[T850.Ebook] Download PDF Game Development Essentials: Game Artificial Intelligence, by Jr., John B. Ahlquist, Jeannie Novak

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Game Development Essentials: Game Artificial Intelligence, by Jr., John B. Ahlquist, Jeannie Novak

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Written by experts with years of gaming industry experience developing today's most popular games, Game Development Essentials: Game Artificial Intelligence provides an engaging introduction to "real world" game artificial intelligence techniques. With a clear, step-by-step approach, the book begins by covering artificial intelligence techniques that are relevant to the work of today's developers. This technical detail is then expanded through descriptions of how these techniques are actually used in games, as well as the specific issues that arise when using them. With a straightforward writing style, this book offers a guide to game artificial intelligence that is clear, relevant, and updated to reflect the most current technology and trends in the industry.

• Sales Rank: #124302 in Books
• Brand: Brand: Cengage Learning
• Published on: 2007-07-09
• Released on: 2007-07-09
• Original language: English
• Number of items: 1
• Dimensions: .58" h x 8.10" w x 9.85" l, 1.71 pounds
• Binding: Paperback
• 320 pages

Features

• Used Book in Good Condition

Review
Introduction Chapter 1: History of AI and Game AI, Game AI concepts. Chapter 2: Creating and Controlling Behaviors. Chapter 3: Path Finding and Path Following Chapter 4: Using a Hierarchy to Create Complex Behaviors Chapter 5: Controlling AI using Scripting Chapter 6: Rule Based Systems Chapter 7: Exposing the Intelligence to the Player Chapter 8: Advanced Path Finding Techniques Chapter 9: Putting the Pieces Together: Designing AI System, and Careers in Game AI.

About the Author
Jeannie Novak is lead author and series editor of Thomson's Game Development Essentials series. Through Indiespace, an interactive entertainment company she founded in 1994, Jeannie consults with creative professionals in the music, film, and television industries to help them migrate to the game industry. Novak is a game instructor and course development expert at the Art Institute Online, UCLA Extension, Art Center College of Design, Academy of Entertainment and Technology at Santa Monica College, DeVry University, and Westwood College. John B. Ahlquist, Jr. is the founder of Ahlquist Software and was the Lead Engineer of Lord of the Rings: Battle for Middle Earth, and Command & Conquer: Generals.

Most helpful customer reviews

13 of 14 people found the following review helpful.
Waste of money
By MilitaryMan
I am very disappointed with this book. I wanted to learn more about wargaming AI and I thought this book would be perfect. Unfortunately, this book is next to useless. The types of advice you are given in this book are "Creating AI that appears intelligent is important when building game AI" and "Each game has different AI requirements" and "Once the game design takes shape, the AI behaviors can be specified, and the AI system designed". You'd forgive the authors for stating such obvious statements in the first chapter, but those quotes were taken from chapters 8 and 9 of a 9-chapter book! The book is almost entirely fluff. I've never programmed gaming AI and I could've written nearly everything in the book (except the pathfinding section - and even that was disappointing) There's just nothing in this book that is concrete about AI programming...just many statements about how "a scripting language can be customized to do specific operations necessary or useful in the game". Well, of course it can. Even the pseudo code is useless. It has code such as this: if (enemy.withindistance) then { attack }. The CD was also overly simplistic with different programs showing a stick man moving towards a coin. I could've gotten better gaming AI advice from a "tic-tac-toe playing" chicken.

Again, overall, a complete waste of money.

0 of 4 people found the following review helpful.
Four Stars
By William McColl
great book

0 of 6 people found the following review helpful.
Five Stars
By Amazon Customer
Great book. Gave me great insight into AI.

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[E647.Ebook] Free Ebook Mergers in Higher Education: Lessons from Theory and Experience, by Julia Eastman, Daniel W. Lang

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Around the world, organizations of all kinds are merging at a frenetic pace. In a comparative study of two Canadian higher education mergers - that of the Ontario Institute for Studies in Education with the University of Toronto in 1996, and that of the Technical University of Nova Scotia with Dalhousie University in 1997 - Julia Eastman and Daniel Lang examine why and how universities merge and why some mergers succeed while others fail.

