Modern classification and data analysis : methodology and applications to micro- and macroeconomic problems / / Krzysztof Jajuga, Grażyna Dehnel and Marek Walesiak, editors

• Pubblicazione: Cham, Switzerland : , : Springer, , [2022]; ©2022
• Descrizione fisica: 1 online resource (381 pages)
• Disciplina: 339
• Soggetto topico: Macroeconomics; Microeconomics - Statistical methods; Macroeconomics - Statistical methods; Microeconomia; Macroeconomia; Estadística matemàtica; Processament de dades
• Soggetto genere / forma: Congressos; Llibres electrònics
• Persona (resp. second.): JajugaKrzysztof; DehnelGrażyna; WalesiakMarek
• Nota di bibliografia: Includes bibliographical references.
• Nota di contenuto: Intro -- Preface -- Contents -- About the Editors -- Methods -- Fuzzy Cognitive Maps as a Toll for Structuring New Research Problems -- 1 Introduction -- 2 Factors Decisive in the Choice and Development of Smart Specialisations-a Literature Review -- 3 Stages of Structuring the Research Problem with the Use of Fuzzy Cognitive Maps -- 4 Research Results -- 5 Discussion and Conclusions -- References -- Identification of Key Concerns and Sentiments Towards Data Quality and Data Strategy Challenges Using Sentiment Analysis and Topic Modeling -- 1 Introduction -- 2 Literature Study -- 3 Experiments Description -- 3.1 Data Extraction -- 3.2 Texts' Preprocessing -- 3.3 Sentiment Analysis and Topic Modelling -- 4 Results -- 5 Conclusion -- References -- Survival Trees and Direct Adjusted Survival Curves-Prediction of Survival Probabilities -- 1 Introduction -- 2 Theoretical Backgrounds -- 3 Empirical Examples -- 3.1 Data -- 3.2 Survival Trees -- 3.3 Survival Function Estimation -- 4 Summary and Conclusions -- References -- A Measure of Cluster Stability in Dynamic Cluster Analysis -- 1 Introduction -- 2 Method -- 3 Distribution of CS* -- 4 Examples -- 5 Conclusions -- References -- Outlier Identification for Symbolic Data with the Application of the DBSCAN Algorithm -- 1 Introduction -- 2 DBSCAN Ensemble for Symbolic Data -- 3 Simulations and Their Results -- 4 Final Remarks -- References -- An Optimized Selection of Statistical Disclosure Control Methods-A Case Study Involving Microdata from the Polish Survey of Accidents at Work -- 1 Introduction -- 2 Statistical Disclosure Control-Basic Concepts -- 3 The SDC Process in the Survey of Accidents at Work -- 4 Results of the SDC Process -- 5 Final Conclusions -- References -- Applications in Finance. ; Comparison of Influence of Various Proposals of Transforming Nominants into Stimulants on Linear Ordering and Grouping of Listed Companies -- 1 Introduction -- 2 Applied Methods of Transformation of Symmetric Nominants with a Recommended Range of Values into Stimulants Normalised in the Range langle0,1rangle -- 3 Measures Used to Compare the Results Obtained -- 4 Data and Results -- 5 Conclusions -- References -- Attributes Affecting the Exposure Time of a Residential Property -- 1 Introduction -- 2 Methodology -- 3 Data-Censored Observations -- 4 Duration Analysis Time on Market -- 5 Summary -- References -- Determinants of the Real Estate Prices in Poland -- 1 Introduction -- 2 Review of Relevant Literature -- 3 Data -- 4 Analytical Considerations and Statistical Model -- 5 Results -- 6 Conclusions -- References -- Similarity of Open-Ended Mutual Funds During a Pandemic. Research for Equity and Bond Funds -- 1 Introduction -- 2 Literature Review -- 3 Research Methodology -- 4 Characteristics of the Selected Funds -- 5 Evaluation of Fund Performance and Similarity -- 6 Conclusions -- References -- Applications in Economics -- Application of Random Forests in the Study of Differences in Perception of the Neighbourhood of National Parks in the Euroregion Pomerania -- 1 Introduction -- 2 Euroregion Pomerania -- 3 Literature Review -- 4 Research Methodology -- 5 Empirical Results -- 6 Conclusions -- References -- Successes and Failures of Scientific Journals and Their Determinants -- 1 The Role of Scientific Journals in Publishing Research Result -- 2 Methods of Evaluating Scientific Journals -- 3 Research Methodology -- 3.1 Definition of Successes and Failures -- 3.2 The Overview of Potential Determinants of Journals' Successes and Failures -- 3.3 Identification and Evaluation of Determinants of Journals' Successes and Failures. ; 4 Analysis of Determinants of Journal Development Perspectives -- 4.1 The Scope of the Analysis and Sources of Data -- 4.2 The Analysis of Quantitative Potential Determinants -- 4.3 Qualitative Approach to the Analysis of Potential Determinants of Journal's Successes and Failures -- 4.4 The