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Algorithms and applications for academic search, recommendation and quantitative association rule mining / Emmanouil Amolochitis, University of Aalborg, Denkmark

By: Resource type: Ressourcentyp: Buch (Online)Book (Online)Language: English Series: River Publishers Series in Automation, Control and RoboticsPublisher: Gistrup ; Delft : River Publishers, [2018]Description: 1 Online-Ressource (xviii, 113 pages)ISBN:
  • 8793609639
  • 9788793609631
Subject(s): Additional physical formats: 8793609647. | 9788793609648. | Erscheint auch als: 9788793609648 Druck-AusgabeDDC classification:
  • 518.1
LOC classification:
  • QA9.58
Online resources: Summary: 2.2.3 Type II Graph2.3 Topic Similarity Using Graphs; 2.4 System Architecture; 2.5 Heuristic Hierarchy; 2.5.1 Term Frequency Heuristic; 2.5.2 Depreciated Citation Count Heuristic; 2.5.3 Maximal Weighted Cliques Heuristic; 2.6 Experimentsâ#x80;#x99; Design; 2.7 Experimental Results; 2.7.1 Comparisons with ACM Portal; 2.7.2 Comparison with other Heuristic Configurations; 2.7.3 Comparison with Other Academic Search Engines; 2.7.4 Can PubSearch Promote Good Publications â#x80;#x9C;Buriedâ#x80;#x9D; in ACM Portal Results?; 2.7.5 Run-time Overhead; Chapter 3 -- Recommender Systems; 3.1 System Architecture OverviewSummary: 3.1.1 AMORE Web Service3.1.2 AMORE Batch Process; 3.2 Recommender Ensemble; 3.2.1 Recommendation Approach; 3.2.2 Content-Based Recommender; 3.2.3 Item-Based Recommender; 3.2.4 User-Based Recommender; 3.2.5 Final Hybrid Parallel Recommender Ensemble; 3.2.6 Experiments with Other Base Recommender Algorithms; 3.3 Computational Results; 3.4 User and System Interfaces; Chapter 4 -- Quantitative Association Rules Mining; 4.1 Why Quantitative Association Rules?; 4.2 Algorithm Overview; 4.3 Algorithm Design; 4.4 Recommender Post-Processor; 4.4.1 Overview; 4.4.2 Post-Processing AlgorithmSummary: 4.5 Synthetic Dataset Generator4.6 Configuration Parameters; 4.7 Item Demand Elasticity; 4.8 Dataset Generation Process; 4.8.1 Generation Cycle; 4.8.2 Update Cycle; 4.9 Experimental Results; 4.9.1 Metric; 4.9.2 QARM Results Using Synthetically Generated Datasets; 4.9.3 QARM Results Using Movielens Dataset; 4.9.4 QARM Results Using Post-Processor; Chapter 5 -- Conclusions and Future Directions; References; Index; About the Author; Back CoverSummary: Front Cover; Half Title Page; RIVER PUBLISHERS SERIES IN AUTOMATION, CONTROL AND ROBOTICS; Title Page -- Algorithms and Applications for Academic Search, Recommendation and Quantitative Association Rule Mining; Copyright Page; Contents; Abstract; Acknowledgements; List of Figures; List of Tables; Chapter 1; 1.1 Introduction; 1.2 Algorithmic Motivation and Objectives; 1.3 Related Work; 1.4 Algorithmic Challenges; Chapter 2 -- Academic Search Algorithms; 2.1 Collecting Data from Scientific Publications; 2.2 Topic Similarity Using Graphs; 2.2.1 Graph Construction; 2.2.2 Type I GraphPPN: PPN: 1028260911Package identifier: Produktsigel: ZDB-4-EBA | ZDB-4-NLEBK
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