Fundamental theory and practical algorithms of weakly supervised classification, emphasizing an approach based on empirical risk minimization.Standard machine learning techniques require large amounts of labeled data to work well. When we apply machine learning to problems in the physical world, however, it is extremely difficult to collect such quantities of labeled data. In this book Masashi Sugiyama, Han Bao, Takashi Ishida, Nan Lu, Tomoya Sakai and Gang Niu pre...

This book mainly adopts the theoretical analysis approach for the argument regarding issues in criminal law. As one of the most influential scholars in criminal law research in China, with his profound knowledge and experiences in criminal law research, the author Professor Mingkai Zhang, has made in-depth argument demonstrating matters in the field, covering the basis of illegality and culpability, the prior act of criminal omission, the illustration of Lehre Vonder Objektive Zurechnung (...