Deep Learning, Volume 48 in the Handbook of Statistics series, highlights new advances in the field, with this new volume presenting interesting chapters on a variety of timely topics, including Generative Adversarial Networks for Biometric Synthesis, Data Science and Pattern Recognition, Facial Data Analysis, Deep Learning in Electronics, Pattern Recognition, Computer Vision and Image Processing, Mechanical Systems, Crop Technology and Weather, Manipulating Faces for Identity Theft via Morphing and Deepfake, Biomedical Engineering, and more.

Statistical learning and analysis techniques have become extremely important today, given the tremendous growth in the size of heterogeneous data collections and the ability to process it even from physically distant locations. Recent advances made in the field of machine learning provide a strong framework for robust learning from the diverse corpora and continue to impact a variety of research problems across multiple scientific disciplines. The aim of this handbook is to familiarize beginners as well as experts with some of the recent techniques in this field.

The Handbook is divided in two sections: Theory and Applications, covering machine learning, data analytics, biometrics, document recognition and security.
very relevant to current research challenges faced in various fieldsself-contained reference to machine learning

emphasis on applications-oriented techniques

The history, testimony, education, outcomes, and strengths of people living with HIV/AIDS.

The movement of goods and passengers between port cities not only stimulates growth in coastal trading networks and centers but also inevitably changes the social and economic lives of people in these port cities and, subsequently, of their fellow compatriots farther inland. Studies of port cities have focused on the interactive political and economic relationship between trading centers. The center of attention in this book is socioeconomic life and cultural identity, which are shaped by the movement of goods, people, knowledge, and information, particularly when the community faces a crisis. Transnational studies focus on cross-border connections between people, institutions, commodities, and ideas, with an emphasis on their global presence. This book looks at the responses of different localities to the same global crisis. It gathers a selection of the fifty papers presented at the conference on "Coping with Transnational Crisis: Chinese Economic and Social Lives in East Asian Port Cities, 1850-1950," held in Hong Kong on June 7-11, 2016. The period from the 1850s to the outbreak of war in the Pacific in the late 1930s encompasses two major transnational crises with significant impacts on the Chinese population in Southeast Asian port cities in terms of their way of living and the construction of their identity: the emergence of bubonic plague in the 1880s and 1920s and the global economic crisis in the late 1920s and early 1930s. The authors discuss the social and economic lives in various South East Asian port cities where many residents had to cope with these transnational crises. They do so through examining institutional measurements, rituals and festivals, communication, knowledge and information exchange as well as identity (re)construction. In addition, they explore how local communities responded to knowledge and information between the port cities and cities as well as inland locations. The chapters in this book offer solid grounds for future comparisons, not only based on a specific time or event but also on how society reacted over time, space, and various types of crises.

This book presents theory-driven discussion on the link between implementing green shipping practices (GSP) and shipping firm performance. It examines the shipping industry's challenge of supporting economic growth while enhancing environmental performance. Consisting of nine chapters, the book covers topics such as the conceptualization of green shipping practices(GSPs), measurement scales for evaluating GSP implementation, greening capability, greening and performance relativity (GPR), green management practice, and green shipping network. In view of the increasing quest for environment protection in the shipping sector, this book provides a good reference for firms to understand and evaluate their capability in carrying out green operations on their shipping activities.

Theoriginalmotivationsfordevelopingopticalcharacterrecognitiontechnologies weremodesttoconvertprintedtexton?atphysicalmediatodigitalform,prod- ingmachine-readabledigitalcontent. Bydoingthis,wordsthathadbeeninertand bound to physical material would be brought into the digital realm and thus gain newandpowerfulfunctionalitiesandanalyticalpossibilities. First-generation digital OCR researchers in the 1970s quickly realized that by limiting their ambitions primarily to contemporary documents printed in st- dard font type from the modern Roman alphabet (and of these, mostly English language materials), they were constraining the possibilities for future research andtechnologiesconsiderably. Domainresearchersalsosawthatthetrajectoryof OCR technologies if left unchanged would exclude a large portion of the human record. Digitalconversionofdocumentsandmanuscriptsinotheralphabets,scripts, and cursive styles was of critical importance. Embedded in non-Roman alp- bet source documents, including ancient manuscripts, papyri scrolls, clay tablets, and other inscribed artifacts was not only a wealth of scholarly information but alsonewopportunitiesandchallengesforadvancingOCR,imagingsciences,and othercomputationalresearchareas. Thelimitingcircumstancesatthetimeincluded the rudimentary capability (and high cost) of computational resources and lack of network-accessible digital content. Since then computational technology has advancedataveryrapidpaceandnetworkinginfrastructurehasproliferated. Over time, thisexponential decrease inthecost of computation, memory, and com- nicationsbandwidthcombinedwiththeexponentialincreaseinInternet-accessible digitalcontenthastransformededucation,scholarship,andresearch. Largenumbers ofresearchers,scholars,andstudentsuseanddependuponInternet-basedcontent andcomputationalresources. Thechaptersinthisbookdescribeacriticallyimportantareaofinvestigation- addressingconversionofIndicscriptintomachine-readableform. Roughestimates haveitthatcurrentlymorethanabillionpeopleuseIndicscripts. Collectively,Indic historic and cultural documents contain a vast richness of human knowledge and experience. The state-of-the-art research described in this book demonstrates the multiple values associated with these activities. Technically, the problems associated with Indicscriptrecognitionareverydif?cultandwillcontributetoandinformrelated v vi Foreword scriptrecognitionefforts. Theworkalsohasenormousconsequenceforenriching andenablingthestudyofIndicculturalheritagematerialsandthehistoricrecord of its people. This in turn broadens the intellectual context for domain scholars focusingonothersocieties,ancientandmodern. Digital character recognition has brought about another milestone in coll- tivecommunicationbybringinginert,?xed-in-place,textintoaninteractivedi- talrealm. Indoingso,theinformationhasgainedadditionalfunctionalitieswhich expandourabilitiestoconnect,combine,contextualize,share,andcollaboratively pursue knowledge making. High-quality Internet content continues to grow in an explosivefashion. Inthenewglobalcyberenvironment,thefunctionalitiesandapp- cationsofdigitalinformationcontinuetotransformknowledgeintonewundersta- ingsofhumanexperienceandtheworldinwhichwelive. Thepossibilitiesforthe futurearelimitedonlybyavailableresearchresourcesandcapabilitiesandtheim- inationandcreativityofthosewhousethem. Arlington,Virginia StephenM.

