{"text_format":"2","workbook":"xls","n_sheets":1,"sheets":["report2"],"not_rendered":{"charts":0,"images":0,"macros":0,"external_links":1,"defined_names":3,"comments":0,"pivot_tables":0},"unopened":[],"bounds":{"document_bytes":16777216,"sheet_cells":100000,"run_cost":"one","rows_first":2000,"rows_last":500,"rows_between":2000,"halvings":0,"cell_chars":16384,"cell_head_chars":4096},"cells_cut":0,"cells_raw":0,"read":"whole","date_system":"1900","formulas":"cached_only"}

{"sheet":"report2","index":0,"n_rows":55,"n_cols":5,"rows_kept":55,"cut":false,"hidden":false,"merged":[[0,2,0,3],[0,4,0,5],[1,2,1,3],[1,4,1,5],[2,2,2,3],[2,4,2,5],[3,2,3,3],[4,2,4,3],[5,2,5,3],[6,2,6,3],[11,2,11,3],[11,4,11,5],[12,2,12,3],[12,4,12,5],[13,2,13,3],[13,4,13,5],[14,2,14,3],[15,2,15,3],[16,2,16,3],[17,2,17,3],[18,2,18,3],[21,2,21,3],[22,2,22,3],[24,2,24,3],[28,2,28,3],[28,4,28,5],[29,2,29,3],[29,4,29,5],[30,2,30,3],[30,4,30,5],[31,2,31,3],[32,2,32,3],[40,2,40,3],[41,2,41,3],[42,2,42,3],[48,2,48,3],[49,2,49,3],[53,2,53,3]],"flags":["formulas_cached_only"]}
[null,"1.","Record Nr.",null,"UNISA996396770003316"]
[null,null,"Autore",null,"Sclater William <1609-1661.>"]
[null,null,"Titolo",null,"Papisto-Mastix, or, Deborah's prayer against God's enemies [[electronic resource] ] : Judg. 5, 31. explicated and applyed : in the Cathedrall of Saint Peter in Exon, November the fift, 1641 / / by William Sclater ."]
[null,null,"Pubbl/distr/stampa",null,"London, : Printed by Ric. Hodgkinsonne for Daniel Fure ..., 1642"]
[null,null,"Descrizione fisica",null,"[4], 60 p"]
[null,null,"Lingua di pubblicazione",null,"Inglese"]
[null,null,"Formato",null,"Materiale a stampa"]
[null,null,null,"Livello bibliografico","Monografia"]
[null,null,null,"Note generali","Reproduction of original in Thomason Collection, British Library."]
[{"$nulls":4},"Item on reel 252:E.153, no. 25 identified in reel guide as P311 (number cancelled in Wing 2nd ed.)."]
[null,null,null,"Sommario/riassunto","eebo-0158"]
[null,"2.","Record Nr.",null,"UNISA996466391103316"]
[null,null,"Autore",null,"Lavrač Nada"]
[null,null,"Titolo",null,"Representation learning : propositionalization and embeddings / / Nada Lavrac, Vid Podpecan, Marko Robnik-Sikonja"]
[null,null,"Pubbl/distr/stampa",null,"Cham, Switzerland : , : Springer, , 2021"]
[null,null,"ISBN",null,"3-030-68817-8"]
[null,null,"Descrizione fisica",null,"1 online resource (175 pages)"]
[null,null,"Disciplina",null,"006.31"]
[null,null,"Soggetti",null,"Machine learning"]
[{"$nulls":4},"Aprenentatge automàtic"]
[{"$nulls":4},"Llibres electrònics"]
[null,null,"Lingua di pubblicazione",null,"Inglese"]
[null,null,"Formato",null,"Materiale a stampa"]
[null,null,null,"Livello bibliografico","Monografia"]
[null,null,"Nota di contenuto",null,"Intro -- Foreword -- Preface -- Contents -- 1 Introduction to Representation Learning -- 1.1 Motivation -- 1.2 Representation Learning in Knowledge Discovery -- 1.2.1 Machine Learning and Knowledge Discovery -- 1.2.2 Automated Data Transformation -- 1.3 Data Transformations and Information Representation Levels -- 1.3.1 Information Representation Levels -- 1.3.2 Propositionalization: Learning Symbolic Vector Representations -- 1.3.3 Embeddings: Learning Numeric Vector Representations -- 1.4 Evaluation of