Modern Classification and Data Analysis: Methodology and Applications to Micro- and Macroeconomic Problems
Gespeichert in:
| 1. Verfasser: | |
|---|---|
| Format: | Elektronisch E-Book |
| Sprache: | English |
| Veröffentlicht: |
Cham
Springer International Publishing AG
2022
|
| Ausgabe: | 1st ed |
| Schriftenreihe: | Studies in Classification, Data Analysis, and Knowledge Organization Series
|
| Schlagworte: | |
| Online-Zugang: | HWR01 |
| Beschreibung: | Description based on publisher supplied metadata and other sources |
| Beschreibung: | 1 Online-Ressource (381 Seiten) |
| ISBN: | 9783031101908 |
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| 505 | 8 | |a 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 | |
| 505 | 8 | |a 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 | |
| 505 | 8 | |a 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 | |
| 505 | 8 | |a 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 | |
| 505 | 8 | |a 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 | |
| 650 | 4 | |a Macroeconomics-Congresses | |
| 650 | 4 | |a Microeconomics-Statistical methods | |
| 650 | 4 | |a Macroeconomics-Statistical methods | |
| 700 | 1 | |a Dehnel, Grażyna |e Sonstige |4 oth | |
| 700 | 1 | |a Walesiak, Marek |e Sonstige |4 oth | |
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Datensatz im Suchindex
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| bvnumber | BV049408705 |
| collection | ZDB-30-PQE |
| contents | 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 |
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| dewey-full | 330.015195 |
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| dewey-sort | 3330.015195 |
| dewey-tens | 330 - Economics |
| discipline | Wirtschaftswissenschaften |
| discipline_str_mv | Wirtschaftswissenschaften |
| edition | 1st ed |
| format | Electronic eBook |
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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</subfield></datafield><datafield tag="505" ind1="8" ind2=" "><subfield code="a">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</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Macroeconomics-Congresses</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Microeconomics-Statistical methods</subfield></datafield><datafield tag="650" ind1=" " ind2="4"><subfield code="a">Macroeconomics-Statistical methods</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Dehnel, Grażyna</subfield><subfield code="e">Sonstige</subfield><subfield code="4">oth</subfield></datafield><datafield tag="700" ind1="1" ind2=" "><subfield code="a">Walesiak, Marek</subfield><subfield code="e">Sonstige</subfield><subfield code="4">oth</subfield></datafield><datafield tag="776" ind1="0" ind2="8"><subfield code="i">Erscheint auch als</subfield><subfield code="n">Druck-Ausgabe</subfield><subfield code="a">Jajuga, Krzysztof</subfield><subfield code="t">Modern Classification and Data Analysis</subfield><subfield code="d">Cham : Springer International Publishing AG,c2022</subfield><subfield code="z">9783031101892</subfield></datafield><datafield tag="912" ind1=" " ind2=" "><subfield code="a">ZDB-30-PQE</subfield></datafield><datafield tag="999" ind1=" " ind2=" "><subfield code="a">oai:aleph.bib-bvb.de:BVB01-034735789</subfield></datafield><datafield tag="966" ind1="e" ind2=" "><subfield code="u">https://ebookcentral.proquest.com/lib/hwr/detail.action?docID=7113827</subfield><subfield code="l">HWR01</subfield><subfield code="p">ZDB-30-PQE</subfield><subfield code="q">HWR_PDA_PQE</subfield><subfield code="x">Aggregator</subfield><subfield code="3">Volltext</subfield></datafield></record></collection> |
| id | DE-604.BV049408705 |
| illustrated | Not Illustrated |
| index_date | 2024-07-03T23:05:37Z |
| indexdate | 2024-07-10T10:06:17Z |
| institution | BVB |
| isbn | 9783031101908 |
| language | English |
| oai_aleph_id | oai:aleph.bib-bvb.de:BVB01-034735789 |
| oclc_num | 1348649407 |
| open_access_boolean | |
| owner | DE-2070s |
| owner_facet | DE-2070s |
| physical | 1 Online-Ressource (381 Seiten) |
| psigel | ZDB-30-PQE ZDB-30-PQE HWR_PDA_PQE |
| publishDate | 2022 |
| publishDateSearch | 2022 |
| publishDateSort | 2022 |
| publisher | Springer International Publishing AG |
| record_format | marc |
| series2 | Studies in Classification, Data Analysis, and Knowledge Organization Series |
| spelling | Jajuga, Krzysztof Verfasser aut Modern Classification and Data Analysis Methodology and Applications to Micro- and Macroeconomic Problems 1st ed Cham Springer International Publishing AG 2022 ©2022 1 Online-Ressource (381 Seiten) txt rdacontent c rdamedia cr rdacarrier Studies in Classification, Data Analysis, and Knowledge Organization Series Description based on publisher supplied metadata and other sources 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 Macroeconomics-Congresses Microeconomics-Statistical methods Macroeconomics-Statistical methods Dehnel, Grażyna Sonstige oth Walesiak, Marek Sonstige oth Erscheint auch als Druck-Ausgabe Jajuga, Krzysztof Modern Classification and Data Analysis Cham : Springer International Publishing AG,c2022 9783031101892 |
| spellingShingle | Jajuga, Krzysztof Modern Classification and Data Analysis Methodology and Applications to Micro- and Macroeconomic Problems 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 Macroeconomics-Congresses Microeconomics-Statistical methods Macroeconomics-Statistical methods |
| title | Modern Classification and Data Analysis Methodology and Applications to Micro- and Macroeconomic Problems |
| title_auth | Modern Classification and Data Analysis Methodology and Applications to Micro- and Macroeconomic Problems |
| title_exact_search | Modern Classification and Data Analysis Methodology and Applications to Micro- and Macroeconomic Problems |
| title_exact_search_txtP | Modern Classification and Data Analysis Methodology and Applications to Micro- and Macroeconomic Problems |
| title_full | Modern Classification and Data Analysis Methodology and Applications to Micro- and Macroeconomic Problems |
| title_fullStr | Modern Classification and Data Analysis Methodology and Applications to Micro- and Macroeconomic Problems |
| title_full_unstemmed | Modern Classification and Data Analysis Methodology and Applications to Micro- and Macroeconomic Problems |
| title_short | Modern Classification and Data Analysis |
| title_sort | modern classification and data analysis methodology and applications to micro and macroeconomic problems |
| title_sub | Methodology and Applications to Micro- and Macroeconomic Problems |
| topic | Macroeconomics-Congresses Microeconomics-Statistical methods Macroeconomics-Statistical methods |
| topic_facet | Macroeconomics-Congresses Microeconomics-Statistical methods Macroeconomics-Statistical methods |
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