Boost your understanding of data science techniques to solve real-world problems Data science is an exciting, interdisciplinary field that extracts insights from data to solve business problems. This book introduces common data science techniques and methods and shows you how to apply them in real-world case studies. From data preparation and exploration to model assessment and deployment, this book describes every stage of the analytics life cycle, including a comprehensive overview of unsupervised and supervised machine learning techniques. The book guides you through the necessary steps to pick the best techniques and models and then implement those models to successfully address the original business need. No software is shown in the book, and mathematical details are kept to a minimum. This allows you to develop an understanding of the fundamentals of data science, no matter what background or experience level you have.
Employ heuristic adjustments for truly accurate analysis Heuristics in Analytics presents an approach to analysis that accounts for the randomness of business and the competitive marketplace, creating a model that more accurately reflects the scenario at hand. With an emphasis on the importance of proper analytical tools, the book describes the analytical process from exploratory analysis through model developments, to deployments and possible outcomes. Beginning with an introduction to heuristic concepts, readers will find heuristics applied to statistics and probability, mathematics, stochastic, and artificial intelligence models, ending with the knowledge applications that solve business problems. Case studies illustrate the everyday application and implication of the techniques presented, while the heuristic approach is integrated into analytical modeling, graph analysis, text analytics, and more. Robust analytics has become crucial in the corporate environment, and randomness plays an enormous role in business and the competitive marketplace. Failing to account for randomness can steer a model in an entirely wrong direction, negatively affecting the final outcome and potentially devastating the bottom line. Heuristics in Analytics describes how the heuristic characteristics of analysis can be overcome with problem design, math and statistics, helping readers to: Realize just how random the world is, and how unplanned events can affect analysis Integrate heuristic and analytical approaches to modeling and problem solving Discover how graph analysis is applied in real-world scenarios around the globe Apply analytical knowledge to customer behavior, insolvency prevention, fraud detection, and more Understand how text analytics can be applied to increase the business knowledge Every single factor, no matter how large or how small, must be taken into account when modeling a scenario or event—even the unknowns. The presence or absence of even a single detail can dramatically alter eventual outcomes. From raw data to final report, Heuristics in Analytics contains the information analysts need to improve accuracy, and ultimately, predictive, and descriptive power.
The Levitical Day of Atonement was a day of penitence, confession, and judgment for Israelites of loyal character and a day of covenant renewal for the nation of Israel. On this day, sin was removed from the tabernacle through the application of sacrificial blood to its altars and compartments, as well as by the dismissal of the goat for Azazel, which carried all the community’s sin to a “barren land.” As it became ingrained in the veil of Jewish consciousness, the Day of Atonement underwent a “process of abstraction” over many centuries leading up to Second Temple times, when the Most Holy Place lay devoid of the ark of the covenant and its mercy seat. Continuing to reverberate in the Jewish imaginaire, the Day of Atonement was received by the authors of the New Testament, including John of Patmos, to whom its sacrificial typology provided irresistible motifs which they used to proclaim “the Christ event.” By utilizing a coherent intertextual approach, this book explores how John wove the Day of Atonement into the colorful literary tapestry of Revelation.
Network Science Network Science offers comprehensive insight on network analysis and network optimization algorithms, with simple step-by-step guides and examples throughout, and a thorough introduction and history of network science, explaining the key concepts and the type of data needed for network analysis, ensuring a smooth learning experience for readers. It also includes a detailed introduction to multiple network optimization algorithms, including linear assignment, network flow and routing problems. The text is comprised of five chapters, focusing on subgraphs, network analysis, network optimization, and includes a list of case studies, those of which include influence factors in telecommunications, fraud detection in taxpayers, identifying the viral effect in purchasing, finding optimal routes considering public transportation systems, among many others. This insightful book shows how to apply algorithms to solve complex problems in real-life scenarios and shows the math behind these algorithms, enabling readers to learn how to develop them and scrutinize the results. Written by a highly qualified author with significant experience in the field, Network Science also includes information on: Sub-networks, covering connected components, bi-connected components, community detection, k-core decomposition, reach network, projection, nodes similarity and pattern matching Network centrality measures, covering degree, influence, clustering coefficient, closeness, betweenness, eigenvector, PageRank, hub and authority Network optimization, covering clique, cycle, linear assignment, minimum-cost network flow, maximum network flow problem, minimum cut, minimum spanning tree, path, shortest path, transitive closure, traveling salesman problem, vehicle routing problem and topological sort With in-depth and authoritative coverage of the subject and many case studies to convey concepts clearly, Network Science is a helpful training resource for professional and industry workers in, telecommunications, insurance, retail, banking, healthcare, public sector, among others, plus as a supplementary reading for an introductory Network Science course for undergraduate students.
