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.

Grave sites not only offer the contemporary viewer the physical markers of those remembered but also a wealth of information about the era in which the cemeteries were created. These markers hold keys to our historical past and allow an entry point of interrogation about who is represented, as well as how and why. Grave History is the first volume to use southern cemeteries to interrogate and analyze southern society and the construction of racial and gendered hierarchies from the antebellum period through the dismantling of Jim Crow. Through an analysis of cemeteries throughout the South—including Alabama, Florida, Georgia, Kentucky, Maryland, Missouri, and Virginia, from the nineteenth through twenty-first centuries—this volume demonstrates the importance of using the cemetery as an analytical tool for examining power relations, community formation, and historical memory. Grave History draws together an interdisciplinary group of scholars, including historians, anthropologists, archaeologists, and social-justice activists to investigate the history of racial segregation in southern cemeteries and what it can tell us about how ideas regarding race, class, and gender were informed and reinforced in these sacred spaces. Each chapter is followed by a learning activity that offers readers an opportunity to do the work of a historian and apply the insights gleaned from this book to their own analysis of cemeteries. These activities, designed for both the teacher and the student, as well as the seasoned and the novice cemetery enthusiast, encourage readers to examine cemeteries for their physical organization, iconography, sociodemographic landscape, and identity politics.