Download or read book Challenges at the Interface of Data Analysis Computer Science and Optimization written by Wolfgang Gaul and published by Springer Science & Business Media. This book was released on 2012-02-09 with total page 560 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume provides approaches and solutions to challenges occurring at the interface of research fields such as data analysis, computer science, operations research, and statistics. It includes theoretically oriented contributions as well as papers from various application areas, where knowledge from different research directions is needed to find the best possible interpretation of data for the underlying problem situations. Beside traditional classification research, the book focuses on current interests in fields such as the analysis of social relationships as well as statistical musicology.

Download or read book Data Science Learning by Latent Structures and Knowledge Discovery written by Berthold Lausen and published by Springer. This book was released on 2015-05-06 with total page 552 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume comprises papers dedicated to data science and the extraction of knowledge from many types of data: structural, quantitative, or statistical approaches for the analysis of data; advances in classification, clustering and pattern recognition methods; strategies for modeling complex data and mining large data sets; applications of advanced methods in specific domains of practice. The contributions offer interesting applications to various disciplines such as psychology, biology, medical and health sciences; economics, marketing, banking and finance; engineering; geography and geology; archeology, sociology, educational sciences, linguistics and musicology; library science. The book contains the selected and peer-reviewed papers presented during the European Conference on Data Analysis (ECDA 2013) which was jointly held by the German Classification Society (GfKl) and the French-speaking Classification Society (SFC) in July 2013 at the University of Luxembourg.

Download or read book Modern Quantification Theory written by Shizuhiko Nishisato and published by Springer Nature. This book was released on 2021-07-22 with total page 231 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a new look at well-established quantification theory for categorical data, referred to by such names as correspondence analysis, dual scaling, optimal scaling, and homogeneity analysis. These multiple identities are a consequence of its large number of properties that allow one to analyze and visualize the strength of variable association in an optimal solution. The book contains modern quantification theory for analyzing the association between two and more categorical variables in a variety of applicative frameworks. Visualization has attracted much attention over the past decades and given rise to controversial opinions. One may consider variations of plotting systems used in the construction of the classic correspondence plot, the biplot, the Carroll-Green-Schaffer scaling, or a new approach in doubled multidimensional space as presented in the book. There are even arguments for no visualization at all. The purpose of this book therefore is to shed new light on time-honored graphical procedures with critical reviews, new ideas, and future directions as alternatives. This stimulating volume is written with fresh new ideas from the traditional framework and the contemporary points of view. It thus offers readers a deep understanding of the ever-evolving nature of quantification theory and its practice. Part I starts with illustrating contingency table analysis with traditional joint graphical displays (symmetric, non-symmetric) and the CGS scaling and then explores logically correct graphs in doubled Euclidean space for both row and column variables. Part II covers a variety of mathematical approaches to the biplot strategy in graphing a data structure, providing a useful source for this modern approach to graphical display. Part II is also concerned with a number of alternative approaches to the joint graphical display such as bimodal cluster analysis and other statistical problems relevant to quantification theory.

Download or read book Optimal Quantification and Symmetry written by Shizuhiko Nishisato and published by Springer Nature. This book was released on 2022-02-21 with total page 199 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book offers a unique new look at the familiar quantification theory from the point of view of mathematical symmetry and spatial symmetry. Symmetry exists in many aspects of our life—for instance, in the arts and biology as an ingredient of beauty and equilibrium, and more importantly, for data analysis as an indispensable representation of functional optimality. This unique focus on symmetry clarifies the objectives of quantification theory and the demarcation of quantification space, something that has never caught the attention of researchers. Mathematical symmetry is well known, as can be inferred from Hirschfeld’s simultaneous linear regressions, but spatial symmetry has not been discussed before, except for what one may infer from Nishisato’s dual scaling. The focus on symmetry here clarifies the demarcation of quantification analysis and makes it easier to understand such a perennial problem as that of joint graphical display in quantification theory. The new framework will help advance the frontier of further developments of quantification theory. Many numerical examples are included to clarify the details of quantification theory, with a focus on symmetry as its operational principle. In this way, the book is useful not only for graduate students but also for researchers in diverse areas of data analysis.

