**Shortlisted for the 2021 Ned Kelly Award for True Crime** Shocking real-life stories of murderous women who used rat poison to rid themselves of husbands and other inconvenient family members. For readers of compelling history and true crime, from critically acclaimed, award-winning author Tanya Bretherton. After World War II, Sydney experienced a crime wave that was chillingly calculated. Discontent mixed with despair, greed with callous disregard. Women who had lost their wartime freedoms headed back into the kitchen with sinister intent and the household poison thallium, normally used to kill rats, was repurposed to kill husbands and other inconvenient family members. Yvonne Fletcher disposed of two husbands. Caroline Grills cheerfully poisoned her stepmother, a family friend, her brother and his wife. Unlike arsenic or cyanide, thallium is colourless, odourless and tasteless; victims were misdiagnosed as insane malingerers or ill due to other reasons. And once one death was attributed to natural causes, it was all too easy for an aggrieved woman to kill again. This is the story of a series of murders that struck at the very heart of domestic life. It's the tale of women who looked for deadly solutions to what they saw as impossible situations. The Husband Poisoner documents the reasons behind the choices these women made - and their terrible outcomes.
Possums in the roof, an echidna in the garden, or perhaps a python in the pantry? Living with Wildlife: A Guide for Our Homes and Backyards explores commonly asked questions and issues about encounters with wildlife. Taking a wildlife-friendly approach, Tanya Loos provides practical information, advice and solutions, based on current guidance from wildlife rescue organisations and the latest research. Living with Wildlife features helpful advice on wildlife rescue, both for every day and during extreme weather events, as well as common issues such as feeding wildlife, pets and driving. As urbanisation and climate change effects intensify, Australian wildlife need our help now more than ever, making this a timely guide for successfully living alongside our wild neighbours.
Francis Gurry's renowned work, Breach of Confidence, published in 1984, was groundbreaking and invaluable in the field of intellectual property as the first text to synthesise the then burgeoning case law on breach of confidence into a systematic form. A highly regarded book, it was the first point of resort for practitioners and a key source for judges. Aplin, Bently, Johnson and Malynicz bring us a new edition of this important work, which remains faithful to the original in its approach, but is fully updated in light of the developments since the first edition. The authors expand upon the original work, in particular adding new material on the history and current relevance of the action for breach of confidence, . The authors stress both the advantages and disadvantages of the action for breach of confidence and, like Gurry, they constantly distinguish the action from associated legislative regimes which regulate the access to, acquisition, use and disclosure of information. The book extensively references the many analyses of the data protection regime and considers also issues of jurisdiction and choice of applicable law. Bringing together their particular skills and interests, the three authors produce a fresh re-writing of a highly significant text which retains the academic quality and precision of the original and stakes its claim once more as the leading authority in the field.
If you’re seeking a comprehensive, current, and accessible guide to psychotherapy supervision, consult Psychotherapy Supervision: Theory, Research, and Practice, 2nd Edition, the anticipated revision of the original best-seller. Understand theory models of supervision, therapy-specific advice, procedures, special populations, research, professional and intercultural concerns, and power relations unique to the supervisory relationship. Written by experienced supervisors, the in-depth information in this book is clear and comprehensive, and it will prepare you to be able to work with a variety of clients in a multiplicity of environments.
Worship and Social Engagement in Urban Aboriginal-led Australian Pentecostal Congregations: (Re)imagining Identity in the Spirit provides an ethnographic account of three Australian Pentecostal congregations with Aboriginal senior leadership. Within this Pentecostalism, Dreaming realities and identities must be brought together with the Christian gospel. Yet current political and economic relationships with the Australian state complicate the possibilities of interactions between culture and Spirit. The result is a matrix or network of these churches stretching across Australia, with Black Australian Pentecostals resisting and accommodating the state through the construction of new and ancient identities. This work occurs most notably in context of the worship ritual, which functions through ritual interaction chains to energise the various social engagement programs these congregations sustain.
