A guide to the principles and methods of data analysis that does not require knowledge of statistics or programmingA General Introduction to Data Analytics is an essential guide to understand and use data analytics. This book is written using easy-to-understand terms and does not require familiarity with statistics or programming. The authors—noted experts in the field—highlight an explanation of the intuition behind the basic data analytics techniques. Th...

"This book stands as a profound life lesson from which we can derive a fundamental theorem: self-sacrifice leads to excellence. This principle encapsulates André François Carvalho's career… André invites readers on a journey, revealing not only his personal growth but his intellectual legacy. Through his experiences, we learn valuable lessons about combating poverty, transforming economies at their core, and guiding nations through conflict and crisis. His narrative offers both inspiration...

Major depressive disorder (MDD) is a prevalent, chronic, and recurring mental disorder. This disorder is a leading source of disability worldwide, and is associated with excess mortality rates. Currently approved antidepressants primarily enhance, or otherwise modulate monoaminergic neurotransmission, without curing the disease. Evidence indicates that only one third of patients with MDD achieve remission after treatment with a first-line antidepressant agent. Research in the past two deca...

Major depressive disorder (MDD) is a prevalent, chronic, and recurring mental disorder. This disorder is a leading source of disability worldwide, and is associated with excess mortality rates. Currently approved antidepressants primarily enhance, or otherwise modulate monoaminergic neurotransmission, without curing the disease. Evidence indicates that only one third of patients with MDD achieve remission after treatment with a first-line antidepressant agent. Research in the past two deca...

Treatment-resistant major depression and bipolar disorder are highly prevalent and disabling conditions associated with substantial morbidity and mortality. The assessment and management of refractory patients with mood disorders is a major clinical challenge for mental health providers. Part of the Oxford Psychiatry Library (OPL) series, this pocketbook provides a concise view of the current definitions, assessment and evidence-based management of treatment-resistant mood disorders and re...

Presents a detailed study of the major design components that constitute a top-down decision-tree induction algorithm, including aspects such as split criteria, stopping criteria, pruning and the approaches for dealing with missing values. Whereas the strategy still employed nowadays is to use a 'generic' decision-tree induction algorithm regardless of the data, the authors argue on the benefits that a bias-fitting strategy could bring to decision-tree induction, in which the ultimate goal...

Mental disorders are highly prevalent in the primary care setting, yet are frequently misdiagnosed and often inappropriately treated. The presence of unrecognized or misdiagnosed mental disorders is associated with increased service utilization and health care costs, and can significantly impact the patient's quality of life and risk of suicide. Written by experts from around the world, Mental Disorders in Primary Care offers readers with a comprehensive and evidence-based guide t...

Bipolar disorder is a chronic and debilitating mental illness affecting a significant proportion of the world's population. It is associated with significant impairments in health-related quality of life and psychosocial functioning, and has significant illness-related morbidity and heightened mortality rates due to medical comorbidities and suicide. The management of this disorder requires a complex combination of pharmacological and psychosocial interventions which can be challenging for...

Quality 4.0, born from the digital transformation of Industry 4.0, bridges the gap between digital and physical realms by integrating technologies, human intelligence, and systems to enhance organizational performance and achieve excellence. Just as Industry 4.0 prioritizes digital integration for manufacturing efficiency, Quality 4.0 utilizes technology to improve product quality, elevate customer satisfaction, and optimize quality management systems.In Quality 4.0: From Theor...

The Neurobiology of Bipolar Disorder: Road to Novel Therapeutics combines the basic neurobiology of bipolar disorder with discussions of the most recent advances in research, including the interacting pathways implicated in the pathophysiology of bipolar disorder, genetic approaches and the pharmacogenomics of bipolar disorder. The basic foundational understanding of the neurobiology underlying the disorder, along with a comprehensive summary of the most recent advances in research combine...

Neurobiology of Depression: Road to Novel Therapeutics synthesizes the basic neurobiology of major depressive disorder with discussions on the most recent advances in research, including the interacting pathways implicated in the pathophysiology of MDD, omics technologies, genetic approaches, and the development of novel optogenetic approaches that are changing research perspectives and revolutionizing research into depression. These basic foundational understandings on the neurobiology un...

Bipolar DisorderBipolar disorder is the most complex psychiatric disorder with different types of mood episodes, subtypes, varied course, and significant comorbidity. Not surprisingly, this complexity poses unique challenges to clinicians for optimal management of those with bipolar disorder.There has been an explosion of research into the causes and treatment of this condition over the past two decades. It is a daunting task for a practising clinician to m...