Forecasting individual table occupancy in WiWi libary:
Gespeichert in:
| 1. Verfasser: | |
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| Format: | Abschlussarbeit Buch |
| Sprache: | English |
| Veröffentlicht: |
Passau
2017
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| Schlagworte: | |
| Online-Zugang: | Inhaltsverzeichnis |
| Beschreibung: | 25, XVIII Seiten Diagramme |
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Datensatz im Suchindex
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| adam_text | Contents
Univ.-Bibliothek
P assau
1 Introduction 1
2 Related work 1
3 Methods 2
3.1 Data preprocessing............................................. 2
3.2 Feature Computation............................................ 3
3.3 Training Data Selector......................................... 5
3.4 Forecasting models............................................. 5
4 Study 9
4.1 Table distribution............................................. 9
4.2 Metrics........................................................ 9
4.3 Ground Truth.................................................. 10
4.4 Feature selection............................................. 11
4.5 Parametric Search............................................. 12
5 Results 15
5.1 Linear Separability........................................... 15
i 5.2 Models test results based on rmse.............................. 15
5.3 Running the algorithm over the whole Dataset.................. 16
5.4 Best model based on ROC-AUC................................... 18
5.5 Comparison between single table occupancy errors.............. 20
5.6 Lazy forecast................................................. 21
5.7 Frontier Analysis .......................................... 23
6 Conclusion
References
List of Figures
List of Tables
Appendix
.1 SARIMA Tests.....................
.2 LSTM Tests.......................
.3 Multi-layer Perceptron Tests ....
.4 Support Vector Machine Tests . . .
.5 Frontier Analysis ROC.AUC graphs
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| spelling | Duque Guasch, Carlos Verfasser aut Forecasting individual table occupancy in WiWi libary by Carlos Duque Guasch Passau 2017 25, XVIII Seiten Diagramme txt rdacontent n rdamedia nc rdacarrier Bachelorarbeit Universität Passau 2017 (DE-588)4113937-9 Hochschulschrift gnd-content Digitalisierung UB Passau - ADAM Catalogue Enrichment application/pdf http://bvbr.bib-bvb.de:8991/F?func=service&doc_library=BVB01&local_base=BVB01&doc_number=029853975&sequence=000001&line_number=0001&func_code=DB_RECORDS&service_type=MEDIA Inhaltsverzeichnis |
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| title | Forecasting individual table occupancy in WiWi libary |
| title_auth | Forecasting individual table occupancy in WiWi libary |
| title_exact_search | Forecasting individual table occupancy in WiWi libary |
| title_full | Forecasting individual table occupancy in WiWi libary by Carlos Duque Guasch |
| title_fullStr | Forecasting individual table occupancy in WiWi libary by Carlos Duque Guasch |
| title_full_unstemmed | Forecasting individual table occupancy in WiWi libary by Carlos Duque Guasch |
| title_short | Forecasting individual table occupancy in WiWi libary |
| title_sort | forecasting individual table occupancy in wiwi libary |
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