The Book of Alternative Data

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119601797
Total Pages : 416 pages
Book Rating : 4.1/5 (196 download)

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Book Synopsis The Book of Alternative Data by : Alexander Denev

Download or read book The Book of Alternative Data written by Alexander Denev and published by John Wiley & Sons. This book was released on 2020-07-21 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first and only book to systematically address methodologies and processes of leveraging non-traditional information sources in the context of investing and risk management Harnessing non-traditional data sources to generate alpha, analyze markets, and forecast risk is a subject of intense interest for financial professionals. A growing number of regularly-held conferences on alternative data are being established, complemented by an upsurge in new papers on the subject. Alternative data is starting to be steadily incorporated by conventional institutional investors and risk managers throughout the financial world. Methodologies to analyze and extract value from alternative data, guidance on how to source data and integrate data flows within existing systems is currently not treated in literature. Filling this significant gap in knowledge, The Book of Alternative Data is the first and only book to offer a coherent, systematic treatment of the subject. This groundbreaking volume provides readers with a roadmap for navigating the complexities of an array of alternative data sources, and delivers the appropriate techniques to analyze them. The authors—leading experts in financial modeling, machine learning, and quantitative research and analytics—employ a step-by-step approach to guide readers through the dense jungle of generated data. A first-of-its kind treatment of alternative data types, sources, and methodologies, this innovative book: Provides an integrated modeling approach to extract value from multiple types of datasets Treats the processes needed to make alternative data signals operational Helps investors and risk managers rethink how they engage with alternative datasets Features practical use case studies in many different financial markets and real-world techniques Describes how to avoid potential pitfalls and missteps in starting the alternative data journey Explains how to integrate information from different datasets to maximize informational value The Book of Alternative Data is an indispensable resource for anyone wishing to analyze or monetize different non-traditional datasets, including Chief Investment Officers, Chief Risk Officers, risk professionals, investment professionals, traders, economists, and machine learning developers and users.

The AI Book

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119551927
Total Pages : 782 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis The AI Book by : Ivana Bartoletti

Download or read book The AI Book written by Ivana Bartoletti and published by John Wiley & Sons. This book was released on 2020-04-09 with total page 782 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written by prominent thought leaders in the global fintech space, The AI Book aggregates diverse expertise into a single, informative volume and explains what artifical intelligence really means and how it can be used across financial services today. Key industry developments are explained in detail, and critical insights from cutting-edge practitioners offer first-hand information and lessons learned. Coverage includes: · Understanding the AI Portfolio: from machine learning to chatbots, to natural language processing (NLP); a deep dive into the Machine Intelligence Landscape; essentials on core technologies, rethinking enterprise, rethinking industries, rethinking humans; quantum computing and next-generation AI · AI experimentation and embedded usage, and the change in business model, value proposition, organisation, customer and co-worker experiences in today’s Financial Services Industry · The future state of financial services and capital markets – what’s next for the real-world implementation of AITech? · The innovating customer – users are not waiting for the financial services industry to work out how AI can re-shape their sector, profitability and competitiveness · Boardroom issues created and magnified by AI trends, including conduct, regulation & oversight in an algo-driven world, cybersecurity, diversity & inclusion, data privacy, the ‘unbundled corporation’ & the future of work, social responsibility, sustainability, and the new leadership imperatives · Ethical considerations of deploying Al solutions and why explainable Al is so important

The Little Book of Alternative Investments

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 9781118075265
Total Pages : 288 pages
Book Rating : 4.0/5 (752 download)

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Book Synopsis The Little Book of Alternative Investments by : Ben Stein

Download or read book The Little Book of Alternative Investments written by Ben Stein and published by John Wiley & Sons. This book was released on 2011-02-25 with total page 288 pages. Available in PDF, EPUB and Kindle. Book excerpt: Praise For THE LITTLE BOOK OF ALTERNATIVE INVESTMENTS "Ben and Phil have done it again. Another lucid, insightful book, designed to enhance your wealth! In today's stock-addled cult of equities, there is a gaping hole in most investors' portfolios...the whole panoply of alternative investments that can simultaneously help us cut our risk, better hedge our inflation risk, and boost our return. This Little Book is filled with big ideas on how to make these markets and strategies a treasured part of our investing toolkit." —Robert Arnott, Chairman, Research Affiliates "I have been reading Ben Stein for thirty-five years and Phil DeMuth since he joined up with Ben ten years ago. They do solid work, and this latest is no exception." —Jim Rogers, author of A Gift to My Children "If anyone can make hedge funds sexy, Stein and DeMuth can, and they've done it with style in this engaging, instructive, and tasteful how-to guide for investing in alternatives. But you should read this Kama Sutra of investment manuals not just for the thrills, but also to learn how to avoid the hazards of promiscuous and unprotected investing." —Andrew Lo, Professor and Director, MIT Laboratory for Financial Engineering

