Supervised sequence labelling is a vital area of machine learning, encompassing tasks such as speech, handwriting and gesture recognition, protein secondary structure prediction and part-of-speech tagging. Recurrent neural networks are powerful sequence learning tools—robust to input noise and distortion, able to exploit long-range contextual information—that would seem ideally suited to such problems. However their role in large-scale sequence labelling systems has so far been auxiliary. The goal of this book is a complete framework for classifying and transcribing sequential data with recurrent neural networks only. Three main innovations are introduced in order to realise this goal. Firstly, the connectionist temporal classification output layer allows the framework to be trained with unsegmented target sequences, such as phoneme-level speech transcriptions; this is in contrast to previous connectionist approaches, which were dependent on error-prone prior segmentation. Secondly, multidimensional recurrent neural networks extend the framework in a natural way to data with more than one spatio-temporal dimension, such as images and videos. Thirdly, the use of hierarchical subsampling makes it feasible to apply the framework to very large or high resolution sequences, such as raw audio or video. Experimental validation is provided by state-of-the-art results in speech and handwriting recognition.

This book examines the contested representations of those murdered during the Spanish Civil War of the 1930s in two small rural communities as they undergo the experience of exhumation, identification, and reburial from nearby mass graves. Based on interviews with relatives of the dead, community members and forensic archaeologists, it pays close attention to the role of excavated objects and images in breaking the pact of silence that surrounded the memory of these painful events for decades afterward. It also assesses the significance of archaeological and forensic practices in changing relationships between the living and dead. The exposure of graves has opened up a discursive space in Spanish society for multiple representations to be made of the war dead and of Spain’s traumatic past.

Christ Church Philadelphia and its Burial Ground is the final resting place of seven signers of the Declaration of Independence and five signers of the U.S. Constitution, the most famous burial being Benjamin Franklin. Also buried on church grounds are early American leaders, prominent lawyers, medical pioneers, and military heroes. In 1864, Church Warden Edward Clark compiled this book of all visible inscriptions in and around the church and at the 5th Street Burial Ground.

Reprint of the original, first published in 1845.

The increasing centrality of memory to work being done across a wide range of disciplines has brought along with it vexed questions and far-reaching changes in the way knowledge is pursued. This timely collection provides a forum for demonstrating how various disciplines are addressing these concerns. Is an historian's approach to memory similar to that of theorists in media or cultural studies, or are their understandings in fact contradictory? Which methods of analysis are most appropriate in which contexts? What are the relations between individual and social memory? Why should we study memory and how can it enrich other research? What does its study bring to our understanding of subjectivity, identity and power? In addressing these knotty questions, Memory and Methodology showcases a rich and diverse range of research on memory. Leading scholars in anthropology, history, film and cultural studies address topics including places of memory; trauma, film and popular memory; memory texts; collaborative memory work and technologies of memory. This timely and interdisciplinary study represents a major contribution to our understanding of how memory is shaping contemporary academic research and of how people shape and are shaped by memory.

THE FIRST NOVEL IN THE USA TODAY BESTSELLING ALEX CRAFT SERIES! Grave witch Alex Craft can speak to the dead, but that doesn’t mean she likes what they have to say. As a private investigator and consultant for the police, Alex Craft has seen a lot of dark magic. But even though she's on good terms with Death himself, nothing has prepared her for her latest case. When she's raising a "shade" involved in a high profile murder, it attacks her, and then someone makes an attempt on her life. Someone really doesn't want her to know what the dead have to say, and she'll have to work with mysterious homicide detective Falin Andrews to figure out why....