Part of the highly regarded Diagnostic Medical Sonography series, Diane M. Kawamura and Tanya D. Nolan’s Abdomen and Superficial Structures, 5th Edition, thoroughly covers the core content students need to master in today’s rigorous sonography programs. Careful, collaborative editing ensures consistency across all three titles in this series: The Vascular System, Abdomen and Superficial Structures, and Obstetrics and Gynecology, providing the right content at the right level for both students and instructors.
MATLAB for Neuroscientists serves as the only complete study manual and teaching resource for MATLAB, the globally accepted standard for scientific computing, in the neurosciences and psychology. This unique introduction can be used to learn the entire empirical and experimental process (including stimulus generation, experimental control, data collection, data analysis, modeling, and more), and the 2nd Edition continues to ensure that a wide variety of computational problems can be addressed in a single programming environment. This updated edition features additional material on the creation of visual stimuli, advanced psychophysics, analysis of LFP data, choice probabilities, synchrony, and advanced spectral analysis. Users at a variety of levels—advanced undergraduates, beginning graduate students, and researchers looking to modernize their skills—will learn to design and implement their own analytical tools, and gain the fluency required to meet the computational needs of neuroscience practitioners. - The first complete volume on MATLAB focusing on neuroscience and psychology applications - Problem-based approach with many examples from neuroscience and cognitive psychology using real data - Illustrated in full color throughout - Careful tutorial approach, by authors who are award-winning educators with strong teaching experience
Values such as ‘access’ and ‘inclusion’ are unquestioned in the contemporary educational landscape. But many methods of addressing these issues — installing signs, ramps, and accessible washrooms — frame disability only as a problem to be ‘fixed.’ The Question of Access investigates the social meanings of access in contemporary university life from the perspective of Cultural Disability Studies. Through narratives of struggle and analyses of policy and everyday practices, Tanya Titchkosky shows how interpretations of access reproduce conceptions of who belongs, where and when. Titchkosky examines how the bureaucratization of access issues has affected understandings of our lives together in social space. Representing ‘access’ as a beginning point for how disability can be rethought, rather than as a mere synonym for justice, The Question of Access allows readers to critically question their own implicit conceptions of disability, non-disability, and access.
Through a series of intimate, illuminating interviews with various members ofthe Vineyard, an evangelical church with hundreds of congregations across thecountry, Luhrmann leaps into the heart of evangelical faith.
The Covid-19 pandemic has thrown into relief some key issues in contemporary youth transitions to adulthood in Europe, presented in this book In early 2020, the Covid-19 pandemic struck Europe with a vengeance. All sections of the population were rapidly affected by the efforts made to limit the deadly impact of the coronavirus: lockdowns and other restrictions on personal movement, the closure of public spaces and limits to association. Young people were perhaps the least at risk in terms of illness and mortality. In other respects, they were disproportionately affected, on account of the closure of educational institutions, the collapse of recruitment to the labour market and the range of challenges surrounding the places and spaces where they lived, whether “at home” or elsewhere. Covid-19 regulations lasted for well over two years and their consequences linger on or persist. The experience of the pandemic affected young people in many ways. This book provides a range of accounts of those experiences, among different sectors of the youth population, in different parts of Europe and among those who sought to provide young people with support. It draws perspectives from pre-existing research projects that were sustained through the pandemic, spontaneous research inquiries and reflective case studies from practitioners in the field. This volume of the Youth Knowledge Book series presents a contemporaneous account of the impact of the Covid-19 pandemic period on young people. It broadly confirms the resulting exacerbation of the inequalities affecting young people in different and cross-sectional ways, as their lives and aspirations were disrupted and put on hold. But it is by no means completely bad news. Young people also displayed creativity, resilience and sometimes resistance during the pandemic, as did some professionals responsible for supporting them. From this diversity of understanding about responses to one crisis, there are important lessons and ideas for youth policy and how it may respond better to similar crises in the future.