Drawing on extensive interviews with university members, public officials, and experts in organizational restructuring, and on their professional involvement in the two mergers, the authors elucidate what prompts higher education mergers, what is involved in the process and what determines the outcomes. They link practice with organizational theory and offer observations about the roles of history, economics, power and human relations in post-secondary educational systems. Suitable for university and college officials, educators, social scientists, and public policy-makers, the style and approach of Mergers in Higher Education make it an indispensable resource for all those involved in planning and negotiating university and other public sector mergers, both in Canada and abroad.

• Sales Rank: #4704758 in Books
• Published on: 2001-12-29
• Original language: English
• Number of items: 1
• Dimensions: 9.24" h x 1.08" w x 5.94" l, 1.26 pounds
• Binding: Hardcover
• 368 pages

About the Author
Julia Eastman is Coordinator of Policy Development in the Office of the President at Dalhousie University in Halifax.

Daniel W. Lang is a professor in the Department of Theory and Policy Studies at OISE/UT.

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[X661.Ebook] Ebook Download The Facility Management Handbook, by Kathy O. Roper CFM LEED AP, Richard P. Payant CFM CPE

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Facility management is a multidisciplinary function requiring a deep knowledge of the entire business and physical planning cycle, including the buildings, infrastructure, and people. Technology systems, disaster recovery planning, zoning compliance, furnishings, recycling programs, grounds maintenance--it all falls under the facility management umbrella. The sheer scope of duties requires a far-reaching reference for staying abreast of the latest innovations and best practices.

The Facility Management Handbook is that one essential book. Insightful overviews, case studies, and practical guidelines pave the way for successful planning, budgeting, real estate transactions, construction, emergency preparedness, security, operations, maintenance, and more. This thoroughly revised fourth edition examines cutting-edge technologies and includes new information on Building Information Modeling (BIM), contracting and project management methods, FASB and IASB requirements, distributed working, and sustainability reporting.

Balancing an in-depth look at the fundamentals with a view toward what the future holds, the book is essential reading for every facility management professional.

• Sales Rank: #96010 in Books
• Published on: 2014-07-30
• Original language: English
• Number of items: 1
• Dimensions: 10.50" h x 7.25" w x 2.25" l, .0 pounds
• Binding: Hardcover
• 688 pages

From the Inside Flap

Technical mastery of operations and maintenance is just the beginning. Today, you've got to be a skilled communicator, a budgeting wiz, an effective manager, and a sustainability expert. You need to be as conversant in how to upgrade the electrical systems as how to prepare a 10-year recapitalization plan.

It is a complex, multifaceted, and sometimes overwhelming role. That's why thousands of managers have relied on The Facility Management Handbook to help them master their evolving and expanding responsibilities. This award-winning resource captures the key developments in the field, and imparts the skills and knowledge needed to thrive as both technical professional and business leader.

Covering new technologies, trends, challenges, and strategies, the book uncovers the "big twelve" actions needed to manage facilities and departments successfully, followed by practical guidelines for providing essential services, including:

* Organizing the Department: Develop the optimal mix of staff, consultants, and contractors for your department and facility.

* Planning, Programming, and Budgeting: Plan proactively, weighing strategic goals and anticipated costs and expenditures.

* Sustainability: Spearhead a sustainability program that supports organizational priorities, achieves savings, and enhances prestige.

* The Design-Build Cycle: Manage a project through its entire life cycle, whether you're developing a new site or altering an existing space.

* Facility Emergency Preparedness and Business Continuity: Reduce vulnerability to hazards and disasters, and ensure that core business functions remain viable.

* Operations and Maintenance: Improve the effectiveness and cost efficiency of the day-to-day maintenance of your facility.

* Facility Management Practice: Embrace best practices in outsourcing, benchmarking, procurement, communications, leadership, and more.

Throughout, you'll find updated information on using building commissioning, employing energy management and conservation practices, managing diverse workforces, maximizing technology, dealing with aging buildings and infrastructure, ensuring financial accountability, meeting sustainability requirements, and inspiring people to action.

The Facility Management Handbook balances in-depth guidelines on the fundamentals with a sweeping overview of new developments. It's the go-to reference for busy facility management professionals in search of authoritative, real-life answers.