Suleiman the Magnificent, most glorious of the Ottoman sultans, kept Europe atremble for nearly half a century. In a few years he led his army as far as the gates of Vienna, made himself master of the Mediterranean and established his court in Baghdad. Faced with this redoubtable champion, who regarded it as his duty to extend the boundaries of Islam farther and farther, the Christian world struggled to unite against him. 'The Shadow of God on Earth', but also an expert politician and all-powerful despot, Suleiman ruled the state firmly with the help of his viziers. He extended the borders of the empire beyond what any of the Ottoman sultans had achieved, yet it is primarily as a lawgiver that he is remembered in Turkish history. His empire held dominion over three continents populated by more than thirty million inhabitants, among whom nearly all of the races and religions of mankind were represented. Prospering under a well-directed, authoritarian economy, Suleiman's reign marked the apogee of Ottoman power. City and country alike experienced unprecedented economic and demographic growth. Istanbul was the largest city in the world, enjoying a remarkable renaissance of arts and letters; a mighty capital, it was the seat of the Seraglio and dark intrigue.
In this volume, Andre Luiz focuses on aspects of life in the spirit world and the communication between discarnates and incarnates, especially during the sleep of the physical body. The spirit author explains the causes of mental disturbances and presents their respective spiritual treatments. In the form of a novel, he also analyzes topics such as abortion, epilepsy, schizophrenia and Down syndrome and highlights the immediate rescue given by invisible workers to those who need help in order to avoid- as far as possible- madness, suicide and extreme moral disasters.
This book focuses on the mechanobiological principles in tissue engineering with a particular emphasis on the multiscale aspects of the translation of mechanical forces from bioreactors down to the cellular level. The book contributes to a better understanding of the design and use of bioreactors for tissue engineering and the use of mechanical loading to optimize in vitro cell culture conditions. It covers experimental and computational approaches and the combination of both to show the benefits that computational modelling can bring to experimentalists when studying in vitro cell culture within a scaffold. With topics from multidisciplinary fields of the life sciences, medicine, and engineering, this work provides a novel approach to the use of engineering tools for the optimization of biological processes and its application to regenerative medicine. The volume is a valuable resource for researchers and graduate students studying mechanobiology and tissue engineering. For undergraduate students it also provides deep insight into tissue engineering and its use in the design of bioreactors. The book is supplemented with extensive references for all chapters to help the reader to progress through the study of each topic.
**Selected for Doody's Core Titles® 2024 with "Essential Purchase" designation in Dentistry** Get a better picture of operative dentistry from the most complete text on the market. Using a heavily illustrated, step-by-step approach, Sturdevant's Art and Science of Operative Dentistry, 7th Edition helps you master the fundamentals and procedures of restorative and preventive dentistry and learn to make informed decisions to solve patient needs. Drawing from both theory and practice and supported by extensive clinical and laboratory research, this new full-color edition features four new chapters and updated information in the areas of color and shade matching, light curing, periodontology, digital dentistry and more. It's the practicing dentist's complete guide to all aspects of operative dentistry. - Four new chapters cover the areas of color and shade matching, light curing, periodontology, and digital dentistry. - Expert Consult website with five supplemental chapters and procedure videos. - Evidence-based approach is supported by extensive clinical and laboratory research. - Comprehensive coverage provides a thorough understanding of caries and an authoritative approach to its treatment and prevention. - Illustrated step-by-step approach offers a better picture of conservative restorative and preventive dentistry. - Full color design clearly demonstrates techniques and details. - NEW! Four new chapters cover the areas of color and shade matching, light curing, periodontology, and digital dentistry. - NEW! Expert Consult website includes five additional online-only chapters, procedure videos, and references linked to PubMed. - NEW! Updated content throughout integrates new knowledge that has emerged since publication of the previous edition.
This practical handbook bridges the gap between those scientists who study landscapes and the planners and conservationists who must then decide how best to preserve and build environmentally-sound habitats. Until now, only a small portion of the relevant science has influenced the decision-making arenas where the future of our landscapes is debated and decided. The authors explain specific tools and concepts to measure a landscape's structure, form, and change over time. Metrics studied include patch richness, class area proportion, patch number and density, mean patch size, shape, radius of gyration, contagion, edge contrast, nearest neighbor distance, and proximity. These measures will help planners and conservationists make better land use decisions for the future.