Propositionalization and Embeddings -- 1.4.1 Performance Evaluation -- 1.4.2 Interpretability -- 1.5 Survey of Automated Data Transformation Methods -- 1.6 Outline of This Monograph -- References -- 2 Machine Learning Background -- 2.1 Machine Learning -- 2.1.1 Attributes and Features -- 2.1.2 Machine Learning Approaches -- 2.1.3 Decision and Regression Tree Learning -- 2.1.4 Rule Learning -- 2.1.5 Kernel Methods -- 2.1.6 Ensemble Methods -- 2.1.7 Deep Neural Networks -- 2.2 Text Mining -- 2.3 Relational Learning -- 2.4 Network Analysis -- 2.4.1 Selected Homogeneous Network Analysis Tasks -- 2.4.2 Selected Heterogeneous Network Analysis Tasks -- 2.4.3 Semantic Data Mining -- 2.4.4 Network Representation Learning -- 2.5 Evaluation -- 2.5.1 Classifier Evaluation Measures -- 2.5.2 Rule Evaluation Measures -- 2.6 Data Mining and Selected Data Mining Platforms -- 2.6.1 Data Mining -- 2.6.2 Selected Data Mining Platforms -- 2.7 Implementation and Reuse -- References -- 3 Text Embeddings -- 3.1 Background Technologies -- 3.1.1 Transfer Learning -- 3.1.2 Language Models -- 3.2 Word Cooccurrence-Based Embeddings -- "]
[{"$nulls":4},"3.2.1 Sparse Word Cooccurrence-Based Embeddings -- 3.2.2 Weighting Schemes -- 3.2.3 Similarity Measures -- 3.2.4 Sparse Matrix Representations of Texts -- 3.2.5 Dense Term-Matrix Based Word Embeddings -- 3.2.6 Dense Topic-Based Embeddings."]
[{"$nulls":4},"3.3 Neural Word Embeddings -- 3.3.1 Word2vec Embeddings -- 3.3.2 GloVe Embeddings -- 3.3.3 Contextual Word Embeddings -- 3.4 Sentence and Document Embeddings -- 3.5 Cross-Lingual Embeddings -- 3.6 Intrinsic Evaluation of Text Embeddings -- 3.7 Implementation and Reuse -- 3.7.1 LSA and LDA -- 3.7.2 word2vec -- 3.7.3 BERT -- References -- 4 Propositionalization of Relational Data -- 4.1 Relational Learning -- 4.2 Relational Data Representation -- 4.2.1 Illustrative Example -- 4.2.2 Example Using a Logical Representation -- 4.2.3 Example Using a Relational Database Representation -- 4.3 Propositionalization -- 4.3.1 Relational Features -- 4.3.2 Automated Construction of Relational Features by RSD -- 4.3.3 Automated Data Transformation and Learning -- 4.4 Selected Propositionalization Approaches -- 4.5 Wordification: Unfolding Relational Data into BoW Vectors -- 4.5.1 Outline of the Wordification Approach -- 4.5.2 Wordification Algorithm -- 4.5.3 Improved Efficiency of Wordification Algorithm -- 4.6 Deep Relational Machines -- 4.7 Implementation and Reuse -- 4.7.1 Wordification -- 4.7.2 Python-rdm Package -- References -- 5 Graph and Heterogeneous Network Transformations -- 5.1 Embedding Simple Graphs -- 5.1.1 DeepWalk Algorithm -- 5.1.2 Node2vec Algorithm -- 5.1.3 Other Random Walk-Based Graph Embedding Algorithms -- 5.2 Embedding Heterogeneous Information Networks -- 5.2.1 Heterogeneous Information Networks -- 5.2.2 Examples of Heterogeneous Information Networks -- 5.2.3 Embedding Feature-Rich Graphs with GCNs -- 5.2.4 Other Heterogeneous Network Embedding Approaches -- 5.3 Propositionalizing Heterogeneous Information Networks -- 5.3.1 TEHmINe Propositionalization of Text-Enriched Networks -- 5.3.1.1 Heterogeneous Network Decomposition -- 5.3.1.2 Feature Vector Construction -- 5.3.1.3 Data Fusion -- 5.3.2 HINMINE Heterogeneous Networks Decomposition."]