Evaluation of journal's Development Perspective Determinants with Random Forest Models -- 5 Conclusions -- References -- Spatial Effects in Regional Inequality Analysis of Own Income Potential Among Polish Communes -- 1 Introduction -- 2 Sources and Methods -- 2.1 Gini Index as a Non-spatial Measure of Inequality -- 2.2 Spatial Autocorrelation Measures -- 2.3 Rey and Smith's Spatial Inequality Measure and Its Proposed Modification -- 3 Results and Discussion -- 4 Summary and Conclusions -- References -- Evaluation of Quality of Neural Network Models and Discriminant Analysis in ROPO Forecasting -- 1 Deep Learning Methods -- 2 ROPO (Research Online, Purchase Offline) Behaviour of Tourists-Result of the Survey -- 3 Deep Learning Model -- 4 Final Remarks -- References -- The Application of Survival Analysis Methods in the Examination of Foreign Divestment in Poland -- 1 Introduction -- 2 Literature Review -- 3 Research Methodology -- 4 Results of Empirical Research -- 5 Conclusions -- References -- Longevity Risk Versus Longevity Dividend -- 1 Introduction -- 2 Longevity Risk -- 2.1 Demographic Dividend -- 2.2 Longevity Dividend -- 3 Methodology -- 4 Impact on Longevity Dividend-Empirical Result -- 5 Conclusion -- References -- Applications in Social Issues -- Application of the Intuitionistic Fuzzy Synthetic Measure in the Subjective Quality of Life Measurement Based on Survey Data -- 1 Introduction -- 2 Intuitionistic Fuzzy Synthetic Measure for Aggregated Ordinal Data. ; 3 The Subjective Quality of Life of the European Cities' Residents in the Light of the Measurement Results Using the IFSM -- 4 Conclusions -- References -- Measuring Subjective Poverty: Methodological and Application Aspects -- 1 Introduction -- 2 Construction Procedure for the Subjective Household Poverty Index -- 3 Results of the Empirical Research -- 4 Summary -- References -- Graphic Characters as Twitter Age Group Identifiers -- 1 Graphic Characters in Text -- 2 Data Gathering and Pre-Processing -- 3 Age Group Identification-the GNG Network -- 4 Results -- 5 Conclusions -- References -- Cluster Ensemble Stability in Clustering of EU Members in Terms of Sustainable Development Goals -- 1 Introduction -- 2 Consensus Clustering -- 3 PAC Stability Measure -- 4 Empirical Results -- 4.1 Decent Work and Economic Growth -- 4.2 Industry, Innovations and Infrastructure -- 4.3 Responsible Consumption and Production -- 5 Conclusions -- References -- Perception of Climate Change-Differences Between the Y and BB Generations -- 1 Introduction -- 2 Research Background and Literature Review -- 3 Data and Methods -- 4 Factors of Pro-climate Actions of Europeans -- 5 Climate Change Perception and Personal Responsibility -- 6 Conclusions -- References -- Applications with COVID-19 Data -- Cash and Non-cash Payments for In-Store Purchases During the COVID-19 Pandemic - Similarities and Differences Between Generation X and Generation Y Consumers. Case of Poland -- 1 Introduction -- 2 Determinants of the Use of Cashless Payment Systems -- 3 Use of Cashless Payments During the COVID-19 Pandemic -- 4 Data, Variables and Method of Analysis -- 5 Results-Consumer Typology -- 6 Conclusions -- References -- Regional Labour Markets as a Result of the Impact of the COVID-19 Pandemic-A Polish-German Borderland Case Study -- 1 Introduction. ; 2 Literature Review and Conceptual Background -- 2.1 Borderland Regions and Their Specificity -- 2.2 Unemployment and the COVID-19 Pandemic -- 3 Empirical Analysis -- 3.1 Model -- 3.2 Data -- 3.3 Regional Disparities -- 4 Concluding Remarks -- 4.1 Conclusions on the Method and Its Universality -- 4.2 Conclusions on the Results -- References -- The Labour Market Consequences of the COVID-19 Pandemic in the European Union Countries: Selected Issues -- 1 Introduction -- 2 Research Background -- 3 Data and Methodology -- 4 Results and Discussion -- 5 Conclusions -- References -- Analysis of the Excessive Number of Deaths Related to the COVID-19 Pandemic in European Countries -- 1 Introduction -- 2 Method -- 3 Results -- 3.1 Overall Results -- 3.2 The Period: 01-06.2020 -- 3.3 The Period: 07-12.2020 -- 3.4 The Period: 01-06.2021 -- 3.5 Correlation and Spatial Autocorrelation in Basic Epidemic Development Statistics -- 4 Conclusion and Discussion -- References.
• Titolo autorizzato: Modern classification and data analysis
• ISBN: 3-031-10190-1
• Formato: Materiale a stampa
• Livello bibliografico: Monografia
• Lingua di pubblicazione: Inglese
• Record Nr.: 996495169803316
• Lo trovi qui: Univ. di Salerno
• Serie: Studies in classification, data analysis, and knowledge organization.