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1. |
Record Nr. |
UNINA9910451557203321 |
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Autore |
Neuhaus Michel |
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Titolo |
Bridging the gap between graph edit distance and kernel machines [[electronic resource] /] / Michel Neuhaus, Horst Bunke |
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Pubbl/distr/stampa |
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Singapore ; ; Hackensack, NJ, : World Scientific, c2007 |
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ISBN |
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1-281-91905-5 |
9786611919054 |
981-277-020-8 |
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Descrizione fisica |
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1 online resource (244 p.) |
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Collana |
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Series in machine perception and artificial intelligence ; ; v. 68 |
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Altri autori (Persone) |
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Disciplina |
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Soggetti |
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Pattern recognition systems |
Matching theory |
Machine learning |
Kernel functions |
Graph theory |
Electronic books. |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Note generali |
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Extended and revised version of the first author's PhD thesis. |
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Nota di bibliografia |
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Includes bibliographical references (p. 221-230) and index. |
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Nota di contenuto |
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Preface; Contents; 1. Introduction; 2. Graph Matching; 2.1 Graph and Subgraph; 2.2 Exact Graph Matching; 2.3 Error-Tolerant Graph Matching; 3. Graph Edit Distance; 3.1 Definition; 3.2 Edit Cost Functions; 3.2.1 Conditions on Edit Costs; 3.2.2 Examples of Edit Costs; 3.3 Exact Algorithm; 3.4 Efficient Approximate Algorithm; 3.4.1 Algorithm; 3.4.2 Experimental Results; 3.5 Quadratic Programming Algorithm; 3.5.1 Algorithm; 3.5.1.1 Quadratic Programming; 3.5.1.2 Fuzzy Edit Path; 3.5.1.3 Quadratic Programming Edit Path Optimization; 3.5.2 Experimental Results; 3.6 Nearest-Neighbor Classification |
3.7 An Application: Data-Level Fusion of Graphs 3.7.1 Fusion of Graphs; 3.7.2 Experimental Results; 4. Kernel Machines; 4.1 Learning Theory; 4.1.1 Empirical Risk Minimization; 4.1.2 Structural Risk Minimization; 4.2 Kernel Functions; 4.2.1 Valid Kernels; 4.2.2 Feature Space Embedding and Kernel Trick; 4.3 Kernel Machines; 4.3.1 Support |
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Vector Machine; 4.3.2 Kernel Principal Component Analysis; 4.3.3 Kernel Fisher Discriminant Analysis; 4.3.4 Using Non-Positive De nite Kernel Functions; 4.4 Nearest-Neighbor Classification Revisited; 5. Graph Kernels; 5.1 Kernel Machines for Graph Matching |
5.2 Related Work 5.3 Trivial Similarity Kernel from Edit Distance; 5.4 Kernel from Maximum-Similarity Edit Path; 5.5 Diffusion Kernel from Edit Distance; 5.6 Zero Graph Kernel from Edit Distance; 5.7 Convolution Edit Kernel; 5.8 Local Matching Kernel; 5.9 Random Walk Edit Kernel; 6. Experimental Results; 6.1 Line Drawing and Image Graph Data Sets; 6.1.1 Letter Line Drawing Graphs; 6.1.2 Image Graphs; 6.1.3 Diatom Graphs; 6.2 Fingerprint Graph Data Set; 6.2.1 Biometric Person Authentication; 6.2.2 Fingerprint Classification; 6.2.3 Fingerprint Graphs; 6.3 Molecule Graph Data Set |
6.4 Experimental Setup 6.5 Evaluation of Graph Edit Distance; 6.5.1 Letter Graphs; 6.5.2 Image Graphs; 6.5.3 Diatom Graphs; 6.5.4 Fingerprint Graphs; 6.5.5 Molecule Graphs; 6.6 Evaluation of Graph Kernels; 6.6.1 Trivial Similarity Kernel from Edit Distance; 6.6.2 Kernel from Maximum-Similarity Edit Path; 6.6.3 Diffusion Kernel from Edit Distance; 6.6.4 Zero Graph Kernel from Edit Distance; 6.6.5 Convolution Edit Kernel; 6.6.6 Local Matching Kernel; 6.6.7 Random Walk Edit Kernel; 6.7 Summary and Discussion; 7. Conclusions; Appendix A Graph Data Sets; A.1 Letter Data Set; A.2 Image Data Set |
A.3 Diatom Data Set A.4 Fingerprint Data Set; A.5 Molecule Data Set; Bibliography; Index |
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Sommario/riassunto |
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In graph-based structural pattern recognition, the idea is to transform patterns into graphs and perform the analysis and recognition of patterns in the graph domain - commonly referred to as graph matching. A large number of methods for graph matching have been proposed. Graph edit distance, for instance, defines the dissimilarity of two graphs by the amount of distortion that is needed to transform one graph into the other and is considered one of the most flexible methods for error-tolerant graph matching.This book focuses on graph kernel functions that are highly tolerant towards structural |
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2. |
Record Nr. |
UNISA990000787010203316 |
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Titolo |
Maurice Pialat : l'enfant sauvage / a cura di Sergio Toffetti e Aldo Tassone |
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Pubbl/distr/stampa |
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ISBN |
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Descrizione fisica |
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Disciplina |
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Soggetti |
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Collocazione |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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3. |
Record Nr. |
UNINA9910798243403321 |
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Autore |
Goes Eunice |
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Titolo |
The Labour Party under Ed Miliband : Trying but failing to renew social democracy / / Eunice Goes |
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Pubbl/distr/stampa |
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Manchester, [England] : , : Manchester University Press, , 2016 |