This book explains global trends and strategies in the shipping business, looking at the role of logistics service providers and at how information technology can help shipping operations. It also introduces best practices and advice that will allow professionals to improve the management of shipping and logistics activities.  The book consists of sections examining shipping and trade, business strategies for shipping, intermodal container transport operations, and ports.  This new edition adds a new fifth section with four new chapters that discusses contemporary issues in shipping. The new chapters are related to risk management in shipping, shipping security and safety, environmental and social sustainability, and a review of new technologies in the shipping industry and their future potential.   An invaluable source of information for researchers and advanced, or graduate, students, Shipping and Logistics Management is also a useful reference for shipping practitioners and consultants.

This book enables readers to understand the theoretical aspects, key steps and scientific techniques with a detailed mechanism to produce biofuels from algae. Each chapter provides the latest developments and recent advancements starting from algal cultivation techniques to the production of value-added green fuels, chemicals and products with wide applications. The volume brings together a broad range of international and interdisciplinary experts, including chemical and biological engineers, biotechnologists, process engineers, environmentalists, pharmacists and nutritionists, to one platform to explore the beneficial aspects and challenges for an algal-based biorefinery. Chapters address cutting-edge issues surrounding algal cultivation, including genetic modification of algal strains, design and optimization of photobioreactors and open-pond systems, algal oil extraction techniques and algal-derived fuel products (biodiesel, bio-gasoline, jet fuels and bio-oil). Finally, the book considers the potential environmental impacts for establishing a sustainable algal biorefinery through lifecycle analysis, techno-economic assessment and supply chain management. This book will be an important resource for students, academics and professionals interested in algal cultivation, biofuels and agricultural engineering, and renewable energy and sustainable development more broadly.

This book highlights the significance of using sustainable energy to prevent the deterioration of our planet using heat pumps. Energy sustainability can be achieved through improved energy efficiency. In this regard, heat pumps offer an energy-efficient alternative for heating and cooling. To drive the adoption of heat pumps as a key component of sustainable buildings, the authors focus on examining sustainable practices in heat pump operations and innovative system design. In view of the growing desire to use sustainable energy to meet heating and cooling demands and improve indoor air quality, this book offers a valuable reference guide to the available options in HVAC (heating, ventilation, and air-conditioning) system design. To begin with, the authors define sustainable energy and discuss the trend of "thinking green" in building design. They then discuss sustainable practices and heat pump applications in mapping out HVAC systems. In turn, they examine the use of green operations to promote sustainable practices and, in order to highlight the importance of innovative design, discuss the configuration options and precision control aspects. In closing, the authors illustrate innovative sustainable design on the basis of several energy-efficient cases. The book's main goal is to drive the adoption of sustainable energy solutions. Heat pumps, it argues, represent the most efficient system for meeting commercial/recreational/residential heating and cooling demands. The book not only examines industrial practices in heat pump application, but also discusses advanced heat pump technologies and innovative heat pump designs.

