This is an exciting time for Artificial Intelligence, and for Natural Language Processing in particular. Over the last five years or so, a newly revived spirit has gained prominence that promises to revitalize the whole field: the spirit of empiricism. This book introduces a new approach to the important NLP issue of automatic ambiguity resolution, based on statistical models of text. This approach is compared with previous work and proved to yield higher accuracy for natural language analysis. An effective implementation strategy is also described, which is directly useful for natural language analysis. The book is noteworthy for demonstrating a new empirical approach to NLP; it is essential reading for researchers in natural language processing or computational linguistics.
Early German Romanticism sought to respond to a comprehensive sense of spiritual crisis that characterised the late eighteenth century. The study demonstrates how the Romantics sought to bring together the new post-Kantian idealist philosophy with the inheritance of the realist Platonic-Christian tradition. With idealism they continued to champion the individual, while from Platonism they took the notion that all reality, including the self, participated in absolute being. This insight was expressed, not in the language of theology or philosophy, but through aesthetics, which recognised the potentiality of all creation, including artistic creation, to disclose the divine. In explicating the religious vision of Romanticism, this study offers a new historical appreciation of the movement, and furthermore demonstrates its importance for our understanding of religion today.
An Introduction to Audio Content Analysis Enables readers to understand the algorithmic analysis of musical audio signals with AI-driven approaches An Introduction to Audio Content Analysis serves as a comprehensive guide on audio content analysis explaining how signal processing and machine learning approaches can be utilized for the extraction of musical content from audio. It gives readers the algorithmic understanding to teach a computer to interpret music signals and thus allows for the design of tools for interacting with music. The work ties together topics from audio signal processing and machine learning, showing how to use audio content analysis to pick up musical characteristics automatically. A multitude of audio content analysis tasks related to the extraction of tonal, temporal, timbral, and intensity-related characteristics of the music signal are presented. Each task is introduced from both a musical and a technical perspective, detailing the algorithmic approach as well as providing practical guidance on implementation details and evaluation. To aid in reader comprehension, each task description begins with a short introduction to the most important musical and perceptual characteristics of the covered topic, followed by a detailed algorithmic model and its evaluation, and concluded with questions and exercises. For the interested reader, updated supplemental materials are provided via an accompanying website. Written by a well-known expert in the music industry, sample topics covered in Introduction to Audio Content Analysis include: Digital audio signals and their representation, common time-frequency transforms, audio features Pitch and fundamental frequency detection, key and chord Representation of dynamics in music and intensity-related features Beat histograms, onset and tempo detection, beat histograms, and detection of structure in music, and sequence alignment Audio fingerprinting, musical genre, mood, and instrument classification An invaluable guide for newcomers to audio signal processing and industry experts alike, An Introduction to Audio Content Analysis covers a wide range of introductory topics pertaining to music information retrieval and machine listening, allowing students and researchers to quickly gain core holistic knowledge in audio analysis and dig deeper into specific aspects of the field with the help of a large amount of references.
In Monitoring Adaptive Spoken Dialog Systems, authors Alexander Schmitt and Wolfgang Minker investigate statistical approaches that allow for recognition of negative dialog patterns in Spoken Dialog Systems (SDS). The presented stochastic methods allow a flexible, portable and accurate use. Beginning with the foundations of machine learning and pattern recognition, this monograph examines how frequently users show negative emotions in spoken dialog systems and develop novel approaches to speech-based emotion recognition using hybrid approach to model emotions. The authors make use of statistical methods based on acoustic, linguistic and contextual features to examine the relationship between the interaction flow and the occurrence of emotions using non-acted recordings several thousand real users from commercial and non-commercial SDS. Additionally, the authors present novel statistical methods that spot problems within a dialog based on interaction patterns. The approaches enable future SDS to offer more natural and robust interactions. This work provides insights, lessons and inspiration for future research and development, not only for spoken dialog systems, but for data-driven approaches to human-machine interaction in general.
