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This open access book provides an overview of the recent advances in representation learning theory, algorithms and applications for natural language processing (NLP). It is divided into three parts. Part I presents the representation learning techniques for multiple language entries, including words, phrases, sentences and documents. Part II then introduces the representation techniques for those objects that are closely related to NLP, including entity-based world knowledge, sememe-based linguistic knowledge, networks, and cross-modal entries. Lastly, Part III provides open resource tools for representation learning techniques, and discusses the remaining challenges and future research directions. The theories and algorithms of representation learning presented can also benefit other related domains such as machine learning, social network analysis, semantic Web, information retrieval, data mining and computational biology. This book is intended for advanced undergraduate and graduate students, post-doctoral fellows, researchers, lecturers, and industrial engineers, as well as anyone interested in representation learning and natural language processing.
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This book constitutes the post-conference proceedings of the 5th International Conference on Machine Learning, Optimization, and Data Science, LOD 2019, held in Siena, Italy, in September 2019. The 54 full papers presented were carefully reviewed and selected from 158 submissions. The papers cover topics in the field of machine learning, artificial intelligence, reinforcement learning, computational optimization and data science presenting a substantial array of ideas, technologies, algorithms, methods and applications.
Context has emerged as a central concept in a variety of contemporary app- aches to reasoning. The conference at which the papers in this volume were presented was the third international, interdisciplinary conference on the topic of context, and was held in Dundee, Scotland on July 27-30, 2001. The ?rst conference in this series was held in Rio de Janiero in 1997, and the second in Trento in 1999. Like the previous conferences, CONTEXT 2001 was remarkably successful in bringing together representatives of many di?erent ?elds, spanning the entire range of the cognitive and informational sciences, and with interests ranging from speci?c, commercial applications to highly general philosophical...
Diatom biology, genomics and ecology are becoming more relevant to the human species. While there have been recent compilations of some of the applied aspects of diatoms, and the dizzying pace of taxonomic revisions, this new volume bring us up to date on their classification, biology and ecology, as well as covering the topics of genomics and applied uses. In this collection, some of the leaders in diatom research present either new information or summarize recent research efforts on a wide range of topics, including the tree of life of diatoms, their classifications, the wide habitats and ecological spectra the group exploits, as well as the beauty of their form. This volume celebrates the diversity, emerging areas of research and fascinating ecology of the diatoms bringing this group of world-renown and emerging research leaders together. 'The Diatom World' will foster greater appreciation and research contributions on this incredibly diverse and fascinating group of organisms.
From rule of law to legal singularity / Simon Deakin and Christopher Markou -- Ex machina Lex : exploring the limits of legal computability / Christopher Markou and Simon Deakin -- Code-driven law : freezing the future and scaling the past / Mireille Hildebrandt -- Towards a democratic singularity? algorithmic governmentality, the eradication of politics and the possibility of resistance / John Morison -- Legal singularity and the reflexivity of law / Jennifer Cobbe -- Artificial intelligence + legal singularity : the thin end of the wedge, the thick end of the wedge / Roger Brownsword -- Automated systems and the need for change / Sylvie Delacroix -- Punishing artificial intelligence : legal fiction or science fiction / Ryan Abbott and Alex Sarch -- Not a single singularity / Lyria Bennett Moses -- The law of contested concepts? Reflections on Copyright Law and the legal and technological singularities / Dilan Thampapillai -- Capacitas ex machina : are computerised assessments of mental capacity a 'red line' or benchmark for AI? / Christopher Markou and Lily Hands.
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Minimanual of the Urban Guerrilla is a call to action, no matter how small. It is a small book which gives advice on how to overthrow an authoritarian regime, aiming at revolution. Minimanual was written to be concise and and to describe the ways for successful revolution. This book has been fought over to keep in print time and time again after being banned in multiple countries, and while there are a few copies consistently recurring in print today, we wish to spread this important revolutionary text further. Eliminating its copyright. Do not let this minimanual be an isolated event, share it, keep it in your pocket to read, and spread it. If you have the means, print it from home as well from our zine library.