Would you like to be taller? Many people - except very tall people - would likely answer yes. Why should this be the case, when height has nothing to do with intelligence, talent, fortitude, compassion, or indeed any of the factors that make us human? In her thoughtful and provocative book, Tanya S Osensky examines "heightism": the widely held and mostly unconscious notion that taller is better. She explores how and why short people are considered by many to be inferior, and describes the ways in which height bias affects them. Prejudice against short people is so common and casual that we do not even notice it, yet it factors significantly into discrimination in the workplace, in social situations, and beyond. The most helpless victims are short children, who are frequently subjected to years of hormone therapy, even when they have no physical need for such treatment, simply in an effort to make them taller as a way of countering this social bias. There is little legal recourse for short people who suffer workplace discrimination based on height. This succinct book exposes the cultural, medical, and occupational issues that short people face, which are often deemed unimportant and disregarded. Osensky challenges heightism by disclosing some beneficial aspects of shortness and suggesting avenues of activism and change.
Understanding Applied Learning enables teachers, lecturers and educators to facilitate applied learning effectively with learners in schools, colleges and universities. It introduces teachers to the concept of applied learning in practice, cutting across any vocational and academic divide to show how this approach supports high-quality and effective outcomes for learners. Applied learning prepares and equips learners for life in the twenty-first century and lifelong learning. Offering practical guidance on why and how to adopt applied learning in all post-primary settings, this practical resource introduces and explores the core concepts, practices and benefits of using this approach. Illustrated with real-life scenarios, it examines why applied learning is relevant today, how it enables learners to connect knowledge with new situations, how to navigate and solve intellectual and skills-based problems and how to work collaboratively and develop higher-level thinking skills. Key topics covered include: A range of applied learning theories and strategies Relevant, Engaging, Active Learning (REAL) for successful knowledge and skills development The relevance of applied learning to employers Overcoming issues in embedding applied learning approaches How to embed creativity into learning experiences. Understanding Applied Learning is an authoritative, down-to-earth guide to facilitate applied learning effectively and successfully with students in secondary schools, colleges and universities. It is a source of support and inspiration for all those committed to high-quality and effective outcomes for learners.
How military commanders interpret the rules of targeting impacts not only on whether civilians and civilian objects are harmed in the course of a military operation, but also on the scale of harm that ensues. Commentators have queried whether military commanders observed the law even when parties to a conflict acted in accordance with mandates to protect civilians, as was the case when a coalition of states bombed targets in Libya in 2011. However, limited guidance is publicly available on how military commanders apply these rules on the battlefield. In order to allow military commanders to exercise judgment in determining what steps they are required to take to spare civilians in a specific set of circumstances, the rules of targeting are formulated in an open-ended fashion, which complicates one’s ability to evaluate whether a particular military operation complies with the law. By examining case studies ranging from Operation Desert Storm in 1991 to Operation Protective Edge in 2014, this book addresses lacunae in current scholarship. It puts forward principles which capture how military commanders deliberate while interpreting what the rules of targeting require in particular scenarios. International humanitarian law, this book contends, places a duty on attackers to assume risk in order to mitigate danger to civilians. Drawing on the field of psychology, this study provides an explanation of how military commanders assess when circumstances do not permit them to inform civilians about a forthcoming attack.
The character of James Bond for many people is intrinsically linked in their minds with particular brands – Aston Martin, Bollinger, Omega, Smirnoff vodka, and so on. This direct association between character and brand highlights the intrinsic role of product placement in the film industry, and in the James Bond films in particular. Selling James Bond: Product Placement in the James Bond Films provides a comprehensive overview of the history of product placement in the James Bond series – charting the progression of the practice and drawing direct correlations to significant cultural and historical events that impacted upon the number and types of products incorporated into the series. While primarily a financial arrangement, it is also important that the practice of product placement be examined and understood in relation to these cultural contexts, an area of research so far largely ignored by academic study. Through extensive content analysis of the official James Bond film series, as well as utilising directors’ commentary and industry reports, this book illustrates the strong impact specific cultural and historical events have had on the practice of product placement in the series. In doing so, it provides an exciting and in-depth “behind the scenes” look at the James Bond film series, and its complicated and sometimes contentious history of product placement. In the process, it charts the gradual emergence of product placement from the more traditional background shot to becoming so embedded in the actual film narrative that they have become simply yet another method for filmmakers to produce cultural meaning.