Kathy O. Roper, CFM, LEED AP, IFMA Fellow, is associate professor in the Georgia Tech School of Building Construction and serves as director of the Master of Science program's Integrated Facility Management track. She is cofounder and coeditor of the International Journal of Facility Management, as well as coauthor of the third edition of The Facility Management Handbook. An International Facility Management Association Certified Facility Manager, she was awarded an IFMA Fellow, the association's highest recognition of service and lifetime achievement.

Richard P. Payant, DBA, CFM, CPE, CHS, LEED GREEN ASSOCIATE served as director of Facilities Management at Georgetown University for 22 years. He is the coauthor of the previous edition of The Facility Management Handbook, as well as coauthor of The Facility Manager's Emergency Preparedness Handbook.

From the Back Cover

Facility management entails far more than installing new carpet and repairing the air conditioning. With 7,000 unique job titles comprising the field, few positions require the technical, strategic, operational, and business management skills as that of facility manager.

Technology systems, disaster recovery planning, zoning compliance, furnishings, recycling programs, grounds maintenance--it all falls under the facility management umbrella. The sheer scope of duties requires a far-reaching reference for staying abreast of the latest technologies and best practices.

The Facility Management Handbook is that one essential book. Packed with examples and checklists, it arms you with the newest thinking and up-to-date procedures for successful planning, budgeting, real estate transactions, construction projects, emergency preparedness, security, operations, maintenance, communications, hiring, and more.

New to the fourth edition are insights on Building Information Modeling (BIM), contracting and project management methods, Financial Accounting Standards Board (FASB) and International Accounting Standards Board (IASB) requirements, new ways of working and office design trends, and sustainability reporting.

Facilities are literally the bedrock of private- and public-sector organizations. They impact the quality of life for every employee--including the ability to attract new people. Creating safe, productive, and appealing spaces is an ongoing effort requiring facility management leaders and strategic thinkers. The Facility Management Handbook gives you the expansive overview and how-to instructions to become a standout contributor in your field.

About the Author

KATHY O. ROPER, CFM, LEED AP, is Associate Professor of Integrated Facility Management at Georgia Institute of Technology. RICHARD P. PAYANT, DBA, CFM, CPE, CHS, LEED GREEN ASSOCIATE, is Director of Facilities Management, Georgetown University.

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2 of 2 people found the following review helpful.
Five Stars
By Michael Schley
Excellent resource for both experienced facility managers and those new to the field.

1 of 1 people found the following review helpful.
Outstanding reference for FM Pros
By HBJoe
Packed full of information. A solid reference and a "must have" guide for every Facilities Management Professional.

1 of 1 people found the following review helpful.
Good Study Guide
By J. Smiley
It's a great book. Easy to understand and it explains the various aspects within the FMS discipline.

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[S274.Ebook] Download Ebook Cases and Materials on Sales (University Casebook Series), by Marion Benfield Jr, Michael Greenfield

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The objectives of the Seventh Edition are twofold: to help the student understand the substantive law of sales and develop the skills of statutory analysis in the context of a comprehensive statute that contains critical definitions and numerous cross references. The materials consist of cases, text, and problems. The cases are selected because of their effectiveness as teaching materials, presenting difficult legal questions and explaining the business background of the disputes. The notes elaborate on the background and push the student to question the rationale of the court. The problems further explore the soundness of the court’s decision and present new issues of statutory analysis for the student to consider. They require the student to dig deeply into the language of the statute and the Official Comments, working back and forth among the various sections that are relevant to solving the problem. For teachers who so prefer, the course can be taught almost entirely through use of the problems.

• Sales Rank: #112912 in Books
• Published on: 2015-10-06
• Released on: 2015-10-06
• Original language: English
• Number of items: 1
• Dimensions: 10.00" h x 1.26" w x 7.48" l, .0 pounds
• Binding: Hardcover
• 590 pages

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[K221.Ebook] Ebook Free Q & A Law of Torts 2011 and 2012 (Questions & Answers (Oxford)), by David D. Oughton, John J. Marston, Barbara B. Harvey

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No matter how good your research and study skills, the ultimate test for the law student is the exam. This book explains how to tackle problem and essay questions typically found in exam papers, and how to draft successful answers. The authors clearly guide students through the process of planning and structuring answers, providing essential advice on what to include and what to leave out.

