Centered on a series of dramatic murders in nineteenth- and early twentieth-century Richmond, Virginia, The Body in the Reservoir uses these gripping stories of crime to explore the evolution of sensationalism in southern culture. In Richmond, as across the nation, the embrace of modernity was accompanied by the prodigious growth of mass culture and its accelerating interest in lurid stories of crime and bloodshed. But while others have emphasized the importance of the penny press and yellow journalism on the shifting nature of the media and cultural responses to violence, Michael Trotti reveals a more gradual and nuanced story of change. In addition, Richmond's racial makeup (one-third to one-half of the population was African American) allows Trotti to challenge assumptions about how black and white media reported the sensational; the surprising discrepancies offer insight into just how differently these two communities experienced American justice. An engaging look at the connections between culture and violence, this book gets to the heart--or perhaps the shadowy underbelly--of the sensational as the South became modern.

Based on a true story, "The Reservoir" centers on a guilty and passionate love triangle composed of two very different brothers and one young, naive girl hiding an unspeakable secret.

Evoking the spirit of Jeffrey Eugenides' The Virgin Suicides, Zadie Smith's NW, and Hisham Matar's Anatomy of a Disappearance, this novel sweeps the reader up quickly into its understated and emotionally moving story of a whole English village haunted by one family’s loss. Midwinter in an English village. A teenage girl has gone missing. Everyone is called upon to join the search. The villagers fan out across the moors as the police set up roadblocks and a crowd of news reporters descends on what is usually a place of peace. Meanwhile, there is work that must still be done: cows milked, fences repaired, stone cut, pints poured, beds made, sermons written, a pantomime rehearsed. As the seasons unfold and the search for the missing girl goes on, there are those who leave the village and those who are pulled back; those who come together and those who break apart. There are births and deaths; secrets kept and exposed; livelihoods made and lost; small kindnesses and unanticipated betrayals. An extraordinary novel of cumulative power and grace, Reservoir 13 explores the rhythms of the natural world and the repeated human gift for violence, unfolding over thirteen years as the aftershocks of a tragedy refuse to subside. Winner of the Costa Novel Award, Longlisted for the Man Booker Prize 2017, and a New York Times Book Review Editors' Choice

New paperback edition of The Reservoir from author, actor, and musician David Duchovny includes a bonus, brand-new short story, "The Scare Owl" The Reservoir follows an unexceptional man in an exceptional time. We see our present-day pandemic world and New York City through the eyes of a former Wall Street veteran, Ridley, as he looks back upon his life in his enforced quarantine solitude, wondering what it all means and who he really is. Sitting and brooding night after night, gazing out his huge picture window high above the Central Park Reservoir, Ridley spots a flashing light in an apartment across the park as if a lonely quarantined person is signaling him in Morse code. His determination to find out who this mystery woman is leads him on an epic quest that will ultimately tempt him with either delusional madness or the fulfillment of his own mythic fate. Is he a dying man going mad or an everyman metamorphosing into a hero? Or both? We accompany Ridley as he leaves the safety of his apartment window to save the Fifth Avenue femme fatale and descends into a dangerous, increasingly surreal world of global conspiracies, madness, and sickness of this viral time. As Ridley's actions grow more and more uncharacteristic, he realizes the key to all the mysteries of now, and even all of history, seem to lie deep beneath the freezing waters of the reservoir. The Reservoir is a twisted rom-com for our distanced time, when the merest touch could kill and conspiracy theories propagate like viruses—a contemporary union of Death in Venice, Rear Window, and The Plague. The paperback edition includes a bonus, brand-new short story, "The Scare Owl"!

This book is the first comprehensive book about reservoir computing (RC). RC is a powerful and broadly applicable computational framework based on recurrent neural networks. Its advantages lie in small training data set requirements, fast training, inherent memory and high flexibility for various hardware implementations. It originated from computational neuroscience and machine learning but has, in recent years, spread dramatically, and has been introduced into a wide variety of fields, including complex systems science, physics, material science, biological science, quantum machine learning, optical communication systems, and robotics. Reviewing the current state of the art and providing a concise guide to the field, this book introduces readers to its basic concepts, theory, techniques, physical implementations and applications. The book is sub-structured into two major parts: theory and physical implementations. Both parts consist of a compilation of chapters, authored by leading experts in their respective fields. The first part is devoted to theoretical developments of RC, extending the framework from the conventional recurrent neural network context to a more general dynamical systems context. With this broadened perspective, RC is not restricted to the area of machine learning but is being connected to a much wider class of systems. The second part of the book focuses on the utilization of physical dynamical systems as reservoirs, a framework referred to as physical reservoir computing. A variety of physical systems and substrates have already been suggested and used for the implementation of reservoir computing. Among these physical systems which cover a wide range of spatial and temporal scales, are mechanical and optical systems, nanomaterials, spintronics, and quantum many body systems. This book offers a valuable resource for researchers (Ph.D. students and experts alike) and practitioners working in the field of machine learning, artificial intelligence, robotics, neuromorphic computing, complex systems, and physics.