[{"$nulls":4},"5.4 Ontology Transformations -- 5.4.1 Ontologies and Semantic Data Mining -- 5.4.2 NetSDM Ontology Reduction Methodology -- 5.4.2.1 Converting Ontology and Examples into Network Format -- 5.4.2.2 Term Significance Calculation -- 5.4.2.3 Network Node Removal -- 5.5 Embedding Knowledge Graphs -- 5.6 Implementation and Reuse -- 5.6.1 Node2vec -- 5.6.2 Metapath2vec -- 5.6.3 HINMINE -- References -- 6 Unified Representation Learning Approaches -- 6.1 Entity Embeddings with StarSpace -- 6.2 Unified Approaches for Relational Data -- 6.2.1 PropStar: Feature-Based Relational Embeddings -- 6.2.2 PropDRM: Instance-Based Relational Embeddings -- 6.2.3 Performance Evaluation of Relational Embeddings -- 6.3 Implementation and Reuse -- 6.3.1 StarSpace -- 6.3.2 PropDRM -- References -- 7 Many Faces of Representation Learning -- 7.1 Unifying Aspects in Terms of Data Representation -- 7.2 Unifying Aspects in Terms of Learning -- 7.3 Unifying Aspects in Terms of Use -- 7.4 Summary and Conclusions -- References -- Index."]
[null,"3.","Record Nr.",null,"UNINA9910787613803321"]
[null,null,"Autore",null,"Jackson Peter <1964->"]
[null,null,"Titolo",null,"Beyond the balance of power : France and the politics of national security in the era of the First World War / / Peter Jackson"]
[null,null,"Pubbl/distr/stampa",null,"Cambridge : , : Cambridge University Press, , 2013"]
[null,null,"ISBN",null,"1-139-89469-2"]
[{"$nulls":4},"1-107-77961-8"]
[{"$nulls":4},"1-107-77880-8"]
[{"$nulls":4},"1-107-78497-2"]
[{"$nulls":4},"1-107-78451-4"]
[{"$nulls":4},"1-107-78131-0"]
[{"$nulls":4},"1-107-78007-1"]
[{"$nulls":4},"1-139-62684-1"]
[null,null,"Descrizione fisica",null,"1 online resource (xxi, 559 pages) : illustrations : digital, PDF file(s)"]
[null,null,"Disciplina",null,"355/.03304409041"]
[null,null,"Soggetti",null,"National security - France - History - 20th century"]
[{"$nulls":4},"World War, 1914-1918 - France"]
[{"$nulls":4},"World War, 1914-1918 - Influence"]
[{"$nulls":4},"France Military policy"]
[{"$nulls":4},"France Foreign relations 1914-1940"]
[{"$nulls":4},"France Politics and government 1914-1940"]
[null,null,"Lingua di pubblicazione",null,"Inglese"]
[null,null,"Formato",null,"Materiale a stampa"]
[null,null,null,"Livello bibliografico","Monografia"]
[null,null,null,"Note generali","Title from publisher's bibliographic system (viewed on 08 Oct 2015)."]
[null,null,null,"Nota di bibliografia","Includes bibliographical references and index."]
[null,null,"Nota di contenuto",null,"The sources of French security policy. The social dynamics of security policy making ; Two approaches to security -- War and the politics of national security, 1914-1918. The primacy of the balance of power, 1914-1916 ; The coming of a new world order, 1917 ; National deliverance and post-war planning -- Peace and security, 1918-1919. The political contexts of peacemaking, 1918-1919 ; Towards a post-war security order : the eastern settlement, economic security and the League of Nations ; The Rhineland settlement and the security of France -- Imposing security. Post-war dilemmas : enforcement or engagement? ; Briand and the emergence of a multilateral alternative, 1921 ; The politics of confrontation -- The Cartel des gauches and the 'internationalisation of security'. A new approach : arbitration, security, disarmament ; Locarno."]
[null,null,null,"Sommario/riassunto","This is a major new study of French foreign and security policy before, during and after the First World War. Peter Jackson examines the interplay between two contending conceptions of security: the first based on traditional practices of power politics and the second on internationalist doctrines that emerged in the late nineteenth century. He pays particular attention to the social and political context in which security policy was made and to the cultural dynamics of the policy-making process. The result is a comprehensive reassessment of France's security policy in the era of the Great War. The book reconsiders the evolution of French war aims and reinterprets the peace policy of the Clemenceau government in 1919. It also provides a new perspective on the foreign policy of successive French governments in the early 1920s. It shows that internationalist ideas were far more influential over this entire period than is commonly understood."]