCSA 2017 included 43 international workshops in various areas of computational sciences, ranging from computational science technologies to specific areas of computational sciences, such as computer graphics and virtual reality. Furthermore, this year ICCSA 2017 hosted the XIV International Workshop On Quantum Reactive Scattering. The program also featured 3 keynote speeches and 4 tutorials.

This book is 100% hands-on with step-by-step illustrations. Each modeling step - from sales sampling to time adjustment to multi-collinearity to linear and non-linear regression to residual and outlier analyses to model application - has been thoroughly illustrated with over 100 interactive modeling charts, tables, multiple regression outputs, spatial graphs, data samples, programming logic and more. And, readers can easily duplicate the steps in any statistical software or in Excel (Data Analysis).

This book will teach our readers the issues and techniques pertaining to AVM and CAMA Modeling that are rarely found in textbooks and courses offered by professional institutions. It covers such hands-on chapters as proper Sales Sampling, Broader Market Time Adjustments, Categorical Modeling, Multi-collinearity, Residual Analysis, and Systematic Removal of Outliers, etc. to help build a better and more advanced valuation model.