A dictionary-style guide to the science fiction worlds of Jack Vance. A souvenir of the worlds you have visited in the past! A planning guide for your next excursion off world! A handy survival manual for unexpected occasions! A reference work on the science fiction of award-winning Grand Master Jack Vance! A handbook!
Die boek stel die voorgraadse student in narkose bekend aan sommige van die beginsels van narkose praktyk. Die hoofoogmerk van die boek is om praktisyns die wetenkap van anestesiologie te help verstaan eerder as om hulle te onderwerp aan resepmatigheid wat dokters in tegnici verander.
The first in a new "Quick Reference" series in PM&R, this volume broadly covers the complex topic of spine care. Broken down into 100 conditions, the bulleted text and helpful illustrations provide a clinical roadmap for diagnosing and treating spine disorders commonly and not so commonly encountered in daily practice. Every entry features description, etiology, epidemiology, pathogenesis, risk factors, clinical features, natural history, diagnosis, red flags, treatment, prognosis, helpful hints, and suggested readings on two facing pages for easy access to key information at a glance. Every entry is standardized for quick look-up in the office or clinic, and features description, etiology, risk factors, clinical features, natural history, diagnosis, red flags, treatment, prognosis, helpful hints, and suggested readings.All Rehabilitation Medicine Quick Referencetitles offer: Consistent Approach and Organization: at-a-glance outline format allows readers to find the facts quickly Concise Coverage: of must-know information broken down into easy-to-locate topics Fast Answers to Clinical Questions: diagnostic and management criteria for problems commonly encountered in daily practice Hands-on Practical Guidance: for all types of interventions and therapies Multi-Specialty Perspective: ensures that issues of relevance to all rehabilitation team members are addressed
Transport Phenomena in Micro- and Nanoscale Functional Materials and Devices offers a pragmatic view on transport phenomena for micro- and nanoscale materials and devices, both as a research tool and as a means to implant new functions in materials. Chapters emphasize transport properties (TP) as a research tool at the micro/nano level and give an experimental view on underlying techniques. The relevance of TP is highlighted through the interplay between a micro/nanocarrier's characteristics and media characteristics: long/short-range order and disorder excitations, couplings, and in energy conversions. Later sections contain case studies on the role of transport properties in functional nanomaterials. This includes transport in thin films and nanostructures, from nanogranular films, to graphene and 2D semiconductors and spintronics, and from read heads, MRAMs and sensors, to nano-oscillators and energy conversion, from figures of merit, micro-coolers and micro-heaters, to spincaloritronics. Presents a pragmatic description of electrical transport phenomena in micro- and nanoscale materials and devices from an experimental viewpoint Provides an in-depth overview of the experimental techniques available to measure transport phenomena in micro- and nanoscale materials Features case studies to illustrate how each technique works Highlights emerging areas of interest in micro- and nanomaterial transport phenomena, including spintronics
This book demonstrates that mobility in Europe is not a synonym for European mobility, showing how certain mobile individuals are more likely to develop an explicitly European identity than others. Through a series of mobile ethnographic accounts with truck drivers, musicians and MEPs, the author lays out the complexities behind assumptions about mobility and European identity, providing a clear contrast between individuals for whom this process certainly is true and others who, in spite of their high levels of mobility, do not consider themselves European, or for whom the notion of being European is simply insignificant. Ultimately, as this book shows, the enactment of a European identity, through practices of mobility, has more to do with social class than with a mobile condition per se, with mobility in Europe being transformed into European mobility only when it empowers individuals, solidifying their elevated position in the social pyramid. An account of European identity and its connection to mobility and notions of class, Mobility and Identity in Europe also explores the ways in which mobile ethnography can be practised as a method and what conclusions can be drawn from it. As such, it will appeal to scholars and students of sociology, anthropology and geography.
The paper proposes a simple, new, analytical framework for assessing the cost and benefits of macroprudential policies. It proposes a measure of net benefits in terms of parameters that can be estimated: the probability of crisis, the loss in output given crisis, policy effectiveness in bringing down both the probability and damage during crisis, and the output-cost of a policy decision. It discusses three types of policy leakages and identifies instruments that could best minimize the leakages. Some rules of thumb for policymakers are provided.
