var ols=[{caption:"Contents",page:"7",url:"",level:"1",children:[]},{caption:"Introduction",page:"11",url:"",level:"1",children:[]},{caption:"1 Formulation of objectives and methodological approach",page:"13",url:"",level:"1",children:[{caption:"1.1 Summary of previous research activities",page:"13",url:"",level:"2",children:[]},{caption:"1.2 Methodology of current research",page:"18",url:"",level:"2",children:[]}]},{caption:"2 Competitiveness and its measurement",page:"23",url:"",level:"1",children:[{caption:"2.1 The term competitiveness",page:"23",url:"",level:"2",children:[]},{caption:"2.2 Approaches to measuring competitiveness",page:"24",url:"",level:"2",children:[{caption:"Financial performance",page:"25",url:"",level:"3",children:[]}]},{caption:"2.3 Financial performance indicators used",page:"26",url:"",level:"2",children:[]},{caption:"2.4 Period of performance measurement",page:"27",url:"",level:"2",children:[]},{caption:"2.5 The development of performance measurement methodology",page:"28",url:"",level:"2",children:[{caption:"2.5.1 Cluster analysis",page:"29",url:"",level:"3",children:[]},{caption:"2.5.2 Hyperbola",page:"30",url:"",level:"3",children:[]},{caption:"2.5.3 Summation",page:"32",url:"",level:"3",children:[]},{caption:"2.5.4 Quintiles",page:"33",url:"",level:"3",children:[]}]},{caption:"2.6 Assessing the appropriateness of methods to measure financial performance",page:"34",url:"",level:"2",children:[{caption:"2.6.1 Experiment settings",page:"35",url:"",level:"3",children:[]},{caption:"2.6.2 Experiment output",page:"35",url:"",level:"3",children:[]}]},{caption:"2.7 Description of the methodology used to measure performance",page:"38",url:"",level:"2",children:[]}]},{caption:"3 Feature Selection Methods in Statistical Pattern Recognition",page:"41",url:"",level:"1",children:[{caption:"3.1 Introduction",page:"41",url:"",level:"2",children:[{caption:"3.1.1 Common Research Issues in Machine Learning and Management",page:"42",url:"",level:"3",children:[]}]},{caption:"3.2 Dimensionality Reduction",page:"43",url:"",level:"2",children:[{caption:"DR Categorization According to Nature of the Resulting Features",page:"44",url:"",level:"3",children:[]},{caption:"DR Categorization According to the Aim",page:"44",url:"",level:"3",children:[]}]},{caption:"3.3 Feature Subset Selection",page:"46",url:"",level:"2",children:[{caption:"3.3.1 FS Categorization With Respect to Optimality",page:"46",url:"",level:"3",children:[]},{caption:"3.3.2 FS Categorization With Respect to Selection Criteria",page:"47",url:"",level:"3",children:[]},{caption:"3.3.3 FS Categorization With Respect to Problem Knowledge",page:"48",url:"",level:"3",children:[]}]},{caption:"3.4 Sub-optimal Search Methods",page:"48",url:"",level:"2",children:[{caption:"3.4.1 Best Individual Features",page:"50",url:"",level:"3",children:[]},{caption:"3.4.2 Sequential Search Methods and their Evolution",page:"50",url:"",level:"3",children:[{caption:"Floating search methods",page:"52",url:"",level:"4",children:[]},{caption:"Oscillating search method",page:"52",url:"",level:"4",children:[]}]},{caption:"3.4.3 Non-sequential and alternative methods",page:"54",url:"",level:"3",children:[]},{caption:"3.4.4 Pitfalls of feature subset evaluation – experimental comparison of criterion functions",page:"55",url:"",level:"3",children:[]},{caption:"3.4.5 Summary of recent sub-optimal feature selection methods",page:"56",url:"",level:"3",children:[]},{caption:"3.4.6 Dependency-Aware Feature Selection \(DAF\)",page:"57",url:"",level:"3",children:[]}]},{caption:"3.5 Performance Estimation Problem",page:"60",url:"",level:"2",children:[]},{caption:"3.6 Problem of Feature Selection Overfitting and Stability",page:"61",url:"",level:"2",children:[{caption:"3.6.1 Problem of Feature Selection Stability",page:"63",url:"",level:"3",children:[]}]},{caption:"3.7 Summary",page:"63",url:"",level:"2",children:[]}]},{caption:"4 Testing approaches and methods based on learning methods for identifying factors of competitiveness",page:"65",url:"",level:"1",children:[{caption:"4.1 Introduction",page:"65",url:"",level:"2",children:[]},{caption:"4.2 Feature selection based evaluation of competitiveness factors",page:"69",url:"",level:"2",children:[{caption:"4.2.1 Feature Selection Methodology",page:"70",url:"",level:"3",children:[]},{caption:"4.2.2 Evaluating Stability of Feature Selection Methods",page:"71",url:"",level:"3",children:[]}]},{caption:"4.3 