The Handbook of Alternative Investments

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 0471421146
Total Pages : 246 pages
Book Rating : 4.4/5 (714 download)

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Book Synopsis The Handbook of Alternative Investments by : Darrell Jobman

Download or read book The Handbook of Alternative Investments written by Darrell Jobman and published by John Wiley & Sons. This book was released on 2002-10-10 with total page 246 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first comprehensive guide to all types of alternative investments The Handbook of Alternative Investments is an indispensable working resource for investment managers, financial advisors, pension and endowment fund trustees, corporate treasurers, consultants, and estate planners. Authored by an all-star team of investment professionals and academics from across North America, the contributions featured in this groundbreaking guide were carefully selected. Darrell Jobman is a writer and editorial consultant in Deerfield, Illinois, dealing primarily with financial and futures markets. He is an acknowledged authority on derivative markets and has spent his career writing and publishing about them. He formerly was editor-in-chief of Futures Magazine and is currently a contributing editor. He has been an author, co-author, editor, or ghost-writer for a number of books, including The Handbook of Technical Analysis.

Big Data for Twenty-First-Century Economic Statistics

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Author :
Publisher : University of Chicago Press
ISBN 13 : 022680125X
Total Pages : 502 pages
Book Rating : 4.2/5 (268 download)

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Book Synopsis Big Data for Twenty-First-Century Economic Statistics by : Katharine G. Abraham

Download or read book Big Data for Twenty-First-Century Economic Statistics written by Katharine G. Abraham and published by University of Chicago Press. This book was released on 2022-03-11 with total page 502 pages. Available in PDF, EPUB and Kindle. Book excerpt: Introduction.Big data for twenty-first-century economic statistics: the future is now /Katharine G. Abraham, Ron S. Jarmin, Brian C. Moyer, and Matthew D. Shapiro --Toward comprehensive use of big data in economic statistics.Reengineering key national economic indicators /Gabriel Ehrlich, John Haltiwanger, Ron S. Jarmin, David Johnson, and Matthew D. Shapiro ;Big data in the US consumer price index: experiences and plans /Crystal G. Konny, Brendan K. Williams, and David M. Friedman ;Improving retail trade data products using alternative data sources /Rebecca J. Hutchinson ;From transaction data to economic statistics: constructing real-time, high-frequency, geographic measures of consumer spending /Aditya Aladangady, Shifrah Aron-Dine, Wendy Dunn, Laura Feiveson, Paul Lengermann, and Claudia Sahm ;Improving the accuracy of economic measurement with multiple data sources: the case of payroll employment data /Tomaz Cajner, Leland D. Crane, Ryan A. Decker, Adrian Hamins-Puertolas, and Christopher Kurz --Uses of big data for classification.Transforming naturally occurring text data into economic statistics: the case of online job vacancy postings /Arthur Turrell, Bradley Speigner, Jyldyz Djumalieva, David Copple, and James Thurgood ;Automating response evaluation for franchising questions on the 2017 economic census /Joseph Staudt, Yifang Wei, Lisa Singh, Shawn Klimek, J. Bradford Jensen, and Andrew Baer ;Using public data to generate industrial classification codes /John Cuffe, Sudip Bhattacharjee, Ugochukwu Etudo, Justin C. Smith, Nevada Basdeo, Nathaniel Burbank, and Shawn R. Roberts --Uses of big data for sectoral measurement.Nowcasting the local economy: using Yelp data to measure economic activity /Edward L. Glaeser, Hyunjin Kim, and Michael Luca ;Unit values for import and export price indexes: a proof of concept /Don A. Fast and Susan E. Fleck ;Quantifying productivity growth in the delivery of important episodes of care within the Medicare program using insurance claims and administrative data /John A. Romley, Abe Dunn, Dana Goldman, and Neeraj Sood ;Valuing housing services in the era of big data: a user cost approach leveraging Zillow microdata /Marina Gindelsky, Jeremy G. Moulton, and Scott A. Wentland --Methodological challenges and advances.Off to the races: a comparison of machine learning and alternative data for predicting economic indicators /Jeffrey C. Chen, Abe Dunn, Kyle Hood, Alexander Driessen, and Andrea Batch ;A machine learning analysis of seasonal and cyclical sales in weekly scanner data /Rishab Guha and Serena Ng ;Estimating the benefits of new products /W. Erwin Diewert and Robert C. Feenstra.