How does the production of performance engage with the fundamental issues of our advanced neo-capitalist age? André Lepecki surveys a decade of experimental choreography to uncover the dual meaning of ‘performance’ in the twenty-first century: not just an aesthetic category, but a mode of political power. He demonstrates the enduring ability of performance to critique and subvert this power, examining this relationship through five ‘singularities’ in contemporary dance: thingness, animality, persistence, darkness, and solidity. Exploring the works of Mette Ingvartsen, Yvonne Rainer, Ralph Lemon, Jérôme Bel and others, Lepecki uses his concept of ‘singularity’—the resistance of categorization and aesthetic identification—to examine the function of dance and performance in political and artistic debate.
Obstetrics and Gynecology in Low-Resource Settings provides practical guidelines for ensuring quality care to women in locations where facilities are inadequate, equipment and medications are in short supply, and medical staff are few. This reference will be an essential companion to health care providers throughout the world.
This book presents the major tool types of European Lower and Middle Paleolithic. Building on the typelist of the late Francois Bordes, with many forms that have been recognized since, it presents working definitions of the types with illustrations and discussions of the variability inherent to lithic typologies. The authors combine classic typological views with current notions of lithic typological variation. This handbook represents not only an important reference source for gaining a practical understanding of how Lower and Middle Paleolithic typology is applied but of the nature of lithic variability in other kinds of assemblages as well.
A highly original exploration of the history of architecture in relation to fish, shedding light on the connection between marine environments and terrestrial landscapes. Architecture Follows Fish is set in the North Atlantic, and its protagonist is fish. In this book author and architect André Tavares explores the notion of fishing architecture, a concept coined to describe architectural practices that are spawned by fisheries. To encompass the scope of fishing architecture, and to establish the connections between marine ecology and architectural practice, the book oscillates between different continents, centuries, and species. Fisheries are unique, and this book sheds light on that uniqueness through an articulated narrative and a wealth of iconography. Up until now there has been no history of architecture from the perspective of fish, although there are counterparts for meat, timber, oil, and many other industries. Tavares provides a counternarrative to the traditional history of marine environments, which tends to focus on water ecosystems, and instead forms a bridge between what happens at sea and what happens on land. The hope is that, after reading this book, readers will better understand life in the sea in relation to urban growth and terrestrial landscapes.
One Discipline, Four Ways offers the first book-length introduction to the history of each of the four major traditions in anthropology—British, German, French, and American. The result of lectures given by distinguished anthropologists Fredrik Barth, Andre Gingrich, Robert Parkin, and Sydel Silverman to mark the foundation of the Max Planck Institute for Social Anthropology, this volume not only traces the development of each tradition but considers their impact on one another and assesses their future potentials. Moving from E. B. Taylor all the way through the development of modern fieldwork, Barth reveals the repressive tendencies that prevented Britain from developing a variety of anthropological practices until the late 1960s. Gingrich, meanwhile, articulates the development of German anthropology, paying particular attention to the Nazi period, of which surprisingly little analysis has been offered until now. Parkin then assesses the French tradition and, in particular, its separation of theory and ethnographic practice. Finally, Silverman traces the formative influence of Franz Boas, the expansion of the discipline after World War II, and the "fault lines" and promises of contemporary anthropology in the United States.
Get a better picture of operative dentistry from the most complete text on the market. Using a detailed, heavily illustrated, step-by-step approach, this comprehensive guide helps you master the fundamentals and procedures of restorative and preventive dentistry and learn to make informed decisions to solve patient needs. This widely respected text draws from both theory and practice, and is supported by extensive clinical and laboratory research. The new edition features a new full-color design, significant content updates, and a new companion website with six supplemental chapters, videos, and more. - Comprehensive coverage spans the entire spectrum of operative dentistry, including fundamentals, diagnosis, instrumentation, preparation, restoration, and prevention. - Practical, scientific approach to content is supported by sound clinical and laboratory research and incorporates both theory and practice. - Clear presentation of techniques and procedures uses a consistent pattern to cover each restorative process. - Procedural alternatives instruct on how to adapt a procedure or technique to answer individual patient needs. - Pros and cons of restoration options discuss the advantages, disadvantages, indications, and contraindications involved to help you make informed decisions when multiple treatment options are available. - Significant revisions across all chapters streamline the book and make it easier to read. - New full-color design gives you a better picture of concepts and procedure details. - Companion website offers electronic access to the book, plus six supplemental chapters, videos, and weblinks.