The book's 50 questions and model answers are divided into chapters covering all major topics. Each question is supported by clear commentary indicating exactly what examiners are looking for, followed by an answer plan listing key points to cover. Chapters begin with an introduction focusing on important points, and end with suggestions for further reading.


Online Resource Centre

An Online Resource Centre accompanies the book, providing revision and exam advice, links to useful websites, and a glossary to develop students' understanding of subject-specific terms.

• Sales Rank: #3849738 in Books
• Published on: 2011-03-15
• Original language: English
• Number of items: 1
• Dimensions: 6.00" h x .70" w x 9.20" l, .95 pounds
• Binding: Paperback
• 258 pages

About the Author

David Oughton is Professor of Commercial Law at De Montfort University, Leicester.

John Marston is Principal Lecturer in Law at De Montfort University, Leicester.

Barbara Harvey is Principal Lecturer in Law at De Montfort University, Leicester.

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Q & A Law of Torts 2011 and 2012 (Questions & Answers (Oxford)), by David D. Oughton, John J. Marston, Barbara B. Harvey PDF

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[W822.Ebook] Free PDF Flash Cinematic Techniques: Enhancing Animated Shorts and Interactive Storytelling, by Chris Jackson

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Apply universally accepted cinematic techniques to your Flash projects to improve the storytelling quotient in your entertainment, advertising (branding), and educational media. A defined focus on the concepts and techniques for production from story reels to the final project delivers valuable insights, time-saving practical tips, and hands-on techniques for great visual stories. Extensive illustration, step-by-step instruction, and practical exercises provide a hands-on perspective.
Explore the concepts and principles of visual components used in stories so you are fluent in the use of space, line, color, and movement in communicating emotion and meaning. Apply traditional cinematography techniques into the Flash workspace with virtual camera movements, simulated 3d spaces, lighting techniques, and character animation. Add interactivity using ActionScript to enhance audience participation.

• Sales Rank: #885833 in Books
• Published on: 2010-01-25
• Original language: English
• Number of items: 1
• Dimensions: 9.74" h x .70" w x 7.44" l, 1.69 pounds
• Binding: Paperback
• 304 pages

Review

"Chris Jackson has a remarkable talent for explaining complicated visual concepts so that anyone can easily digest and incorporate them into their daily workflow. Flash Cinematic Techniques is yet another of Chris' books I recommend keeping within arm's reach for that daily dose of knowledge and inspiration." --Chris Georgenes, Art & Animation Director, Mudbubble, LLC

"Chris Jackson's excellent new Flash primer does a great job of patiently focusing on important design principles and the effective methods of storytelling as they apply to the medium. Using a great number of illustrations and examples, Jackson discusses various ways to improve a project's look and structure as well as incorporating virtual camera movements, simulated 3D spaces, lighting techniques, character animation and interactivity. If you get heart palpitations each time you think about taking your toon idea from paper to pixel to vectors, Jackson is the man who can calmly take you out of your tech nightmare."--Animation Magazine

About the Author
Chris Jackson is an author, computer graphics designer, and tenured professor at the Rochester Institute of Technology (RIT). He teaches a variety of graduate-level courses and professional workshops focusing on 2D computer animation, 3D digital imaging, instructional multimedia, and motion graphics. He is a multimedia consultant for Fortune 500 companies and national museums. Chris' professional design work has received over 25 distinguished national and international awards for online communication. He has presented his research and professional work at Adobe MAX, ACM SIGGRAPH, UCDA Design Education Summit, and the Society for Technical Communications (STC). Chris is the author of Flash + After Effects and Flash Cinematic Techniques: Animating and Building Interactive Stories, and co-author of Flash 3D: Animation, Interactivity, and Games.

