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Addressing the tuberculosis (TB) epidemic is crucial to reduce morbidity, mortality, and health-care burden. Cases of confirmed drug-resistant TB have almost doubled over the past decade. Drug resistance represents one of leading causes of death among TB patients and is responsible for approximately one-third of TB-related deaths worldwide, which is associated with TB recurrence and transmission. In recent years, the emerging molecular epidemiology methods have attributed to better TB management. For example, in many settings, studies using molecular epidemiology methods have demonstrated the recent transmission of Mycobacterium tuberculosis (M. TB) strains. However, the transmission pattern...
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.
To many Chinese, the rise and expansion of Japanese power during the years between the two Sino-Japanese wars (1895–1945) presented a paradox: With its successful modernization, Japan became a model to be emulated; yet as the country’s imperial ambitions on the continent grew, it posed an ever-increasing threat. Drawing on an extraordinary array of source materials, Lu Yan shows that this attraction to and apprehension of Japan prompted the Chinese to engage in a variety of long-term relationships with the Japanese. Re-understanding Japan examines transnational and transcultural interactions between China and Japan during those five dramatic and tragic decades at the intimate level of pe...
After the party, she had unwittingly barged into the ladies' restroom and met the cold and beautiful Director Xu Jie. She was embarrassed and frightened...