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Decision Tree And Boosting Techniques In Artificial Intelligence Based Automated Valuation Models Ai Avm
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Book Synopsis Decision Tree and Boosting Techniques in Artificial Intelligence Based Automated Valuation Models (AI-AVM). by : Tien Foo Sing
Download or read book Decision Tree and Boosting Techniques in Artificial Intelligence Based Automated Valuation Models (AI-AVM). written by Tien Foo Sing and published by . This book was released on 2020 with total page 37 pages. Available in PDF, EPUB and Kindle. Book excerpt: This paper develops an artificial intelligence-based automated valuation model (AI-AVM) using the decision tree and the boosting techniques to predict residential property prices in Singapore. We use more than 300,000 property transaction data from Singapore's private residential property market for the period from 1995 to 2017 for the training of the AI-AVM models. The two tree-based AI-AVM models show superior performance over the traditional multiple regression analysis (MRA) model when predicting the property prices. We also extend the application of the AI-AVM to more homogenous public housing prices in Singapore, and the predictive performance remains robust. The boosting AI-AVM models that allow for inter-dependence structure in the decision trees is the best model that explains more than 88% of the variance in both private and public housing prices and keep the prediction errors to less than 6% for HDB and 9% for the private market. When subject the AI-AVM to the out-of-sample forecasting using the 2017-2019 testing property sale samples, the prediction errors remain within a narrow range of between 5% and 9%.
Book Synopsis Advances in Automated Valuation Modeling by : Maurizio d'Amato
Download or read book Advances in Automated Valuation Modeling written by Maurizio d'Amato and published by Springer. This book was released on 2017-01-28 with total page 435 pages. Available in PDF, EPUB and Kindle. Book excerpt: 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.
Book Synopsis Machine Learning Asset Valuation by : Justus Wiedemann
Download or read book Machine Learning Asset Valuation written by Justus Wiedemann and published by GRIN Verlag. This book was released on 2017-08-21 with total page 154 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master's Thesis from the year 2017 in the subject Business economics - Business Management, Corporate Governance, grade: 1,3, Zeppelin University Friedrichshafen (Chair of Econometrics and Finance), language: English, abstract: This Master Thesis introduces basic concepts and methods of Machine Learning as well as applying them on a virtual buy- or sell algorithm enabled by an accurately predicting classifier. In the first section, the historical development of Machine Learning is presented. Consequently, an array of classifiers is described in detail. The third section results in a python-based Machine Learning application of seven classifiers, a cross validation and in initializing the final valuation algorithm. The optimal classifier predicts following day Open Prizes for the S&P 500 with 72% accuracy outperforming market return by nearly 150% within the span of one month.
Book Synopsis Using Artificial Neural Networks for Timeseries Smoothing and Forecasting by : Jaromír Vrbka
Download or read book Using Artificial Neural Networks for Timeseries Smoothing and Forecasting written by Jaromír Vrbka and published by Springer Nature. This book was released on 2021-09-04 with total page 197 pages. Available in PDF, EPUB and Kindle. Book excerpt: The aim of this publication is to identify and apply suitable methods for analysing and predicting the time series of gold prices, together with acquainting the reader with the history and characteristics of the methods and with the time series issues in general. Both statistical and econometric methods, and especially artificial intelligence methods, are used in the case studies. The publication presents both traditional and innovative methods on the theoretical level, always accompanied by a case study, i.e. their specific use in practice. Furthermore, a comprehensive comparative analysis of the individual methods is provided. The book is intended for readers from the ranks of academic staff, students of universities of economics, but also the scientists and practitioners dealing with the time series prediction. From the point of view of practical application, it could provide useful information for speculators and traders on financial markets, especially the commodity markets.
Book Synopsis Artificial Intelligence and Credit Risk by : Rossella Locatelli
Download or read book Artificial Intelligence and Credit Risk written by Rossella Locatelli and published by Springer Nature. This book was released on 2022-09-13 with total page 115 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the alternative techniques and data leveraged for credit risk, describing and analysing the array of methodological approaches for the usage of techniques and/or alternative data for regulatory and managerial rating models. During the last decade the increase in computational capacity, the consolidation of new methodologies to elaborate data and the availability of new information related to individuals and organizations, aided by the widespread usage of internet, set the stage for the development and application of artificial intelligence techniques in enterprises in general and financial institutions in particular. In the banking world, its application is even more relevant, thanks to the use of larger and larger data sets for credit risk modelling. The evaluation of credit risk has largely been based on client data modelling; such techniques (linear regression, logistic regression, decision trees, etc.) and data sets (financial, behavioural, sociologic, geographic, sectoral, etc.) are referred to as “traditional” and have been the de facto standards in the banking industry. The incoming challenge for credit risk managers is now to find ways to leverage the new AI toolbox on new (unconventional) data to enhance the models’ predictive power, without neglecting problems due to results’ interpretability while recognizing ethical dilemmas. Contributors are university researchers, risk managers operating in banks and other financial intermediaries and consultants. The topic is a major one for the financial industry, and this is one of the first works offering relevant case studies alongside practical problems and solutions.
