Machine Learning for Financial Risk Management with Python

Many machine learning algorithms require real-valued feature vectors of data instances as inputs. By projecting data into vector spaces, representation learning techniques have achieved promising performance in many areas such as computer vision and natural language processing. There is also a need to learn representations for discrete relational data, namely networks or graphs. Network Embedding (NE) aims at learning vector representations for each node or vertex in a network to encode the topologic structure. Due to its convincing performance and efficiency, NE has been widely applied in many network applications such as node classification and link prediction.This book provides a comprehensive introduction to the basic concepts, models, and applications of network representation learning (NRL). The book starts with an introduction to the background and rising of network embeddings as a general overview for readers. Then it introduces the development of NE techniques by presenting se

Prepare for a successful career in medical billing and insurance processing or revenue management with Green's UNDERSTANDING HEALTH INSURANCE: A GUIDE TO BILLING AND REIMBURSEMENT, 2020 Edition. This

The award-winning author of The Music of the Primes explores the future of creativity and how machine learning will disrupt, enrich, and transform our understanding of what it means to be human.Can a well-programmed machine do anything a human can—only better? Complex algorithms are buying our groceries, picking our partners, and driving our investments. They can navigate more data than a doctor or lawyer and act with greater precision. For many years we’ve taken solace in the notion that they can’t create. But now that algorithms can learn and adapt, does the future of creativity belong to machines too?It is hard to imagine a better guide to the bewildering world of artificial intelligence than Marcus du Sautoy, a celebrated Oxford mathematician whose work on symmetry in the ninth dimension has taken him to the vertiginous edge of mathematical understanding. In The Creativity Code he considers what machine learning means for the future of creativity. Programs like Deep Dream produce d

A call-to-arms about the broken nature of artificial intelligence, and the powerful corporations that are turning the human-machine relationship on its head.We like to think that we are in control of the future of "artificial" intelligence. The reality, though, is that we--the everyday people whose data powers AI--aren't actually in control of anything. When, for example, we speak with Alexa, we contribute that data to a system we can't see and have no input into--one largely free from regulation or oversight. The big nine corporations--Amazon, Google, Facebook, Tencent, Baidu, Alibaba, Microsoft, IBM and Apple--are the new gods of AI and are short-changing our futures to reap immediate financial gain. In this book, Amy Webb reveals the pervasive, invisible ways in which the foundations of AI--the people working on the system, their motivations, the technology itself--is broken. Within our lifetimes, AI will, by design, begin to behave unpredictably, thinking and acting in ways which d

The Global Financial Crisis has led to a renewed attention for the management of public debt and deficits of advanced and developing industrial states. To successfully deal with such problems of publi

Managing Corporate Impacts draws on the insights and experiences of managers from around the world to examine how companies can manage corporate impacts to co-create enduring value for business and society. Corporate impacts - the points at which businesses create or destroy value with others - extend well beyond financial impacts to include the workplace, procurement and delivery of goods and services, and shaping perceptions held about corporate behavior. This book uses simple frameworks to demonstrate why and how today's corporations co-create enduring value with multiple stakeholders simultaneously. By introducing multiplier effects and spillover effects, the frameworks move the attention of management beyond direct impacts to examine indirect impacts that create or destroy value connected to the core of the business. By purposely connecting with stakeholders through information-sharing, and effectively managing myriad impacts along supply and distribution chains, companies are poi

Conventional supply chain management has focused on improving the efficiency of material, information, and financial flow by collaborating with supply chain partners. While more recent supply chain di

Take your career to the next level with PROFESSIONAL REVIEW GUIDE FOR THE RHIA/RHIT EXAMINATIONS, 2016 EDITION, an essential, effective preparation tool for the American Health Information Management

Focus on the financial concepts, skills, and technological applications that are critical for you in today's workplace with Ehrhardt/Brigham's CORPORATE FINANCE: A FOCUSED APPROACH 6E. With its releva

FAMILY BUSINESS provides the next generation of family business owners with the knowledge and skills needed for the successful management and leadership of the family enterprise. The author, Ernesto P

That Monday afternoon, in high-school gyms across America, kids were battling for the only glory American culture seems to want to dispense to the young these days: sports glory.? But at Dos Pueblos High School in Goleta, California, in a gear-cluttered classroom, a different type of “cool” was brewing.? A physics teacher with a dream – the first public high-school teacher ever to win a MacArthur Genius Award -- had rounded up a band of high-I.Q. students who wanted to put their technical know-how to work.? If you asked these brainiacs what the stakes were that first week of their project, they’d have told you it was all about winning a robotics competition – building the ultimate robot and prevailing in a machine-to-machine contest in front of 25,000 screaming fans at Atlanta’s Georgia Dome.?But for their mentor, Amir Abo-Shaeer, much more hung in the balance. ?The fact was, Amir had in mind a different vision for education, one based not on rote learning -- on absorbing facts and fig

PRINCIPLES OF BUSINESS, Eighth Edition, prepares students for the real world of business with complete coverage of finance, marketing, operations, and management.

Picking up where Cod left off, an "invaluable" (Financial Times) look at the global crisis of overfishing.Gourmands and health-conscious consumers alike have fallen for fish; last year per capita consumption in the United States hit an all-time high. Packed with nutrients and naturally low in fat, fish is the last animal we can still eat in good conscience.Or can we?In this vivid, eye-opening bookfirst published in the UK to wide acclaim and now extensively revised for an American audienceenvironmental journalist Charles Clover argues that our passion for fish is unsustainable. Seventy-five percent of the world's fish stocks are now fully exploited or overfished; the most popular varieties risk extinction within the next few decades.Clover trawls the globe for answers, from Tokyo's sumptuous fish market to the heart of New England's fishing industry. He joins hardy sailors on high-tech boats, interviews top chefs whose menu selections can influence the fate of entire species, and exami

With an emphasis on modeling techniques, Jeremy Shapiro's MODELING THE SUPPLY CHAIN is the perfect tool for courses in supply chain management or for professional managers who seek better analytical t

"Manage your small-business finances with this Intuit-authorized guide!Create a new financial management system for your small business with QuickBooks 2005 and this official guide to maximizing the s

Merkow, an e-commerce security advisor with a global financial services company, and Breithaupt, a project manager with a brokerage firm, offer strategies and solutions for companies with an Internet

An essential reference for practitioners and students of quantitative financeFinancial analysts and investment bankers rely greatly upon the mathematical finance (also known as computational finance) when seeking to establish the value of financial instruments. Nowhere is that more true than in the pricing of commodity and foreign exchange derivatives. While there are many guides to pricing commodity and foreign exchange derivatives, until now there were none whose focus is on making the complex mathematics involved accessible for students and practitioners. This fourth and final volume in the landmark Problems and Solutions in Mathematical Finance series does just that. Its unique problem/solution, step-by-step approach dramatically streamlines the learning process for anyone attempting to get to grips with the mathematical modeling of commodity and foreign exchange derivatives.Builds upon the ideas in the previous three volumes to school you in the essential mathematical concepts and