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Redescription Mining
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Redescription Mining
von: Esther Galbrun, Pauli Miettinen
Springer-Verlag, 2018
ISBN: 9783319728896
88 Seiten, Download: 3095 KB
 
Format:  PDF
geeignet für: Apple iPad, Android Tablet PC's Online-Lesen PC, MAC, Laptop

Typ: B (paralleler Zugriff)

 

 
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Inhaltsverzeichnis

  Preface 6  
  Contents 7  
  List of Figures 9  
  List of Symbols 10  
  1 What Is Redescription Mining 11  
     1.1 First Examples of Redescriptions 11  
     1.2 Formal Definitions 15  
        1.2.1 The Data 15  
        1.2.2 The Descriptions 16  
        1.2.3 The Redescriptions 18  
        1.2.4 Other Constraints 21  
        1.2.5 Distance Functions: Why Jaccard? 23  
        1.2.6 Sets of Redescriptions 26  
     1.3 Related Data Mining Problems 28  
     1.4 A Short History 30  
     References 31  
  2 Algorithms for Redescription Mining 34  
     2.1 Finding Queries Using Itemset Mining 35  
        2.1.1 The MID Algorithm 37  
        2.1.2 Mining Redescriptions with the CHARM-L Algorithm 38  
     2.2 Queries Based on Decision Trees and Forests 39  
        2.2.1 The CARTwheels Algorithm 41  
        2.2.2 The SplitT and LayeredT Algorithms 44  
        2.2.3 The CLUS-RM Algorithm 47  
     2.3 Growing the Queries Greedily 49  
        2.3.1 The ReReMi Algorithm 49  
     2.4 A Comparative Discussion 53  
     2.5 Handling Missing Values 55  
     References 57  
  3 Applications, Variants, and Extensions of Redescription Mining 59  
     3.1 Applications of Redescription Mining 59  
        3.1.1 In Biology 60  
        3.1.2 In Ecology 63  
        3.1.3 In Social and Political Sciences and in Economics 64  
        3.1.4 In Engineering 67  
     3.2 Relational Redescription Mining 69  
        3.2.1 An Example of Relational Redescriptions 69  
        3.2.2 Formal Definition 71  
     3.3 Storytelling 74  
        3.3.1 Definition and Algorithms 75  
        3.3.2 Applications 77  
     3.4 Future Work: Richer Query Languages 81  
        3.4.1 Time-Series Redescriptions 81  
        3.4.2 Subgraph Redescriptions 83  
        3.4.3 Multi-Query and Multimodal Redescriptions 84  
     References 87  


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