Drawing on data from Australia, England and New Zealand, this book addresses how neo liberal policies of successive governments have decreased autonomy of academics and increased regimes of surveillance, radically altering how academics think about and engage in their intellectual work.
Mixing rigorous social theory with concrete analysis, Reading and Writing Disability Differently unpacks the marginality of disabled people by addressing how the meaning of our bodily existence is configured in everyday literate society. Tanya Titchkosky begins by illustrating how news media and policy texts reveal dominant Western ways of constituting the meaning of people, and the meaning of problems, as they relate to our understandings of the embodied self. Her goal is to configure disability as something more than a problem, and beyond simply a positive or a negative, and to treat texts on disability as potential sites to examine neo-liberal culture. Titchkosky holds that through an exploration of the potential behind limited representations of disability, we can relate to disability as a meaningful form of resistance to the restricted normative order of contemporary embodiment. Incorporating a textual analysis of ordinary depictions of disability, this innovative study promises to represent embodied differences in new ways and alter our imaginative relations to the politics of the body.
When war broke out between Great Britain and the United States in 1812, Sir George Prevost, captain general and governor in chief of British North America, was responsible for defending a group of North American colonies that stretched as far as the distance from Paris to Moscow. He also commanded one of the largest British overseas forces during the Napoleonic Wars. Defender of Canada, the first book-length examination of Prevost’s career, offers a reinterpretation of the general’s military leadership in the War of 1812. Historian John R. Grodzinski shows that Prevost deserves far greater credit for the successful defense of Canada than he has heretofore received. Earlier accounts portrayed Prevost as overly cautious and attributed the preservation of Canada to other officers, but Grodzinski challenges these assumptions and restores the general to his rightful place as British North America’s key military figure during the War of 1812. Grodzinski shows that Prevost’s strategic insight enabled him to enact a practicable defense despite scarce resources and to ably integrate naval power into his defensive plans. Prevost’s range of responsibilities in British North America were daunting. They included overseeing joint endeavors with Indian allies, managing logistical matters, monitoring naval construction and personnel needs, supervising colonial governments, and commanding the defense of Canada. Tasked with protecting an extensive and complex territory, Prevost employed a mix of soldiers, sailors, locally raised forces, and indigenous people in taking advantage of the American military’s weaknesses to defeat most of its plans. Following his recall to Britain in 1815 after the defeat at the Battle of Plattsburgh, Prevost would have been court-martialed had he not died unexpectedly. In carefully examining the charges leveled against Prevost, Grodzinski shows the general to have preserved the integrity of Canada, allowing diplomats to ensure its continued existence.
This textbook makes a concerted effort to expose crimes committed by those wielding unfettered personal power and crimes by corporations, business and states, crimes against human and non-human species and the environment. It examines an increasingly complex interplay of issues which surely should be at the heart of any criminology programme. This text adopts a fresh and innovative approach to exposing the crimes of the powerful, situating and understanding crimes and victimisations as it does within a framework where questions of structural and personal power in society are key. Fourteen case studies are threaded throughout the book and this methodology is used as a teaching resource for studying and uncovering the crimes of the powerful. The first three chapters comprehensively contextualise the problems of crime and power and establish the importance of power to understanding crime and victimisation in society. The chapters within Part I and Part II of the book then explore individual and group power respectively. Each of these chapters explore a case study or case examples followed by ‘Pause for Thought’ questions. Bigger ‘Go Further’ study questions are posed at the close of these chapters challenging students to engage in their own case study research to investigate the dynamics of crime and power.