Book Synopsis Sustainable Built Environment by : Deepak Bajaj
Download or read book Sustainable Built Environment written by Deepak Bajaj and published by Springer Nature. This book was released on with total page 444 pages. Available in PDF, EPUB and Kindle. Book excerpt:
Book Synopsis Neural Networks in Finance and Investing by : Robert R. Trippi
Download or read book Neural Networks in Finance and Investing written by Robert R. Trippi and published by Irwin Professional Publishing. This book was released on 1996 with total page 872 pages. Available in PDF, EPUB and Kindle. Book excerpt: This completely updated version of the classic first edition offers a wealth of new material reflecting the latest developments in teh field. For investment professionals seeking to maximize this exciting new technology, this handbook is the definitive information source.
Download or read book Fabless written by Daniel Nenni and published by Createspace Independent Publishing Platform. This book was released on 2014 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: The purpose of this book is to illustrate the magnificence of the fabless semiconductor ecosystem, and to give credit where credit is due. We trace the history of the semiconductor industry from both a technical and business perspective. We argue that the development of the fabless business model was a key enabler of the growth in semiconductors since the mid-1980s. Because business models, as much as the technology, are what keep us thrilled with new gadgets year after year, we focus on the evolution of the electronics business. We also invited key players in the industry to contribute chapters. These "In Their Own Words" chapters allow the heavyweights of the industry to tell their corporate history for themselves, focusing on the industry developments (both in technology and business models) that made them successful, and how they in turn drive the further evolution of the semiconductor industry.
Book Synopsis Recent Trends in Image Processing and Pattern Recognition by : K. C. Santosh
Download or read book Recent Trends in Image Processing and Pattern Recognition written by K. C. Santosh and published by Springer. This book was released on 2019-07-19 with total page 717 pages. Available in PDF, EPUB and Kindle. Book excerpt: This three-volume set constitutes the refereed proceedings of the Second International Conference on Recent Trends in Image Processing and Pattern Recognition (RTIP2R) 2018, held in Solapur, India, in December 2018. The 173 revised full papers presented were carefully reviewed and selected from 374 submissions. The papers are organized in topical sections in the tree volumes. Part I: computer vision and pattern recognition; machine learning and applications; and image processing. Part II: healthcare and medical imaging; biometrics and applications. Part III: document image analysis; image analysis in agriculture; and data mining, information retrieval and applications.
Book Synopsis Companion Modelling by : Michel Étienne
Download or read book Companion Modelling written by Michel Étienne and published by Springer Science & Business Media. This book was released on 2013-12-16 with total page 403 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book introduces the companion modelling approach by presenting the stance that underpins it, the methods and tools used with stakeholders and the specific role of models during the process. It addresses the means to deal with the different levels of decision-making and to take into account the various power relationships. It proposes a methodology to assess the impact of the approach on the stakeholders involved in the process. The book includes 27 case studies and 7 teaching tools that describe the successful use of the approach in a variety of settings or teaching contexts. It is intended for researchers working on rural development or renewable resources management, as well as students and teachers.
Book Synopsis Housing Economics and Public Policy by : Anthony O'Sullivan
Download or read book Housing Economics and Public Policy written by Anthony O'Sullivan and published by John Wiley & Sons. This book was released on 2008-04-15 with total page 352 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book is a timely assessment of 20 years of progress in the field of housing economics and its application to policy and practice. Two decades on from the publication of Duncan Maclennan's influential Housing Economics, 16 leading housing experts - both academics and policy makers from across the world - now honour Maclennan's contributions. The chapters here present a contemporary survey of key issues in housing, from urban housing markets and sub-market modelling, to the economics of social housing, the basis for housing planning, economic analysis of neighbourhoods, and the connections between academic work and policy development. For students, researchers and practitioners in housing, urban economics and social policy, Housing Economics and Public Policy: . provides up to date and comprehensive reviews of major areas of the housing economics literature . sheds light on the economic, social and spatial processes that affect housing . includes discussion of major areas of cutting edge housing economics research and identifies continuing gaps . presents a synthesis of housing economics research on both sides of the Atlantic . assesses the impact of theory on policy and practice
Book Synopsis Computational Intelligence, Communications, and Business Analytics by : Jyotsna Kumar Mandal
Download or read book Computational Intelligence, Communications, and Business Analytics written by Jyotsna Kumar Mandal and published by Springer. This book was released on 2019-06-24 with total page 512 pages. Available in PDF, EPUB and Kindle. Book excerpt: The two volume set CCIS 1030 and 1031 constitutes the refereed proceedings of the Second International Conference on Computational Intelligence, Communications, and Business Analytics, CICBA 2018, held in Kalyani, India, in July 2018. The 76 revised full papers presented in the two volumes were carefully reviewed and selected from 240 submissions. The papers are organized in topical sections on computational intelligence; signal processing and communications; microelectronics, sensors, and intelligent networks; data science & advanced data analytics; intelligent data mining & data warehousing; and computational forensics (privacy and security).