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©2016 |
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ISBN |
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1-78499-805-2 |
1-5261-0963-8 |
1-78499-761-7 |
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Descrizione fisica |
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1 online resource (226 p.) |
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Disciplina |
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Soggetti |
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Socialism |
Politics and government |
Socialism - Great Britain |
Great Britain |
Great Britain Politics and government 2007- |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Note generali |
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Description based upon print version of record. |
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Nota di bibliografia |
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Includes bibliographical references (pages 191-209) and index. |
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Nota di contenuto |
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Cover; Half-title; Title page; Copyright information; Dedication; Table of contents; Acknowledgements; List of abbreviations; Introduction; Miliband and the global financial crisis; Politics and ideas; The power of ideas; Mapping the development of Miliband's agenda; A word or two about ideologies; The morphology of social democracy; The plan of the book; Notes; 1 Social democracy at a time of crisis; Social democracy and European integration; Third-way politics and neo-revisionism; The impact of the financial crisis in Europe; Social democrats and the sovereign debt crisis |
The plan for growthTackling banks and their excesses; Concluding remarks; Notes; 4 Labour and equality I; Context and the legacy of New Labour; Ideas: old and new; Constraints; Greater equality; The cost-of-living crisis; Promoting work; Contributory principle; Concluding remarks; Notes; 5 Labour and equality II; Context; Ideas: old and new; Miliband's vision; Power devolution; The relational State; Movement politics; Reforming representative institutions; Concluding remarks; Notes; 6 Labour and the politics of belonging; Context; Ideas: old and new; Miliband's narrative: One Nation politics |
Changing the tone on immigrationManaging diversity; Addressing the 'English Question'; Concluding remarks; Notes; Conclusion; The importance of timing; The supply of ideas; Miliband's blueprint; A lone rider; Image problems; Persuasion and comprehension; What now for Labour?; Notes; Bibliography; Index |
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Sommario/riassunto |
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By charting the ideas that informed and shaped Ed Miliband's attempt to re-imagine social democracy this book shows that he tried but failed in that task. This failure is one of the several reasons why 'Milibandism' was so overwhelmingly rejected by voters at the 2015 general election. |
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4. |
Record Nr. |
UNINA9910483608603321 |
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Titolo |
Advances in Manufacturing Systems : Select Proceedings of RAM 2020 / / edited by Shailendra Kumar, K. P. Rajurkar |
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Pubbl/distr/stampa |
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Singapore : , : Springer Nature Singapore : , : Imprint : Springer, , 2021 |
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ISBN |
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Edizione |
[1st ed. 2021.] |
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Descrizione fisica |
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1 online resource (XV, 337 p. 205 illus., 141 illus. in color.) |
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Collana |
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Lecture Notes in Mechanical Engineering, , 2195-4364 |
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Disciplina |
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Soggetti |
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Manufactures |
Industrial engineering |
Automation |
Computer-aided engineering |
Machines, Tools, Processes |
Industrial Automation |
Computer-Aided Engineering (CAD, CAE) and Design |
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Lingua di pubblicazione |
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Formato |
Materiale a stampa |
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Livello bibliografico |
Monografia |
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Nota di contenuto |
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Computational design and digital fabrication -- Machining Of The Logarithmic Spiral – A Complex Geometries in Nature Using Macro Programming -- Automatic Feature Recognition (AFR) of The Inclined Cross- Hole in Hollow Cylinders -- Grey relational multi decision analysis of SS304 bead characteristics processed in wire arc deposition process for additive manufacturing -- Optimizing the Defocused CO2 Laser Microchanneling Process Using Grey Relational Analysis. |
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Sommario/riassunto |
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This book presents the select proceedings of the International Conference on Recent Advances in Manufacturing (RAM 2020). The volume focuses on latest research trends in manufacturing systems such as CAE, CAD/CAM, robotics and automation, reverse engineering, resource planning and simulation, computer-integrated manufacturing (CIM) systems, product life-cycle management, collaborative engineering, process monitoring control and traceability technologies, supply chain management, environment risk analysis, and manufacturing systems of renewable energy devices. The topics covered also include emerging fields of the fourth industrial revolution |
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such cyber physical systems and cyber security, and wireless sensors and sensor networks for manufacturing. This book will be of interest to researchers and practitioners interested in latest developments in the field of manufacturing systems. |
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