Introducing the modified feature selection methodology",page:"73",url:"",level:"2",children:[{caption:"Non-Parametric Model",page:"73",url:"",level:"3",children:[]},{caption:"Handling Missing Values and Non-Numeric Values",page:"73",url:"",level:"3",children:[]}]},{caption:"4.4 Pattern classification approach",page:"74",url:"",level:"2",children:[]},{caption:"4.5 Regression approach and pseudo-kernel regression model",page:"74",url:"",level:"2",children:[]},{caption:"4.6 Experiments and results",page:"77",url:"",level:"2",children:[{caption:"4.6.1 Regression-based analysis results",page:"77",url:"",level:"3",children:[]},{caption:"4.6.2 Classification-based analysis results",page:"80",url:"",level:"3",children:[]}]},{caption:"4.7 Comparing Regression-based and Classification-based analysis results",page:"81",url:"",level:"2",children:[]},{caption:"4.8 Improved Model for Attribute Selection on High-Dimensional Economic Data",page:"82",url:"",level:"2",children:[{caption:"4.8.1 Improvements of the regression model",page:"82",url:"",level:"3",children:[{caption:"Varying the distance function",page:"82",url:"",level:"4",children:[]},{caption:"Kernel width multiplication constant",page:"85",url:"",level:"4",children:[]}]},{caption:"4.8.2 Optimized model performance on 37- and 74-dim data",page:"87",url:"",level:"3",children:[]}]},{caption:"4.9 Conclusions",page:"90",url:"",level:"2",children:[]}]},{caption:"5 Identifying factors of competitiveness using bivariate analyses and linear regression analyses",page:"93",url:"",level:"1",children:[{caption:"5.1 General characteristics",page:"94",url:"",level:"2",children:[{caption:"Effect of company size on the financial performance",page:"94",url:"",level:"3",children:[]},{caption:"Effect of industry on the financial performance",page:"96",url:"",level:"3",children:[]},{caption:"Interaction of company size and industry",page:"96",url:"",level:"3",children:[]}]},{caption:"5.2 Internal competitiveness factors of a company",page:"100",url:"",level:"2",children:[{caption:"Multidimensional model",page:"101",url:"",level:"3",children:[]}]},{caption:"5.3 External competitiveness factors of a company",page:"102",url:"",level:"2",children:[{caption:"Multidimensional model",page:"104",url:"",level:"3",children:[]}]},{caption:"5.4 Stakeholder orientation and characteristics of an organizational structure",page:"105",url:"",level:"2",children:[{caption:"Multidimensional model",page:"108",url:"",level:"3",children:[]}]},{caption:"5.5 Owners",page:"110",url:"",level:"2",children:[{caption:"Multidimensional model",page:"112",url:"",level:"3",children:[]}]},{caption:"5.6 Employees",page:"114",url:"",level:"2",children:[{caption:"Multidimensional model",page:"116",url:"",level:"3",children:[]}]},{caption:"5.7 Customers",page:"118",url:"",level:"2",children:[{caption:"Multidimensional model",page:"120",url:"",level:"3",children:[]}]},{caption:"5.8 Suppliers",page:"122",url:"",level:"2",children:[{caption:"Multidimensional model",page:"124",url:"",level:"3",children:[]}]},{caption:"5.9 Corporate social responsibility",page:"126",url:"",level:"2",children:[{caption:"Multidimensional model",page:"127",url:"",level:"3",children:[]}]},{caption:"5.10 Comprehensive model",page:"128",url:"",level:"2",children:[]}]},{caption:"6 Interpretation of the results achieved",page:"131",url:"",level:"1",children:[{caption:"6.1 Overall characteristics of the sample",page:"133",url:"",level:"2",children:[]},{caption:"6.2 Identification of typical combinations of factor values leading to certain types of financial performance",page:"145",url:"",level:"2",children:[{caption:"Group A as a whole",page:"145",url:"",level:"3",children:[]},{caption:"Group A 1",page:"147",url:"",level:"3",children:[]},{caption:"Group A 2",page:"148",url:"",level:"3",children:[]},{caption:"Group A 3",page:"150",url:"",level:"3",children:[]},{caption:"Group A 4",page:"151",url:"",level:"3",children:[]},{caption:"Group A 5",page:"152",url:"",level:"3",children:[]}]},{caption:"6.3 Summary",page:"154",url:"",level:"2",children:[]}]},{caption:"7 Conclusion",page:"157",url:"",level:"1",children:[]},{caption:"8 Bibliography",page:"161",url:"",level:"1",children:[]},{caption:"List of Figures",page:"169",url:"",level:"1",children:[]},{caption:"List of Tables",page:"170",url:"",level:"1",children:[]},{caption:"List of Graphs",page:"172",url:"",level:"1",children:[]}];