Most helpful customer reviews

14 of 15 people found the following review helpful.
More Than A Book On Flash Design! Flash Cinematic Techniques: A Critical Review
By Andre Lawrence
I almost made the mistake of lumping this book into the numerous but worthy publications that deal with Flash design. I own a dozen or so books on illustration, digital animation and the like. And, of all the publication that produce art and media related instruction books, Focal Press is, by far, the best. It seems that they (Focal Press) have the youngest and most innovative instructors producing their titles. Sometimes you have competing authors who essentially produce similar works, in which case, having one title is usually sufficient. What I thought this book ("Flash Cinematic Techniques") was and what it actually is like the distance of a football field.

This is a must-own title.

* What is this book really about? / Brief overview
** Comparing other Flash titles and animation books
*** Who's this book really for then?
**** Conclusion

* FLASH CINEMATIC TECHNIQUES is, first and foremost, about storytelling. It is about filmmaking. It is digital illustration. It is about incorporating storytelling, filmmaking and illustration.

Some of the lessons taught:
- Creating drama
- The use of color
- Seeing/ creating character in/with basic shapes
- Exaggerating personalities
- Basic character development
- Drawing a storyboard and digital storyboarding
- Building animatics in Flash

** There are very good Flash Animation books that are geared toward helping someone interested in creating web animation. How to Cheat in Flash CS3: The art of design and animation in Adobe Flash CS3' is one of the best, but its focus is on beginning to intermediate skill levels. And, each lesson are separate, unrelated exercises. The end result is that the Flash user has a working knowledge of how Flash works and how it may help the designer to fulfill her/his vision.

Timing for Animation, Second Edition is the foundation of all animation texts. But, this title while considered "The Bible of Animators," has a very narrow focus of discussing how movement and speed affect the overall project/ vision.

How to Make Animated Films: Tony White's Complete Masterclass on the Traditional Principals of Animation is a course in creating 2D--or 2 dimensional/ hand drawn--animation films. Tony White's "Masterclass" goes over the fundamentals of how the old Disney animators utilized techniques of traditional illustrations to create images, emotions and movement as the foundation for animated films.

Flash Cinematic Techniques combines the essentials of the aforementioned titles and expands the discussion to take into consideration film, video/ DVD, and television standards.

*** This book is for intermediate to advance Flash designers, film enthusiasts and those who're interested in bridging the gap/ seeing the potential of on-line animation, HD, and traditional film pieces. Despite what the author says, THIS BOOK is NOT For Beginners! It is very advanced.

**** FLASH CINEMATIC TECHNIQUES is quite literally a course in storytelling and filmmaking from a digital animation standpoint with a specific focus of delivering content with Adobe Flash.

This book answers many questions and I suspect you'll discover answers to questions yet to be asked. I highly recommend owning this book and considering it more than a book on Flash and deem it a book that crosses disciplines.

14 of 15 people found the following review helpful.
Kindle customers, from the publishers customer service center
By A. Salmons
I emailed both Amazon and the publisher regarding the exercise files included on the CDROM from the printed version of the book.
Amazon referred me to the publisher and this is the response I received.

"Thank you for your inquiry.

Any of the free companion products are only available with the printed version of the product. So when an E-book is downloaded the free companion product are not included.

Please let me know if you have any other questions or need any further clarification."

Which is very strange since most companies make the exercise files available for download. This information should be listed on
The product page, to me it makes the ebook version worthless.

After seeing the authors comments to this review I purchased the kindle version, contacted the publishers customer service center and got this reply:
This CD is a free companion CD that is included with the purchase of a print copy of this book. When you download an e-book you are not eligible to receive these companion products unless it is included in the download. These CD's are not sold separately and Elsevier does not have stocked copies of this free companion product.

Please let me know if you have any other questions.

Thank you,

Tony Cardinale
Customer Service Americas
Elsevier

4 of 4 people found the following review helpful.
Missing Files
By Nkosi
I bought the Kindle version of this book for my girlfriend for xmas. I knew it wasn't coming with a CD with the accompanying files so I assumed that I would just find a link in the book directing me to a place where I could download these files. I've bought dozens of similar books and they all host there files on their websites also, even though they supply a CD with the paperback book. Unfortunately this publisher doesn't host the accompanying files online, even if they don't supply it with the Kindle version of the book.

I emailed them and got this reply:

Dear Nkosi,

Thanks for contacting Elsevier with your inquiry.