Big Data and Machine Learning in Quantitative Investment

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119522196
Total Pages : 308 pages
Book Rating : 4.1/5 (195 download)

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Book Synopsis Big Data and Machine Learning in Quantitative Investment by : Tony Guida

Download or read book Big Data and Machine Learning in Quantitative Investment written by Tony Guida and published by John Wiley & Sons. This book was released on 2019-03-25 with total page 308 pages. Available in PDF, EPUB and Kindle. Book excerpt: Get to know the ‘why’ and ‘how’ of machine learning and big data in quantitative investment Big Data and Machine Learning in Quantitative Investment is not just about demonstrating the maths or the coding. Instead, it’s a book by practitioners for practitioners, covering the questions of why and how of applying machine learning and big data to quantitative finance. The book is split into 13 chapters, each of which is written by a different author on a specific case. The chapters are ordered according to the level of complexity; beginning with the big picture and taxonomy, moving onto practical applications of machine learning and finally finishing with innovative approaches using deep learning. • Gain a solid reason to use machine learning • Frame your question using financial markets laws • Know your data • Understand how machine learning is becoming ever more sophisticated Machine learning and big data are not a magical solution, but appropriately applied, they are extremely effective tools for quantitative investment — and this book shows you how.

The Only Guide to Alternative Investments You'll Ever Need

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Author :
Publisher : John Wiley and Sons
ISBN 13 : 0470885335
Total Pages : 238 pages
Book Rating : 4.4/5 (78 download)

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Book Synopsis The Only Guide to Alternative Investments You'll Ever Need by : Larry E. Swedroe

Download or read book The Only Guide to Alternative Investments You'll Ever Need written by Larry E. Swedroe and published by John Wiley and Sons. This book was released on 2010-05-13 with total page 238 pages. Available in PDF, EPUB and Kindle. Book excerpt: The rewards of carefully chosen alternative investments can be great. But many investors don’t know enough about unfamiliar investments to make wise choices. For that reason, financial advisers Larry Swedroe and Jared Kizer designed this book to bring investors up to speed on the twenty most popular alternative investments: Real estate, Inflation-protected securities, Commodities, International equities, Fixed annuities, Stable-value funds, High-yield (junk) bonds, Private equity (venture capital), Covered calls, Socially responsible mutual funds, Precious metals equities, Preferred stocks, Convertible bonds, Emerging market bonds, Hedge funds, Leveraged buyouts, Variable annuities, Equity-indexed annuities, Structured investment products, Leveraged funds The authors describe how the investments work, the pros and cons of each, which to consider, which to avoid, and how to get started. Swedroe and Kizer evaluate each investment in terms of: Expected returns Volatility Distribution of returns Diversification potential Fees Trading and operating expenses Liquidity Tax efficiency Account location Role in an asset-allocation program Any investor who is considering or just curious about investment opportunities outside the traditional world of stocks, bonds, and bank certificates of deposit would be well-advised to read this book.

Handbook of Alternative Assets

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 9780470089224
Total Pages : 720 pages
Book Rating : 4.0/5 (892 download)

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Book Synopsis Handbook of Alternative Assets by : Mark J. P. Anson

Download or read book Handbook of Alternative Assets written by Mark J. P. Anson and published by John Wiley & Sons. This book was released on 2008-04-15 with total page 720 pages. Available in PDF, EPUB and Kindle. Book excerpt: Since the first edition of the Handbook of Alternative Assets was published, significant events-from the popping of the technology bubble and massive accounting scandals to recessions and bear markets-have shifted the financial landscape. These changes have provided author Mark J. P. Anson with an excellent opportunity to examine alternative assets during a different part of the economic cycle than previously observed in the first edition. Fully revised and updated to reflect today's financial realities, the Handbook of Alternative Assets, Second Edition covers the five major classes of alternative assets-hedge funds, commodity and managed futures, private equity, credit derivatives, and corporate governance-and outlines the strategies you can use to efficiently incorporate these assets into any portfolio. Throughout the book, new chapters have been added, different data sources accessed, and new conclusions reached. Designed as both an introduction to the world of alternative assets and as a reference for the active investor, the Handbook of Alternative Assets, Second Edition will help you match alternative assets with your various investment goals.