The foreign trade is the engine of the global economics. In these turbulent days, when governments and international organizations tend to protect their markets spheres of interest, the application of regulatory measures gains in importance. The Czech Yearbook of International Law - Regulatory Measures and Foreign Trade - 2013 pinpoints these trends and its various aspects on different levels in comparative analysis. The Yearbook provides insight into problematic of regulatory measures in investment law on global level same as from the EU prospective. Similarly, authors also analyze various aspects of the regulatory measures applied in the areas of financial markets and money laundering, market abuse, Common European Sales Law and Consumer Protection. Local practitioners from the region also share their views on the measures in foreign trade on the domestic level and the problems interconnected with such regulation in the region. The new volume of the Czech Yearbook of International Law - Regulatory Measures and Foreign Trade - 2013 brings useful resource for everyone who is dealing with international trade, be it an academic, practitioner, law or international relations student who seeks global compendium on the issue including an overlap to economic and politic aspects of the problematic.
With the successful introduction in 2010 of the Czech Yearbook of International Law, Professor Alexander J. Bělohlávek and Professor Naděžda Rozehnalová, the editors, present the 2011 volume of this ambitious project. The second volume focuses on the admittedly controversial topics relating to a shift from the investors’ viewpoints on investment protection to the contrasting viewpoints of the host states, which are facing growing numbers of alleged claims by investors. Volume II has set as its objective to plot the shift in the paradigm towards a new balance between investors and host states in the investment protection system. Such a shift can be observed in the rising number of counterclaims brought by host states against investors, by the introduction of new standards for evaluation of investments in light of the good faith of the investor at the time of an investment, and by the choice of an absolute means of protection of a host state's interest against investor claims by termination of an existing investment treaty. These topics represent pieces of the whole mosaic of this problem, to which the second volume of the Czech Yearbook of International Law is dedicated to a wide professional audience. The Czech Yearbook of International Law (CYIL) is a collective effort by the following persons and institutions
A wonderfully assured and utterly riveting biography that captures not only the much-maligned Machiavelli, but also the spirit of his time and place. A monumental achievement.' – Jessie Childs, author of God's Traitors. ‘A notorious fiend’, ‘generally odious’, ‘he seems hideous, and so he is.’ Thanks to the invidious reputation of his most famous work, The Prince, Niccolò Machiavelli exerts a unique hold over the popular imagination. But was Machiavelli as sinister as he is often thought to be? Might he not have been an infinitely more sympathetic figure, prone to political missteps, professional failures and personal dramas? Alexander Lee reveals the man behind the myth, following him from cradle to grave, from his father’s penury and the abuse he suffered at a teacher’s hands, to his marriage and his many affairs (with both men and women), to his political triumphs and, ultimately, his fall from grace and exile. In doing so, Lee uncovers hitherto unobserved connections between Machiavelli’s life and thought. He also reveals the world through which Machiavelli moved: from the great halls of Renaissance Florence to the court of the Borgia pope, Alexander VI, from the dungeons of the Stinche prison to the Rucellai gardens, where he would begin work on some of his last great works. As much a portrait of an age as of a uniquely engaging man, Lee’s gripping and definitive biography takes the reader into Machiavelli’s world – and his work – more completely than ever before.
Here is a complete introduction to the history of museums, types of museums, and the key roles that museums play in the twenty-first century. Following an introductory chapter looking at what a museum is today, Part I looks at the history and types of museums: art and design museums natural history and anthropology museums science museums history museums, historic houses, interpretation centers, and heritage sites botanical gardens and zoos children’s museums The second part of the book explores the primary functions of museums and museum professionals: to collect to conserve to exhibit to interpret and to engage to serve and to act The final chapter looks at the museum profession and professional practices. Throughout, emphasis is on museums in the United States, although attention is paid to the historical framing of museums within the European context. The new edition includes discussions of technology, access, and inclusivity woven into each chapter, a list of challenges and opportunities in each chapter, and “Museums in Motion Today,” vignettes spread throughout the volume in which museum professionals provide their perspectives on where museums are now and where they are going. More than 140 images illustrate the volume.
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