Although we do offer certain titles for the kindle, these e-books do not include an activation code for online access. To obtain online access customers must purchase the print + online access package.

I apologize for any confusion you may have experienced when purchasing this product from Amazon.com.

Thank you,

John Brown
Elsevier Customer Service
Americas

Why even offer this book in Kindle format if you don't plan on giving the users the vital resources needed to properly use the book?

Decent book, but poor distribution. Get with the times Elsevier. It's 2012.

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[V989.Ebook] Fee Download Are You "Normal"? 2: More Than 100 Questions That Will Test Your Weirdness (National Geographic Kids), by Mark Shulman

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With the same fun and funny format as its predecessor, Are You "Normal"? 2 has even more questions about your mind and body that will have you rating brother, best friend, and even pet hamster on a weird-o-meter scale. Have you ever been grounded? Normal. Is your second toe longer than your big toe? Totally normal. Love school lunches? Downright weird.

• Sales Rank: #1042556 in Books
• Brand: Brand: National Geographic Children's Books
• Published on: 2013-10-08
• Released on: 2013-10-08
• Original language: English
• Number of items: 1
• Dimensions: 9.00" h x .47" w x 6.00" l, .75 pounds
• Binding: Paperback
• 176 pages

Features

• Used Book in Good Condition

From Booklist
This follow-up to Are You Normal? (2011) once again asks that most central question of adolescence. Ten quizzes on a host of topics, including family and friends, school, food, and recreation, are included. Readers mark their answers (librarians, be warned!) to questions about the cleanliness of their bedroom, the contents of their lunchbox, and their relationship with their siblings. Then they can check their answers against a scoring system known as the “weird-o-meter” to discover how they personally stack up against their peers. Then, each quiz question receives its own explanatory page that draws in interesting sociological findings in a highly readable, almost infographic style combined with colorful photo collages. While it is difficult to assess the soundness of the data, this is nonetheless a compelling introduction to the field of sociology—and a ton of fun to browse through, besides. Grades 4-7. --Erin Anderson

About the Author
MARK SHULMAN is a character and has a background in radio which makes him a terrific spokesperson. Mark�has been a camp counselor, a radio announcer, a ma�tre d' in a fancy restaurant, a New York City tour guide, and a creative advertising guy. He's written many books about many things--sharks, storms, robots, palindromes, gorillas, dodo birds, Star Wars, Ben Franklin, how to hide stuff, how to voodoo your enemies, and how to make a video from start to finish. He's written picture books for Oscar de la Hoya (the boxer) and Shamu (the whale). Mark is from Rochester and Buffalo, New York, but he has lived in New York City for so very long that he tawks like he's from da Bronx.

Most helpful customer reviews

3 of 3 people found the following review helpful.
Great gift
By Judy Schaedel
My granddaughter had so much fun reading the book and comparing her answers to see where she rated for each question she answered. Good to see a lot of laughs out of her. I was a hero!

0 of 0 people found the following review helpful.
Five Stars
By Virginia T.
My grandkids love it.

See all 2 customer reviews...

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[Q622.Ebook] PDF Ebook "le messie et son proph�te aux origines de l'Islam t.2 ; du Muhammad des califes au Muhammad de l'histoire"From EDITIONS DE PARIS

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• Original language: French
• Dimensions: 5.51" h x 1.02" w x 7.87" l,
• Binding: Paperback

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[Z387.Ebook] PDF Download Image Analysis, Classification, and Change Detection in Remote Sensing: With Algorithms for ENVI/IDL, Second Edition, by Morton J. Canty

PDF Download Image Analysis, Classification, and Change Detection in Remote Sensing: With Algorithms for ENVI/IDL, Second Edition, by Morton J. Canty

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Demonstrating the breadth and depth of growth in the field since the publication of the popular first edition, Image Analysis, Classification and Change Detection in Remote Sensing, with Algorithms for ENVI/IDL, Second Edition has been updated and expanded to keep pace with the latest versions of the ENVI software environment. Effectively interweaving theory, algorithms, and computer codes, the text supplies an accessible introduction to the techniques used in the processing of remotely sensed imagery.