This volume explores and presents challenges that “traditional” organisations experience once they take off towards self-managing organisations - what Laloux (2014) called Teal Organisations. It offers a new roadmap for leaders who are responsible for the implementation of self-managing teams in organisations.
Female" "Suicide Bombings" critically examines and challenges common assumptions of this loaded term. Tanya Narozhna and W. Andy Knight introduce female suicide bombings as a socio-political practice and a product of deeply politicized, gendered representations.
As you develop into active adult participants in Australian society, it is vital that you understand the ways in which state, national and international legal systems can and do affect you and those around you. This book will equip you with the knowledge and skills you need to effectively participate as a citizen now and in the future. [adapted from back cover].
This teacher resource book provides full teacher support for the Spelling Rules Workbooks D-GIt contains invaluable background information about spelling development and spelling knowledge, along with practical resources such as:teaching tips for each unitextra word listsdictation passagesstrategies for teaching spellingguidelines for assessment and diagnosis of errorsactivities to support struggling spellersworthwhile extension for more able spellers
Disaffected examines the effects of antisedition law on the overlapping public spheres of India and Britain under empire. After 1857, the British government began censoring the press in India, culminating in 1870 with the passage of Section 124a, a law that used the term "disaffection" to target the emotional tenor of writing deemed threatening to imperial rule. As a result, Tanya Agathocleous shows, Indian journalists adopted modes of writing that appeared to mimic properly British styles of prose even as they wrote against empire. Agathocleous argues that Section 124a, which is still used to quell political dissent in present-day India, both irrevocably shaped conversations and critiques in the colonial public sphere and continues to influence anticolonialism and postcolonial relationships between the state and the public. Disaffected draws out the coercive and emotional subtexts of law, literature, and cultural relationships, demonstrating how the criminalization of political alienation and dissent has shaped literary form and the political imagination.
... A practical guide designed to help early childhood teachers take advantage of the unique opportunity provided by the common core state standards. It offers strategies for planning and presenting vocabulary instruction and for monitoring children's word learning progress, along with helpful appendices that provide specific guidance on which words to teach"--Cover, page [4].
Find peace and calm in 8 weeks—an essential guide to mindfulness Curb the anxiety in your life and resist the things that are worrying you with mindfulness. The Mindful Path Through Anxiety gives you everything you need to bring this soothing and stress-relieving practice into your life. Mindfulness can help you find calm by teaching you how to focus on the present moment while muting the mentally exhausting thoughts swirling around you. Over eight weeks, you'll gain a better understanding of your anxiety, learn how to confront negative thoughts, and embrace a simple mindfulness practice through compassionate and understanding lessons. The Mindful Path Through Anxiety features: 8 Weeks to peace—Take things one week at a time with a plan that walks you through overcoming your anxiety by focusing on one success at a time. Master mindfulness—Get comprehensive guidance that teaches you essential strategies for living in the moment and fostering a soothing sense of peace. Practical techniques—Discover a medication-free way to manage your anxiety with simple, straightforward, and calming exercises that anyone can do. Start down the path to peace and freedom from anxiety today.
This comprehensive account of the southern English county during WWII covers everything from the Dunkirk evacuations to the Battle of Britain and more. Located along the English Channel, the southeastern county of Kent played a significant role in the Second World War. This volume covers Kent’s many contributions—both civilian and military—throughout the conflict. The chronicle details how the Dover Patrol kept Allied shipping safe in the English Channel, as well as the preparation and aftermath of the Dunkirk evacuations of May 1940, with all of the vessels leaving from and returning to Kent ports and harbors. Kent’s numerous airfields were of vital importance during the Battle of Britain between July and October 1940. The Richborough camp, set up in 1939 at the old First World War Kitchener barracks, provided safe haven to thousands of German and Austrian Jewish refugees. This book includes never before published letters written to one of the camps residents during his stay there. Historian Tanya Wynn also discusses the county's military hospitals and pow camps, it’s Victorian Cross and George Medal winners, and the restricted areas that adorned the coast as the people of Kent battened down the hatches, knowing that they were the very first line of defense in case of a German invasion.