Book Synopsis Evaluating Learning Algorithms by : Nathalie Japkowicz
Download or read book Evaluating Learning Algorithms written by Nathalie Japkowicz and published by Cambridge University Press. This book was released on 2011-01-17 with total page 423 pages. Available in PDF, EPUB and Kindle. Book excerpt: The field of machine learning has matured to the point where many sophisticated learning approaches can be applied to practical applications. Thus it is of critical importance that researchers have the proper tools to evaluate learning approaches and understand the underlying issues. This book examines various aspects of the evaluation process with an emphasis on classification algorithms. The authors describe several techniques for classifier performance assessment, error estimation and resampling, obtaining statistical significance as well as selecting appropriate domains for evaluation. They also present a unified evaluation framework and highlight how different components of evaluation are both significantly interrelated and interdependent. The techniques presented in the book are illustrated using R and WEKA, facilitating better practical insight as well as implementation. Aimed at researchers in the theory and applications of machine learning, this book offers a solid basis for conducting performance evaluations of algorithms in practical settings.
Book Synopsis Progress in Computing, Analytics and Networking by : Himansu Das
Download or read book Progress in Computing, Analytics and Networking written by Himansu Das and published by Springer Nature. This book was released on 2020-03-26 with total page 665 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on new and original research ideas and findings in three broad areas: computing, analytics, and networking and their potential applications in the various domains of engineering – an emerging, interdisciplinary area in which a wide range of theories and methodologies are being investigated and developed to tackle complex and challenging real-world problems. The book also features keynote presentations and papers from the International Conference on Computing Analytics and Networking (ICCAN 2019), which offers an open forum for scientists, researchers and technocrats in academia and industry from around the globe to present and share state-of-the-art concepts, prototypes, and innovative research ideas in diverse fields. Providing inspiration for postgraduate students and young researchers working in the field of computer science & engineering, the book also discusses hardware technologies and future communication technologies, making it useful for those in the field of electronics.
Book Synopsis Real Estate Valuation by : G. Jason Goddard
Download or read book Real Estate Valuation written by G. Jason Goddard and published by Routledge. This book was released on 2021-12-15 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: This is a practical and accessible guide for students, filled with international case studies, which illustrate the framework of the book (valuation under uncertainty), as well as, a host of discussion questions to aid learning. Provides a unique and more comprehensive approach than competing texts, explaining variations in valuation outcomes by drawing on the psychological foundations of valuation theory. For educators it will help to widen the lens on what truly should be considered when valuing property.
Book Synopsis Advances in Smart Grid Technology by : Pierluigi Siano
Download or read book Advances in Smart Grid Technology written by Pierluigi Siano and published by Springer Nature. This book was released on 2020-09-22 with total page 531 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book comprises the select proceedings of the International Conference on Power Engineering Computing and Control (PECCON) 2019. This volume focuses on the different renewable energy sources which are integrated in a smart grid and their operation both in the grid connected mode and islanded mode. The contents highlight the role of power converters in the smart grid environment, battery management, electric vehicular technology and electric charging station as a load for the power network. This book can be useful for beginners, researchers as well as professionals interested in the area of smart grid technology.
Book Synopsis Innovations in Computer Science and Engineering by : Harvinder Singh Saini
Download or read book Innovations in Computer Science and Engineering written by Harvinder Singh Saini and published by Springer Nature. This book was released on 2020-03-03 with total page 639 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book features a collection of high-quality, peer-reviewed research papers presented at the 7th International Conference on Innovations in Computer Science & Engineering (ICICSE 2019), held at Guru Nanak Institutions, Hyderabad, India, on 16–17 August 2019. Written by researchers from academia and industry, the book discusses a wide variety of industrial, engineering, and scientific applications of the emerging techniques in the field of computer science.