This significantly expanded edition presents numerous image analysis examples and algorithms, all illustrated in the array-oriented language IDL―allowing readers to plug the illustrations and applications covered in the text directly into the ENVI system―in a completely transparent fashion. Revised chapters on image arrays, linear algebra, and statistics convey the required foundation, while updated chapters detail kernel methods for principal component analysis, kernel-based clustering, and classification with support vector machines.

Additions to this edition include:

• An introduction to mutual information and entropy
• Algorithms and code for image segmentation
• In-depth treatment of ensemble classification (adaptive boosting )
• Improved IDL code for all ENVI extensions, with routines that can take advantage of the parallel computational power of modern graphics processors
• Code that runs on all versions of the ENVI/IDL software environment from ENVI 4.1 up to the present―available on the author's website
• Many new end-of-chapter exercises and programming projects

With its numerous programming examples in IDL and many applications supporting ENVI, such as data fusion, statistical change detection, clustering and supervised classification with neural networks―all available as downloadable source code―this self-contained text is ideal for classroom use or self study.

• Sales Rank: #1431266 in Books
• Brand: Brand: CRC Press
• Published on: 2009-12-15
• Original language: English
• Number of items: 1
• Dimensions: 9.21" h x 1.00" w x 6.14" l, 1.75 pounds
• Binding: Hardcover
• 472 pages

Features

• Used Book in Good Condition

About the Author
Juelich Research Center, Germany

Most helpful customer reviews

0 of 0 people found the following review helpful.
This book is amazing!!!
By Simon Sovoe
This book is one of the most useful books I have ever bought. It is very practical if you have ENVI/IDL on your computer, you can immediately run the codes and get useful results. I really love it, in fact it is fun when using this book. I wish the author will incorporate algorithms for processing radar data and other image processing techniques left out in the next edition.

"This book is actually more than a five star rating!"

14 of 14 people found the following review helpful.
Math intensive book on the subject
By calvinnme
Don't you just hate it when such a potentially helpful book exists and you can't at least see the table of contents? Well, I provide that below. As for details, I find it a very helpful and very heavily mathematical book. You won't just see the same old stuff on convolution kernels, histogram equalization and matching etc. rehashed with very few technical details and lots of pretty color plates. Be prepared to look at theorems and a few derivations, but the book is practical too. I'd highly recommend it to the professional who is ready for some more advanced material. As for IDL/ENVI, the algorithms are described well enough you don't have to use that as an implementation language. If you don't know ENVI/IDL this is a pretty good tutorial without trying nearly as hard as programming books on that specific subject.