With about 200,000 entries, StarBriefs Plus represents the most comprehensive and accurately validated collection of abbreviations, acronyms, contractions and symbols within astronomy, related space sciences and other related fields. As such, this invaluable reference source (and its companion volume, StarGuides Plus) should be on the reference shelf of every library, organization or individual with any interest in these areas. Besides astronomy and associated space sciences, related fields such as aeronautics, aeronomy, astronautics, atmospheric sciences, chemistry, communications, computer sciences, data processing, education, electronics, engineering, energetics, environment, geodesy, geophysics, information handling, management, mathematics, meteorology, optics, physics, remote sensing, and so on, are also covered when justified. Terms in common use and/or of general interest have also been included where appropriate.
Network Science Network Science offers comprehensive insight on network analysis and network optimization algorithms, with simple step-by-step guides and examples throughout, and a thorough introduction and history of network science, explaining the key concepts and the type of data needed for network analysis, ensuring a smooth learning experience for readers. It also includes a detailed introduction to multiple network optimization algorithms, including linear assignment, network flow and routing problems. The text is comprised of five chapters, focusing on subgraphs, network analysis, network optimization, and includes a list of case studies, those of which include influence factors in telecommunications, fraud detection in taxpayers, identifying the viral effect in purchasing, finding optimal routes considering public transportation systems, among many others. This insightful book shows how to apply algorithms to solve complex problems in real-life scenarios and shows the math behind these algorithms, enabling readers to learn how to develop them and scrutinize the results. Written by a highly qualified author with significant experience in the field, Network Science also includes information on: Sub-networks, covering connected components, bi-connected components, community detection, k-core decomposition, reach network, projection, nodes similarity and pattern matching Network centrality measures, covering degree, influence, clustering coefficient, closeness, betweenness, eigenvector, PageRank, hub and authority Network optimization, covering clique, cycle, linear assignment, minimum-cost network flow, maximum network flow problem, minimum cut, minimum spanning tree, path, shortest path, transitive closure, traveling salesman problem, vehicle routing problem and topological sort With in-depth and authoritative coverage of the subject and many case studies to convey concepts clearly, Network Science is a helpful training resource for professional and industry workers in, telecommunications, insurance, retail, banking, healthcare, public sector, among others, plus as a supplementary reading for an introductory Network Science course for undergraduate students.
Employ heuristic adjustments for truly accurate analysis Heuristics in Analytics presents an approach to analysis that accounts for the randomness of business and the competitive marketplace, creating a model that more accurately reflects the scenario at hand. With an emphasis on the importance of proper analytical tools, the book describes the analytical process from exploratory analysis through model developments, to deployments and possible outcomes. Beginning with an introduction to heuristic concepts, readers will find heuristics applied to statistics and probability, mathematics, stochastic, and artificial intelligence models, ending with the knowledge applications that solve business problems. Case studies illustrate the everyday application and implication of the techniques presented, while the heuristic approach is integrated into analytical modeling, graph analysis, text analytics, and more. Robust analytics has become crucial in the corporate environment, and randomness plays an enormous role in business and the competitive marketplace. Failing to account for randomness can steer a model in an entirely wrong direction, negatively affecting the final outcome and potentially devastating the bottom line. Heuristics in Analytics describes how the heuristic characteristics of analysis can be overcome with problem design, math and statistics, helping readers to: Realize just how random the world is, and how unplanned events can affect analysis Integrate heuristic and analytical approaches to modeling and problem solving Discover how graph analysis is applied in real-world scenarios around the globe Apply analytical knowledge to customer behavior, insolvency prevention, fraud detection, and more Understand how text analytics can be applied to increase the business knowledge Every single factor, no matter how large or how small, must be taken into account when modeling a scenario or event—even the unknowns. The presence or absence of even a single detail can dramatically alter eventual outcomes. From raw data to final report, Heuristics in Analytics contains the information analysts need to improve accuracy, and ultimately, predictive, and descriptive power.
A timely look at effective use of social network analysis within the telecommunications industry to boost customer relationships The key to any successful company is the relationship that it builds with its customers. This book shows how social network analysis, analytics, and marketing knowledge can be combined to create a positive customer experience within the telecommunications industry. Reveals how telecommunications companies can effectively enhance their relationships with customers Provides the groundwork for defining social network analysis Defines the tools that can be used to address social network problems A must-read for any professionals eager to distinguish their products in the marketplace, this book shows you how to get it done right, with social network analysis.
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