The Alternative Answer

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Publisher : Harper Collins
ISBN 13 : 0062257919
Total Pages : 214 pages
Book Rating : 4.0/5 (622 download)

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Book Synopsis The Alternative Answer by : Bob Rice

Download or read book The Alternative Answer written by Bob Rice and published by Harper Collins. This book was released on 2013-05-14 with total page 214 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first book to explain the new world of alternative investing, showing how anyone can use nontraditional options to significantly increase returns and lower risks The world's elite investors have long relied on alternative investments to produce superior returns. Until now, these strategies were the exclusive purview of institutions and the superwealthy, but today any informed investor can play the same game. A rainbow of investment options—timber, start-ups, master limited partnerships (MLPs), hedged strategies, managed futures, infrastructure, peer-to-peer lending, farmland, and dozens of other nontraditional strategies—can provide dramatically better gains, with less total risk, than the standard choices. In The Alternative Answer, Bob Rice, Bloomberg TV's Alternative Investments Editor, leads an entertaining and easy- to-understand tour of this world, and suggests specific alternative investments for all four key "jobs" of a portfolio: safely generating more current income, decreasing risks of economic shocks, significantly increasing long-term profits, and protecting purchasing power over time. Regardless of experience or net worth, readers will learn exactly how to substantially improve investment performance—in the same way that the world's best investors already do. Stocks and bonds alone aren't nearly enough. Investors need an alternative answer and now they have it.

Data-Driven Investing, + Website

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Author :
Publisher : Wiley
ISBN 13 : 9781119429630
Total Pages : 0 pages
Book Rating : 4.4/5 (296 download)

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Book Synopsis Data-Driven Investing, + Website by : Matei Zatreanu

Download or read book Data-Driven Investing, + Website written by Matei Zatreanu and published by Wiley. This book was released on 2025-04-29 with total page 0 pages. Available in PDF, EPUB and Kindle. Book excerpt: Implement a data-driven investment strategy The investing landscape is increasingly driven by big data and artificial intelligence. For most finance professionals, big data, statistics, and programming are outside their comfort zone. Yet, proficiency in these areas is becoming a prerequisite for successful investing. And while there are plenty of resources on these individual topics, what is missing is a framework for combining these disciplines for investment purposes. Data-Driven Investing shows readers how investment decisions can be made or improved through the use of alternative datasets and inference techniques. The author covers artificial intelligence algorithms, data visualization, and data sourcing to show how these components come together to form a more robust investment strategy. The goal is to help finance professionals prepare for an investing landscape increasingly driven by big data and artificial intelligence. Shows how investing wisdom can be harnessed through science and augmented by data Demonstrates how an augmented investing philosophy promises a deeper understanding of future economic performance Is essential reading for fund managers, research analysts, quantitative investors, data scientists, and general finance professionals Includes a companion website with code, data sets, and videos providing more in-depth information on augmented/data-driven investing This book comes at a time of increasing investor anxiety with lackluster hedge fund performance, which is causing many funds to explore data-driven investing as a possible evolution of their strategies.

The Book of Alternative Data

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119601819
Total Pages : 416 pages
Book Rating : 4.1/5 (196 download)

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Book Synopsis The Book of Alternative Data by : Alexander Denev

Download or read book The Book of Alternative Data written by Alexander Denev and published by John Wiley & Sons. This book was released on 2020-07-02 with total page 416 pages. Available in PDF, EPUB and Kindle. Book excerpt: The first and only book to systematically address methodologies and processes of leveraging non-traditional information sources in the context of investing and risk management Harnessing non-traditional data sources to generate alpha, analyze markets, and forecast risk is a subject of intense interest for financial professionals. A growing number of regularly-held conferences on alternative data are being established, complemented by an upsurge in new papers on the subject. Alternative data is starting to be steadily incorporated by conventional institutional investors and risk managers throughout the financial world. Methodologies to analyze and extract value from alternative data, guidance on how to source data and integrate data flows within existing systems is currently not treated in literature. Filling this significant gap in knowledge, The Book of Alternative Data is the first and only book to offer a coherent, systematic treatment of the subject. This groundbreaking volume provides readers with a roadmap for navigating the complexities of an array of alternative data sources, and delivers the appropriate techniques to analyze them. The authors—leading experts in financial modeling, machine learning, and quantitative research and analytics—employ a step-by-step approach to guide readers through the dense jungle of generated data. A first-of-its kind treatment of alternative data types, sources, and methodologies, this innovative book: Provides an integrated modeling approach to extract value from multiple types of datasets Treats the processes needed to make alternative data signals operational Helps investors and risk managers rethink how they engage with alternative datasets Features practical use case studies in many different financial markets and real-world techniques Describes how to avoid potential pitfalls and missteps in starting the alternative data journey Explains how to integrate information from different datasets to maximize informational value The Book of Alternative Data is an indispensable resource for anyone wishing to analyze or monetize different non-traditional datasets, including Chief Investment Officers, Chief Risk Officers, risk professionals, investment professionals, traders, economists, and machine learning developers and users.