This book enables readers to understand the theoretical aspects, key steps and scientific techniques with a detailed mechanism to produce biofuels from algae. Each chapter provides the latest developments and recent advancements starting from algal cultivation techniques to the production of value-added green fuels, chemicals and products with wide applications. The volume brings together a broad range of international and interdisciplinary experts, including chemical and biological engineers, biotechnologists, process engineers, environmentalists, pharmacists and nutritionists, to one platform to explore the beneficial aspects and challenges for an algal-based biorefinery. Chapters address cutting-edge issues surrounding algal cultivation, including genetic modification of algal strains, design and optimization of photobioreactors and open-pond systems, algal oil extraction techniques and algal-derived fuel products (biodiesel, bio-gasoline, jet fuels and bio-oil). Finally, the book considers the potential environmental impacts for establishing a sustainable algal biorefinery through lifecycle analysis, techno-economic assessment and supply chain management. This book will be an important resource for students, academics and professionals interested in algal cultivation, biofuels and agricultural engineering, and renewable energy and sustainable development more broadly.

Researchers and theorists are calling for more research that considers the interaction of race, class, and gender in urban education research and practice. Teaching Black Girls: Resiliency in Urban Classrooms is the first book to directly focus on the pedagogical and educational needs of poor and working-class African American female students. Blurring the boundaries between research, theory, and practice, Teaching Black Girls offers teachers and educational advocates an alternative lens to approach positive educational development in urban schools. Using data from a three-year ethnography, this book explores ways in which teachers and educational institutions can foster resilience in students who acquire many risks and vulnerabilities in a society that privileges whiteness, wealth, and men. The author merges the tenets of postmodernism, Black feminism, and critical pedagogy to offer insight into the learning dynamics of students who may encounter multiple adversities in the home, community, and school.

In a remote community on the edge of a windswept desert, a woman has been condemned to death by stoning. Steeped in the harsh values of her traditional, patriarchal society, Noor accepts her fate. When an aid worker befriends her, urging her to defend herself and her unborn child, the two women form a bond. Together with Amina, Noor's outspoken friend, they struggle to defy the law. Written in prose imbued with the rhythms and images of the author's native language, Arabic, this is a tale of the bonds of female friendships, solidarity and empowerment in a society where a woman's voice, especially in the public sphere, has been denied.

Recently, Black women have taken the world stage in national politics, popular culture, professional sports, and bringing attention to racial injustice in policing and the judicial system. However, rarely are Black women acknowledged and highlighted for their efforts to understand the social problems confronting our generation and those generations that came before us. In the post-civil rights era, research faculty and theoreticians must acknowledge the marginalization of Black women scholars' voices in contemporary qualitative scholarship and debates. Black Feminism in Qualitative Inquiry: A Mosaic for Writing our Daughter's Body engages qualitative inquiry to center the issues and concerns of Black women as researcher(s) and the researched while simultaneously questioning the ostensible innocence of qualitative inquiry, including methods of data collection, processes of data analysis, and representations of human experiences and identities. The text centers "daughtering" as the onto-epistemological tool for approaches to Black feminist and critical race data analysis in qualitative inquiry. Advanced and novice researchers interested in decolonizing methodologies and liberatory tools of analysis will find the text useful for cultural, education, political, and racial critiques that center the intersectional identities and interpretations of Black women and girls and other people of color. Daughtering as a tool of analysis in Black feminist qualitative inquiry is our own cultural and spiritual way of being, doing, and performing decolonizing work.

An inspiring and innovative guide towards living your best life - made easy - from Venus Williams, one of the greatest tennis players of all time.

Throughout Venus Williams' incredible career in tennis, she's been asked almost every question imaginable. What she eats, how she trains, what she does to unwind, and most frequently, how does she manage to do it all?

Venus harnessed a rich blend of hard-won wisdom and core discipline to achieve her goals while keeping a simple promise to herself: to keep things fun. But after being diagnosed with an incurable autoimmune disorder that affected her emotional and physical wellness, Venus's vow was put to the test. She came up with the STRIVE strategy--a winning combination of holistic and scientific approaches to wellness and performance that focuses on making self-improvements reachable and sustainable.

In STRIVE, readers will learn how eight tiny but essential tenets can help turn smart choices into habits. And once that happens, you'll forge a lifestyle you return to because you want to, not because you have to-and that's when you start winning.

A biographic novel that captures the tempestuous and moving life of the poet Marina Tsvetaeva. The life of Marina Tsvetaeva (1892-1941) coincided with turbulent years in Russian history. She was an eminent Russian poet and a passionate lover involved with several men at the same time, including Rilke, who chose Lou Andreas-Salome over her, and Pasternak, who married someone else, but protected her until her death. Her life included many trials such as her poverty during the grueling Russian civil war, her young daughter's death from hunger in an orphanage, and the death of her husband, who fought against the Communist regime and was executed by the Soviet state. Rejected by official poets, then by the wealthy Russian diaspora in France, she finally returned to her country to end her wandering life. She hanged herself from a rope in an attic from which she could see the field where she had dug with bare hands for potatoes abandoned by local farmers. A poet-martyr of the Stalinist era-buried in an unmarked plot in the cemetery of Yelabuga-Tsvetaeva is brought to life in this poetic biographical novel by celebrated Lebanese author Venus Khoury-Ghata.