The foundation of patient-centered care is the patient-professional relationship. By exploring both the disease and patients' unique experience of illness, healthcare professionals take into consideration their individual needs as well as their emotional and physical concerns. Using narratives to describe experiences of patients and professionals, this book reveals the four interactive components of the patient-centered clinical method: exploring health, disease and illness; understanding the whole person; finding common ground; and enhancing the patient-doctor relationship. The concluding chapters illustrate ways in which all four components interact with and complement each other and can be used in unison to the immeasurable benefit of both patient and professional. The stimulating narratives are all based on recent developments in the theoretical model of patient-centred clinical care. This wide-ranging, thought-provoking text is highly relevant to a wide range of healthcare professionals as well as medical educators and healthcare students. For physicians, narratives provide insight and illumination of what it truly means to be patient-centered. They also help clinicians to examine, in a reflective manner, what it means to be a healer. From the Introduction
What is maturity? Politics of Maturity scrutinizes the process of maturing and how--and why--we have traditionally conceptualized it. Why is it that when we picture an "adult" we often envision someone who is married, has children, and is economically successful? Tanya Loughead challenges such traditional notions of maturity by raising fundamental questions about society and its structure. Which structures and experiences help us to mature or block us from maturing? One thing is certain: we do not mature by ourselves. This book argues that lack of maturity in society is not merely a problem of individual personalities; it is equally a political and philosophical problem that requires revolutionary rethinking and redefinition.
This text provides a full and clear exposition of the fundamentals of intellectual property law in the UK. It combines excerpts from cases and a broad range of secondary works with insightful commentary from the authors which will situate the law within a wider international, comparative and political context.
a keeper of things forgotten, a vase / for pictures made by words, a riverbed / for the stories you tell, an earthen silhouette / of a child With vivid imagery and endless compassion for her subjects, Tanya Standish McIntyre’s words breathe life. Her richly lyrical phrases capture both the fear and the beauty of growing up in a rural working-class community, anchored by the magical bond between a young girl and her grandfather. Way’s Mills, Quebec, is the setting for these poems, although as with Mark Twain’s Mississippi, physical place becomes a place in the heart in this elegy for lost ancestral farms. Standish McIntyre gives voice to the unspoken, shining a light into the dark corners of our collective memory to reveal an indelible past that gleams with clarity, empathy, and humanity. Taking seed in the dilapidated barns and warm sunlit rooms of Standish McIntyre’s personal history, these poems weave a filigree of well-worn remembrances and time-honoured treaties of the self, half forgotten yet ever lingering. Lucid, sharp, and crisp as spring water, this collection holds a sweeping narrative power that will stay with you long after the last line.
FINANCIAL ENGINEERING Financial engineering is poised for a great shift in the years ahead. Everyone from investors and borrowers to regulators and legislators will need to determine what works, what doesn't, and where to go from here. Financial Engineering part of the Robert W. Kolb Series in Finance has been designed to help you do just this. Comprised of contributed chapters by distinguished experts from industry and academia, this reliable resource will help you focus on established activities in the field, developing trends and changes, as well as areas of opportunity. Divided into five comprehensive parts, Financial Engineering begins with an informative overview of the discipline, chronicling its complete history and profiling potential career paths. From here, Part II quickly moves on to discuss the evolution of financial engineering in major markets fixed income, foreign exchange, equities, commodities and credit and offers important commentary on what has worked and what will change. Part III then examines a number of recent innovative applications of financial engineering that have made news over the past decade such as the advent of securitized and structured products and highly quantitative trading strategies for both equities and fixed income. Thoughts on how risk management might be retooled to reflect what has been learned as a result of the recent financial crisis are also included. Part IV of the book is devoted entirely to case studies that present valuable lessons for active practitioners and academics. Several of the cases explore the risk that has instigated losses across multiple markets, including the global credit crisis. You'll gain in-depth insights from cases such as Countrywide, Société Générale, Barings, Long-Term Capital Management, the Florida Local Government Investment Pool, AIG, Merrill Lynch, and many more. The demand for specific and enterprise risk managers who can think outside the box will be substantial during this decade. Much of Part V presents new ways to be successful in an era that demands innovation on both sides of the balance sheet. Chapters that touch upon this essential topic include Musings About Hedging; Operational Risk; and The No-Arbitrage Condition in Financial Engineering: Its Use and Mis-Use. This book is complemented by a companion website that includes details from the editors' survey of financial engineering programs around the globe, along with a glossary of key terms from the book. This practical guide puts financial engineering in perspective, and will give you a better idea of how it can be effectively utilized in real- world situations.