Download or read book Data Analysis Machine Learning and Knowledge Discovery written by Myra Spiliopoulou and published by Springer Science & Business Media. This book was released on 2013-11-26 with total page 470 pages. Available in PDF, EPUB and Kindle. Book excerpt: Data analysis, machine learning and knowledge discovery are research areas at the intersection of computer science, artificial intelligence, mathematics and statistics. They cover general methods and techniques that can be applied to a vast set of applications such as web and text mining, marketing, medicine, bioinformatics and business intelligence. This volume contains the revised versions of selected papers in the field of data analysis, machine learning and knowledge discovery presented during the 36th annual conference of the German Classification Society (GfKl). The conference was held at the University of Hildesheim (Germany) in August 2012. ​

Download or read book Partial Least Squares Structural Equation Modeling written by Necmi K. Avkiran and published by Springer. This book was released on 2018-02-16 with total page 239 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book pulls together robust practices in Partial Least Squares Structural Equation Modeling (PLS-SEM) from other disciplines and shows how they can be used in the area of Banking and Finance. In terms of empirical analysis techniques, Banking and Finance is a conservative discipline. As such, this book will raise awareness of the potential of PLS-SEM for application in various contexts. PLS-SEM is a non-parametric approach designed to maximize explained variance in latent constructs. Latent constructs are directly unobservable phenomena such as customer service quality and managerial competence. Explained variance refers to the extent we can predict, say, customer service quality, by examining other theoretically related latent constructs such as conduct of staff and communication skills. Examples of latent constructs at the microeconomic level include customer service quality, managerial effectiveness, perception of market leadership, etc.; macroeconomic-level latent constructs would be found in contagion of systemic risk from one financial sector to another, herd behavior among fund managers, risk tolerance in financial markets, etc. Behavioral Finance is bound to provide a wealth of opportunities for applying PLS-SEM. The book is designed to expose robust processes in application of PLS-SEM, including use of various software packages and codes, including R. PLS-SEM is already a popular tool in marketing and management information systems used to explain latent constructs. Until now, PLS-SEM has not enjoyed a wide acceptance in Banking and Finance. Based on recent research developments, this book represents the first collection of PLS-SEM applications in Banking and Finance. This book will serve as a reference book for those researchers keen on adopting PLS-SEM to explain latent constructs in Banking and Finance.

Download or read book Measurement Mathematics and New Quantification Theory written by Shizuhiko Nishisato and published by Springer Nature. This book was released on 2023-06-12 with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: The purpose of this book is to thoroughly prepare diverse areas of researchers in quantification theory. As is well known, quantification theory has attracted the attention of a countless number of researchers, some mathematically oriented and others not, but all of them are experts in their own disciplines. Quantifying non-quantitative (qualitative) data requires a variety of mathematical and statistical strategies, some of which are quite complicated. Unlike many books on quantification theory, the current book places more emphasis on preliminary requisites of mathematical tools than on details of quantification theory. As such, the book is primarily intended for readers whose specialty is outside mathematical sciences. The book was designed to offer non-mathematicians a variety of mathematical tools used in quantification theory in simple terms. Once all the preliminaries are fully discussed, quantification theory is then introduced in the last section as a simple application of those mathematical procedures fully discussed so far. The book opens up further frontiers of quantification theory as simple applications of basic mathematics.

Download or read book Bourdieu s Field Theory and the Social Sciences written by James Albright and published by Springer. This book was released on 2017-10-16 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt: Highlighting the conceptual work at the heart of Pierre Bourdieu’s reflexive sociology, this cutting edge collection operationalizes Bourdieusian concepts in field analysis. Offering a unique range of explorations and reflections utilizing field analysis, the eighteen chapters by prominent Bourdieusian scholars and early career scholars synthesize key insights and challenges scholars face when going ‘beyond the fields we know’. The chapters offer examples from discipline contexts as diverse as cultural studies, poetry, welfare systems, water management, education, journalism and surfing and provide demonstrations of theorizing within practical examples of field analysis. One of the foremost social philosophers and sociologists of the twentieth century, Bourdieu is widely known in cultural studies and education and his approaches are increasingly being taken up in health, social work, anthropology, family studies, journalism, communication studies and other disciplines where an analysis of the interplay between individuals and social structures is relevant. With its unique interdisciplinary focus, this book provides a useful guide to doing field analysis and working with Bourdieusian methods research, as well as key reading for methodology courses at post-graduate level.