Handbook of Alternative Data in Finance, Volume I

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Author :
Publisher : CRC Press
ISBN 13 : 1000897915
Total Pages : 478 pages
Book Rating : 4.0/5 (8 download)

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Book Synopsis Handbook of Alternative Data in Finance, Volume I by : Gautam Mitra

Download or read book Handbook of Alternative Data in Finance, Volume I written by Gautam Mitra and published by CRC Press. This book was released on 2023-07-12 with total page 478 pages. Available in PDF, EPUB and Kindle. Book excerpt: Handbook of Alternative Data in Finance, Volume I motivates and challenges the reader to explore and apply Alternative Data in finance. The book provides a robust and in-depth overview of Alternative Data, including its definition, characteristics, difference from conventional data, categories of Alternative Data, Alternative Data providers, and more. The book also offers a rigorous and detailed exploration of process, application and delivery that should be practically useful to researchers and practitioners alike. Features Includes cutting edge applications in machine learning, fintech, and more Suitable for professional quantitative analysts, and as a resource for postgraduates and researchers in financial mathematics Features chapters from many leading researchers and practitioners

The Book of Alternative Photographic Processes

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Author :
Publisher : Cengage Learning
ISBN 13 : 9781285089317
Total Pages : 736 pages
Book Rating : 4.0/5 (893 download)

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Book Synopsis The Book of Alternative Photographic Processes by : Christopher James

Download or read book The Book of Alternative Photographic Processes written by Christopher James and published by Cengage Learning. This book was released on 2015-01-01 with total page 736 pages. Available in PDF, EPUB and Kindle. Book excerpt: Written by internationally acclaimed artist and photographer Christopher James, THE BOOK OF ALTERNATIVE PHOTOGRAPHIC PROCESSES: 3rd Edition is the definitive text for students and professionals studying alternative photographic processes and the art of hand-made photographic image making. This innovative Third Edition brings the medium up to date with new and historic processes that are integrated with the latest contemporary innovations, adaptations, techniques, and art work. This 800 page edition is packed with more than 700 exquisite illustrations featuring historical examples as well as the art that is currently being made by professional alternative process, artists, teachers, and students of the genre. The third edition is the complete and comprehensive technical and aesthetic resource exploring and delving into every aspect of alternative photographic process photography. Each chapter introduces the history of a technique, presents an overview of the alternative photographic process that will be featured, reviews its chemistry, and provides practical and easy to follow guidance in how to make it work. In his conversational writing style, James also explores the idiosyncrasies, history, and cultural connections that are such a significant part of the history of photography. Featuring traditional and digital contact negative production as well as an array of processes, spread out over 28 chapters, THE BOOK OF ALTERNATIVE PHOTOGRAPHIC PROCESSES: 3RD EDITION delivers clear instructions, practical workflows and advice, humor, history, art, and immeasurable inspiration. Important Notice: Media content referenced within the product description or the product text may not be available in the ebook version.

Research Handbook on Hedge Funds, Private Equity and Alternative Investments

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Author :
Publisher : Edward Elgar Publishing
ISBN 13 : 184980608X
Total Pages : 521 pages
Book Rating : 4.8/5 (498 download)

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Book Synopsis Research Handbook on Hedge Funds, Private Equity and Alternative Investments by : Phoebus Athanassiou

Download or read book Research Handbook on Hedge Funds, Private Equity and Alternative Investments written by Phoebus Athanassiou and published by Edward Elgar Publishing. This book was released on 2012-01-01 with total page 521 pages. Available in PDF, EPUB and Kindle. Book excerpt: This unique and detailed Handbook provides a comprehensive source of analysis and research on alternative investment funds in the EU, the US and other leading jurisdictions. Expert contributors offer an unparalleled perspective on the contemporary alternative funds industry, the main areas of regulatory policy concern surrounding its activities, and the role that alternative funds have played in recent financial crises, as well as an account of the rules governing their operation in selected jurisdictions. Providing insight and analysis of the contemporary investment funds industry at a time of crisis and transition, the Research Handbook on Hedge Funds, Private Equity and Alternative Investments will be a valuable tool for scholars, practitioners and policymakers alike.