Stop Wasting Precious Time and Money You have a complex problem at work, and you know the standard solutions: hire a consultant, enlist a superstar employee, have more meetings about it. In short, spend money and hours to dig your way out. But you’ve been down this road before—the so-called solution consumes your time, dollars, and resources, and yet the problem still reappears. There is a way out of this cycle. Organizational researchers Tanya Menon and Leigh Thompson, experts in collaboration and creativity, identify five spending traps that lead to this wasteful “action without traction”: The Expertise Trap: recycling old solutions on current problems The Winner’s Trap: investing additional resources into failing projects The Agreement Trap: avoiding conflict to feel like a team player The Communication Trap: communicating too frequently over too many channels The Macromanagement Trap: assuming your employees don’t need your direction Menon and Thompson combine their own research with other findings in psychology to provide strategies to break these unproductive habits and refine your skills as a manager. From shaping problems in new ways and learning from failure through experimentation, to stimulating productive conflict and structuring coordinated conversations, you can escape these traps and discover the value hidden in your organization—without spending a dime.
Discover the second book in the Keeper's Chronicles, where a young woman masters of the possibilities of time and space, maintaining the balance between worlds to protect Earth. Claire Hansen was a Keeper, gifted—or cursed—with the job of being one of Earth's Guardians, “Summoned” to areas where anomalies existed, where rifts had opened—or had been opened. Such places were the world's danger spots where, if they weren’t sealed in time, all the minions of Hell might break through. After she’d closed the portal into Hell at the Elysian Fields Guest House, Claire and her talking cat, Austin, found they’d acquired a new companion—Dean. Though Dean was a Bystander and shouldn’t have been allowed to even remember Keepers existed, somehow in the course of their mutual ordeal at the Elysian Fields, he’d become an indispensable part of Claire’s life. She knew she should change his memories and force him to leave her. Any other course was bound to lead to disaster. But as it turned out, it was already too late, for without Dean around Claire could easily become a danger to herself and the very fabric of space and time. Yet with Dean around—and a little of her sister Diana’s meddling thrown in—the world was headed straight for Chaos. And Claire was about to face a challenge beyond her wildest imagining—a catastrophe created by the power of love—when an angel and a devil each manifested in the mortal world as fully endowed teenagers, who didn’t have a clue how to handle their all-too-human bodies, raging hormones, and opposing needs to do good and evil....
AI framework intended to solve a problem of bias-variance tradeoff for supervised learning methods in real-life applications. The AI framework comprises of bootstrapping to create multiple training and testing data sets with various characteristics, design and analysis of statistical experiments to identify optimal feature subsets and optimal hyper-parameters for ML methods, data contamination to test for the robustness of the classifiers. Key Features: Using ML methods by itself doesn’t ensure building classifiers that generalize well for new data Identifying optimal feature subsets and hyper-parameters of ML methods can be resolved using design and analysis of statistical experiments Using a bootstrapping approach to massive sampling of training and tests datasets with various data characteristics (e.g.: contaminated training sets) allows dealing with bias Developing of SAS-based table-driven environment allows managing all meta-data related to the proposed AI framework and creating interoperability with R libraries to accomplish variety of statistical and machine-learning tasks Computer programs in R and SAS that create AI framework are available on GitHub
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