Download or read book Innovation in Service Industries written by Susanne Hügel and published by Springer. This book was released on 2019-07-10 with total page 152 pages. Available in PDF, EPUB and Kindle. Book excerpt: Susanne Hügel studies innovation in service industries from the industrial organization and behavioral theory perspectives, therefore chooses the real estate industry as object of study. The author examines the existing research on firm innovativeness, proposes a more advanced concept, and empirically validates a new measure in a service industry context. Thereby, the innovation status quo of the real estate industry is studied. In addition, the book addresses the impact of slack resources on the organizational members’ innovative work behavior. Overall, important insights about the service industries’ innovation pattern and organizational behavior are revealed. The book acknowledges the increasing role of innovation due to the altering business environment in the 21st century, such as shifts from goods to services, or the globalization of markets. About the Author:Susanne Hügel is an expert in the field of innovation, business model development, and digital transformation in the real estate industry. She wrote her dissertation at the Real Estate Management Institute (REMI) of EBS Business School.

Download or read book Managing Knowledge Absorptive Capacity And Innovation written by Joe Tidd and published by World Scientific. This book was released on 2021-05-05 with total page 551 pages. Available in PDF, EPUB and Kindle. Book excerpt: Knowledge Management focuses on identifying, sharing, storing, and exploiting internal knowledge, whereas Open Innovation is more concerned with sources of external knowledge. However, this simple dichotomy between open and closed approaches is unhelpful and not realistic. Instead, it is the interaction between internal and external knowledge that creates dynamic capabilities and the ability to innovate. In particular, we need to better understand the interactions between internal and external knowledge, and how these influence innovation outcomes under different conditions. This edited volume, Managing Knowledge, Absorptive Capacity, and Innovation, provides an opportunity to combine contemporary interests in Open Innovation with the classic notion of absorptive capacity, to better understand how organisations can manage the absorption and exploitation of inbound external sources of knowledge in order to innovate.

Download or read book Advanced Methods for Modeling Markets written by Peter S. H. Leeflang and published by Springer. This book was released on 2017-08-29 with total page 733 pages. Available in PDF, EPUB and Kindle. Book excerpt: This volume presents advanced techniques to modeling markets, with a wide spectrum of topics, including advanced individual demand models, time series analysis, state space models, spatial models, structural models, mediation, models that specify competition and diffusion models. It is intended as a follow-on and companion to Modeling Markets (2015), in which the authors presented the basics of modeling markets along the classical steps of the model building process: specification, data collection, estimation, validation and implementation. This volume builds on the concepts presented in Modeling Markets with an emphasis on advanced methods that are used to specify, estimate and validate marketing models, including structural equation models, partial least squares, mixture models, and hidden Markov models, as well as generalized methods of moments, Bayesian analysis, non/semi-parametric estimation and endogeneity issues. Specific attention is given to big data. The market environment is changing rapidly and constantly. Models that provide information about the sensitivity of market behavior to marketing activities such as advertising, pricing, promotions and distribution are now routinely used by managers for the identification of changes in marketing programs that can improve brand performance. In today’s environment of information overload, the challenge is to make sense of the data that is being provided globally, in real time, from thousands of sources. Although marketing models are now widely accepted, the quality of the marketing decisions is critically dependent upon the quality of the models on which those decisions are based. This volume provides an authoritative and comprehensive review, with each chapter including: · an introduction to the method/methodology · a numerical example/application in marketing · references to other marketing applications · suggestions about software. Featuring contributions from top authors in the field, this volume will explore current and future aspects of modeling markets, providing relevant and timely research and techniques to scientists, researchers, students, academics and practitioners in marketing, management and economics.

Download or read book Intimacy and Developing Personal Relationships in the Virtual World written by Gopalan, Rejani Thudalikunnil and published by IGI Global. This book was released on 2018-07-13 with total page 355 pages. Available in PDF, EPUB and Kindle. Book excerpt: Online communication has exploded in the past decade with the development of social networking sites like Facebook, as well as social media applications. As more people turn to the online world to connect with others, they must learn how to develop and maintain personal relationships with very little or no in-person interaction. Intimacy and Developing Personal Relationships in the Virtual World sheds light on the various issues that accompany online interactions. The book examines activities that have gone from occurring in reality to taking place in the online world such as cyberbullying, online social networking, and online dating. The publication also highlights the negative effects of spending a lot of time online such as mental health issues, internet addiction, and body image control. This book is a vital resource for psychiatrists, psychologists, clinicians, social workers, medical administrators, academicians, educators, and graduate-level students.