Alternative Modernities

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Author :
Publisher : Duke University Press
ISBN 13 : 9780822327141
Total Pages : 382 pages
Book Rating : 4.3/5 (271 download)

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Book Synopsis Alternative Modernities by : Dilip Parameshwar Gaonkar

Download or read book Alternative Modernities written by Dilip Parameshwar Gaonkar and published by Duke University Press. This book was released on 2001 with total page 382 pages. Available in PDF, EPUB and Kindle. Book excerpt: A special issue of PUBLIC CULTURE, this volume of essays examines modernity from transnational and transcultural perspectives, holding that within different cultures, there are different starting points of the transition to modernity that lead to differen

The Esoteric Investor

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Author :
Publisher : FT Press
ISBN 13 : 0132498332
Total Pages : 317 pages
Book Rating : 4.1/5 (324 download)

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Book Synopsis The Esoteric Investor by : Vishaal B. Bhuyan

Download or read book The Esoteric Investor written by Vishaal B. Bhuyan and published by FT Press. This book was released on 2011-06-09 with total page 317 pages. Available in PDF, EPUB and Kindle. Book excerpt: Massive demographic, environmental, economic, and regulatory shifts are generating huge new investment opportunities with an exceptionally high probability of success over the coming years and decades. In The Esoteric Investor, a world-class portfolio manager identifies these investments, and shows how your best profit opportunities may now lie far beyond the boundaries of traditional financial markets. LifeQuant Capital Management principal Vishaal B. Bhuyan begins by explaining why investors must become far more creative in the way they source opportunity. Next, he identifies immense growth potential in markets ranging from reverse equity transactions to longevity risk–the $24 trillion market you've never heard of. Bhuyan also shows how global events offer sustained profit opportunities in three key markets most investors consistently ignore. If you're looking for promising investments that everyone else doesn't already know about, The Esoteric Investor offers the unique perspective you've been seeking.

Big Data Science in Finance

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Author :
Publisher : John Wiley & Sons
ISBN 13 : 1119602971
Total Pages : 336 pages
Book Rating : 4.1/5 (196 download)

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Book Synopsis Big Data Science in Finance by : Irene Aldridge

Download or read book Big Data Science in Finance written by Irene Aldridge and published by John Wiley & Sons. This book was released on 2021-01-08 with total page 336 pages. Available in PDF, EPUB and Kindle. Book excerpt: Explains the mathematics, theory, and methods of Big Data as applied to finance and investing Data science has fundamentally changed Wall Street—applied mathematics and software code are increasingly driving finance and investment-decision tools. Big Data Science in Finance examines the mathematics, theory, and practical use of the revolutionary techniques that are transforming the industry. Designed for mathematically-advanced students and discerning financial practitioners alike, this energizing book presents new, cutting-edge content based on world-class research taught in the leading Financial Mathematics and Engineering programs in the world. Marco Avellaneda, a leader in quantitative finance, and quantitative methodology author Irene Aldridge help readers harness the power of Big Data. Comprehensive in scope, this book offers in-depth instruction on how to separate signal from noise, how to deal with missing data values, and how to utilize Big Data techniques in decision-making. Key topics include data clustering, data storage optimization, Big Data dynamics, Monte Carlo methods and their applications in Big Data analysis, and more. This valuable book: Provides a complete account of Big Data that includes proofs, step-by-step applications, and code samples Explains the difference between Principal Component Analysis (PCA) and Singular Value Decomposition (SVD) Covers vital topics in the field in a clear, straightforward manner Compares, contrasts, and discusses Big Data and Small Data Includes Cornell University-tested educational materials such as lesson plans, end-of-chapter questions, and downloadable lecture slides Big Data Science in Finance: Mathematics and Applications is an important, up-to-date resource for students in economics, econometrics, finance, applied mathematics, industrial engineering, and business courses, and for investment managers, quantitative traders, risk and portfolio managers, and other financial practitioners.