The book represents the first attempt to systematically deal with the use of deep neural networks to forecast chaotic time series. Differently from most of the current literature, it implements a multi-step approach, i.e., the forecast of an entire interval of future values. This is relevant for many applications, such as model predictive control, that requires predicting the values for the whole receding horizon. Going progressively from deterministic models with different degrees of complexity and chaoticity to noisy systems and then to real-world cases, the book compares the performances of various neural network architectures (feed-forward and recurrent). It also introduces an innovative and powerful approach for training recurrent structures specific for sequence-to-sequence tasks. The book also presents one of the first attempts in the context of environmental time series forecasting of applying transfer-learning techniques such as domain adaptation.
This book investigates the economic, intellectual and political history of late medieval and early modern Genoa and the historical origins of the Genoese presence in the Spanish Atlantic. Salonia describes Genoa’s late medieval economic expansion and commercial networks through several case studies, from the Black Sea to southern England, and briefly compares it to the state-run military expansion of Venice’s empire. The author links the adaptability and entrepreneurial skills of Genoese merchants and businessmen to the constitutional history of the Genoese commune and to the specific idea of freedom progressively protected by its constitutions and embodied by institutions like the Bank of St. George. Moreover, this book offers an unprecedented account of the actions with which Ferdinand the Catholic protected Genoese merchants in his dominions and of the later, mutual understanding between the Genoese community and emperor Charles V during the Italian Wars, and in particular during the 1520s. These developments in Hispanic-Genoese diplomatic and economic relations are of great significance. The sixteenth-century Hispanic-Genoese alliance is important to understand the characteristics of Habsburg governance and the resilience of Genoa’s republican conservatism. Genoa’s republicanism (based on private wealth and private arms) contradicts historiographical narratives that assume the inevitability of the emergence of the modern, militarized and centralized state. It also shows the inadequacy of Tuscan-centric historical accounts of Renaissance republicanism. The last chapter of the book reveals the consequences of the 1528 Hispanic-Genoese alliance by considering case studies that illustrate the Genoese presence in the Spanish Americas, from Chile to Mexico, since the early stages of conquest and settlement.
1000 Ideas by 100 Graphic Designers showcases work from a selection of today’s best designers while providing precious tips to the graphic design enthusiast. The book delivers a behind-the-scenes depiction of every project, providing a virtual instruction manual to the finished project and its creative, productive, and organizational framework. The 1000 suggestions vary in form and function, from the theoretical to the practical, giving insights on new materials, techniques, and tools.
The text represents a long journey in the debate that characterized the multifaceted political phenomenon of neofascism. From the end of the Second World War until the fall of the communist regimes, groups, parties and individuals have given life to a network of action and thought that has developed, above all, around three major themes that have characterized the thought of historical fascism and that we can find at different latitudes during the course of the long period of time under consideration. Racism, contempt for equality and democracy and an issue linked to the state as an element of modernity, these are the three levels of analysis around which the neofascist movement regroups, debates and acts. The meticulous reconstruction of that debate at a transnational level is the result of a long archival work with unpublished and illuminating papers on the issue of continuity between political cultures. The text can be easily read by students of Humanities and Social Sciences courses but it is also pleasant for fans of the subject.
Florence, 1429 Giovanni de' Medici is dead. A lifetime of shrewd investment, strategic alliance and sly manipulation saw Giovanni climb from mere money-lender to the top echelon of Florentine society. But success has left a slew of bitter enemies in his wake – and there are whispers his untimely demise wasn't accidental. Florence is a nest of vipers, and with the Medici family's wealth in the hands of Giovanni's untested sons, Cosimo and Lorenzo, there are those who feel that now is the time to strike, to destroy the upstarts and seize their holdings. First in an award-winning, bestselling quartet charting ten generations of rise to power. Praise for Matteo Strukul: 'Strukul has a brilliant style and a rare imagination' TIM WILLOCKS 'One of the most important new voices in Italian crime fiction' JOE R. LANSDALE
On October 1922 Mussolini became head of the Italian government, a situation that would last for twenty years. That power was obtained was largely due to the widespread violence perpetrated by blackshirts throughout Italy (squadristi). Violence however did not end. Old and new blackshirts played a major role in making Italy a fascist country. Contrary to the claims of many scholars that have depicted blackshirts after the March on Rome only as troublemakers for Mussolini, the book shows that they played a crucial role in establishing a full and totalitarian dictatorship. Squadristi carried out processes of fascistisation, crushed opponents and convinced bystanders and dubious people, consolidating fascist power in many aspects of social, political and even intimate life. By resorting to new archives, a long chronology and a focus on individual perspectives, this book gives voice to the perpetrators of fascist violence and offers new insights into the lives of squadristi throughout the dictatorship, outlining their beliefs, outlooks and expectations. The book shows that post-1922 squadrismo was not a side effect of Fascism's twenty-year history. On the contrary, violence represents one of the essential components of any definition of Italian Fascism.
Tra l'Adriatico e le Alpi, tra il Collio e la Bassa. Tra cittadini e campagnoli, tra la gente di mare di Trieste e i montanari della Carnia. Tra la concretezza del Friuli odierno e il patrimonio di leggende, fiabe e cultura popolare del Friuli che fu. Tra un passato mai concluso e un futuro mai del tutto giunto. Un omaggio a questo confuso microcosmo di idee, luoghi e destini che è il Friuli Venezia Giulia.
The book represents the first attempt to systematically deal with the use of deep neural networks to forecast chaotic time series. Differently from most of the current literature, it implements a multi-step approach, i.e., the forecast of an entire interval of future values. This is relevant for many applications, such as model predictive control, that requires predicting the values for the whole receding horizon. Going progressively from deterministic models with different degrees of complexity and chaoticity to noisy systems and then to real-world cases, the book compares the performances of various neural network architectures (feed-forward and recurrent). It also introduces an innovative and powerful approach for training recurrent structures specific for sequence-to-sequence tasks. The book also presents one of the first attempts in the context of environmental time series forecasting of applying transfer-learning techniques such as domain adaptation.
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