Download or read book Entrepreneurs Acceptance of Digital Marketing Communication Technologies written by Oliver Schuster and published by kassel university press GmbH. This book was released on 2019-07-12 with total page 289 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book focuses on the development of a structural model to test for marketing-communication technology acceptance of entrepreneurs and managers in a cross-cultural setting. The results of the survey reveal behavioral differences between managers and entrepreneurs regarding the acceptance of digital marketingcommunication technologies and thus substantially contribute to our understanding of the intersection of entrepreneurial marketing and technology acceptance. This book derives various recommendations for scientists and practitioners. Providers of digital marketingcommunication technologies can improve their own marketing process by using the discovered differentiation criteria.

Download or read book Partial Least Squares Path Modeling written by Hengky Latan and published by Springer. This book was released on 2017-11-03 with total page 414 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited book presents the recent developments in partial least squares-path modeling (PLS-PM) and provides a comprehensive overview of the current state of the most advanced research related to PLS-PM. The first section of this book emphasizes the basic concepts and extensions of the PLS-PM method. The second section discusses the methodological issues that are the focus of the recent development of the PLS-PM method. The third part discusses the real world application of the PLS-PM method in various disciplines. The contributions from expert authors in the field of PLS focus on topics such as the factor-based PLS-PM, the perfect match between a model and a mode, quantile composite-based path modeling (QC-PM), ordinal consistent partial least squares (OrdPLSc), non-symmetrical composite-based path modeling (NSCPM), modern view for mediation analysis in PLS-PM, a multi-method approach for identifying and treating unobserved heterogeneity, multigroup analysis (PLS-MGA), the assessment of the common method bias, non-metric PLS with categorical indicators, evaluation of the efficiency and accuracy of model misspecification and bootstrap parameter recovery in PLS-PM, CB-SEM, and the Bollen-Stine methods and importance-performance map analysis (IPMA) for nonlinear relationships. This book will be useful for researchers and practitioners interested in the latest advances in PLS-PM as well as master and Ph.D. students in a variety of disciplines using the PLS-PM method for their projects.

Download or read book Customer Co Design written by Stefan R. Thallmaier and published by Springer. This book was released on 2014-10-15 with total page 218 pages. Available in PDF, EPUB and Kindle. Book excerpt: Stefan R. Thallmaier’s investigation enables mass customization businesses to better understand how co-design increases customers’ value perception. He focuses on the increasing proliferation of service channels (online, mobile and in-store) and digital media (toolkits, social media and live help) at the co-design interface. Based on qualitative and quantitative research, the author examines how this proliferation impacts customers’ value perception in the different stages of the co-design process. The research shows that customers’ value perception profits from varying levels of social presence throughout the co-design process. The work helps researchers and practitioners with surprising insights as well as hands-on recommendations to improve and adapt interfaces for customer co-design.

Download or read book State of the Art in Partial Least Squares Structural Equation Modeling PLS SEM written by Lăcrămioara Radomir and published by Springer Nature. This book was released on 2023-09-15 with total page 586 pages. Available in PDF, EPUB and Kindle. Book excerpt: This edited volume brings together some of the best papers from the 2022 Conference on Partial Least Squares Structural Equation Modeling (PLS-SEM), held at the Babeș-Bolyai University, Cluj, Romania. The volume seeks to expand the current research on PLS-SEM and promote the method’s application in the scientific community. It gathers research from scholars in many different fields who work on the advancement of PLS-SEM and who apply the method to explain and predict behavioral phenomena. Researchers today can draw on a wide array of different PLS-SEM-based algorithms, complementary methods, and model evaluation metrics. Tying in with these developments, the first part of this book documents methodological advances of PLS-SEM, which extend the researchers’ current toolbox of methods. The following parts demonstrate state-of-the-art applications of PLS-SEM in various fields such as consumer behavior, hospitality, human resource management, entrepreneurship, and organizational behavior. Special emphasis is placed on studies that apply complementary methods to offer a more nuanced analysis of the research questions.

Download or read book Computational Intelligence in Music Sound Art and Design written by Anikó Ekárt and published by Springer. This book was released on 2019-04-10 with total page 261 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book constitutes the refereed proceedings of the 8th International Conference on Evolutionary Computation in Combinatorial Optimization, EvoMUSART 2019, held in Leipzig, Germany, in April 2019, co-located with the Evo*2019 events EuroGP, EvoCOP and EvoApplications. The 16 revised full papers presented were carefully reviewed and selected from 24 submissions. The papers cover a wide range of topics and application areas, including: visual art and music generation, analysis, and interpretation; sound synthesis; architecture; video; poetry; design; and other creative tasks.