Preface to the Second Edition xi
Preface to the First Edition xiii
1 Images, Arrays, and Matrices 1
1.1 Multispectral Satellite Images 2
1.2 Algebra of Vectors and Matrices 5
1.2.1 Elementary Properties 6
1.2.2 Square Matrices 8
1.2.3 Singular Matrices 10
1.2.4 Symmetric, Positive Definite Matrices 11
1.2.5 Linear Dependence and Vector Spaces 12
1.3 Eigenvalues and Eigenvectors 13
1.4 Singular Value Decomposition 16
1.5 Vector Derivatives 18
1.6 Finding Minima and Maxima 19
1.7 Exercises 25
2 Image Statistics 27
2.1 Random Variables 27
2.1.1 Discrete Random Variables 28
2.1.2 Continuous Random Variables 29
2.1.3 Normal Distribution 32
2.2 Random Vectors 34
2.3 Parameter Estimation 39
2.3.1 Sampling a Distribution 39
2.3.2 Interval Estimation 42
2.3.3 Provisional Means 43
2.4 Hypothesis Testing and Sample Distribution Functions 44
2.4.1 Chi-Square Distribution 48
2.4.2 Student-t Distribution 49
2.4.3 F-Distribution 50
2.5 Conditional Probabilities, Bayes' Theorem, and Classification 51
2.6 Ordinary Linear Regression 55
2.6.1 One Independent Variable 55
2.6.2 More Than One Independent Variable 57
2.6.3 Regularization, Duality, and the Gram Matrix 60
2.7 Entropy and Information 62
2.7.1 Kullback-Leibler Divergence 64
2.7.2 Mutual Information 64
2.8 Exercises 65
3 Transformations 69
3.1 Discrete Fourier Transform 69
3.2 Discrete Wavelet Transform 73
3.2.1 Haar Wavelets 75
3.2.2 Image Compression 79
3.2.3 Multiresolution Analysis 82
3.2.3.1 Dilation Equation and Refinement Coefficients 83
3.2.3.2 Cascade Algorithm 84
3.2.3.3 Mother Wavelet 85
3.2.3.4 Daubechies D4 Scaling Function 87
3.3 PrincipalComponents 89
3.3.1 Primal Solution 91
3.3.2 Dual Solution 91
3.4 Minimum Noise Fraction 93
3.4.1 Additive Noise 93
3.4.2 Minimum Noise Fraction Transformation in ENVI 96
3.5 Spatial Correlation 98
3.5.1 Maximum Autocorrelation Factor 98
3.5.2 Noise Estimation 101
3.6 Exercises 103
4 Filters, Kernels, and Fields 107
4.1 Convolution Theorem 107
4.2 Linear Filters 111
4.3 Wavelets and Filter Banks 113
4.3.1 One-Dimensional Arrays 115
4.3.2 Two-Dimensional Arrays 120
4.4 Kernel Methods 122
4.4.1 Valid Kernels 124
4.4.2 Kernel PCA 127
4.5 Gibbs-Markov Random Fields 130
4.6 Exercises 135
5 Image Enhancement and Correction 139
5.1 Lookup Tables and Histogram Functions 139
5.2 Filtering and Feature Extraction 141
5.2.1 Edge Detection 141
5.2.2 Invariant Moments 145
5.3 Panchromatic Sharpening 150
5.3.1 HSV Fusion 151
5.3.2 Brovey Fusion 152
5.3.3 PCA Fusion 153
5.3.4 DWT Fusion 154
5.3.5 Á Trous Fusion 155
5.3.6 Quality Index 157
5.4 Topographic Correction 159
5.4.1 Rotation, Scaling, and Translation 159
5.4.2 Imaging Transformations 160
5.4.3 Camera Models and RFM Approximations 161
5.4.4 Stereo Imaging and Digital Elevation Models 163
5.4.5 Slope and Aspect 167
5.4.6 Illumination Correction 170
5.5 Image-Image Registration 175
5.5.1 Frequency-Domain Registration 176
5.5.2 Feature Matching 177
5.5.2.1 High-Pass Filtering 178
5.5.2.2 Closed Contours 179
5.5.2.3 Chain Codes and Moments 179
5.5.2.4 Contour Matching 180
5.5.2.5 Consistency Check 180
5.5.2.6 Implementation in IDL 181
5.5.3 Resampling and Warping 182
5.6 Exercises 183
6 Supervised Classification: Part 1 187
6.1 Maximum a Posteriori Probability 188
6.2 Training Data and Separability 189
6.3 Maximum Likelihood Classification 193
6.3.1 ENVI's Maximum Likelihood Classifier 195
6.3.2 Modified Maximum Likelihood Classifier 196
6.4 Gaussian Kernel Classification 198
6.5 Neural Networks 202
6.5.1 Neural Network Classifier 207
6.5.2 Cost Functions 209
6.5.3 Backpropagation 212
6.5.4 Overfitting and Generalization 216
6.6 Support Vector Machines 219
6.6.1 Linearly Separable Classes 220
6.6.1.1 Primal Formulation 221
6.6.1.2 Dual Formulation 222
6.6.1.3 Quadratic Programming and Support Vectors 224
6.6.2 Overlapping Classes 225
6.6.3 Solution with Sequential Minimal Optimization 227
6.6.4 Multiclass SVMs 228
6.6.5 Kernel Substitution 230
6.6.6 Modified SVM Classifier 231
6.7 Exercises 232
7 Supervised Classification: Part 2 237
7.1 Postprocessing 237
7.1.1 Majority Filtering 238
7.1.2 Probabilistic Label Relaxation 238
7.2 Evaluation and Comparison of Classification Accuracy 240
7.2.1 Accuracy Assessment 241
7.2.2 Model Comparison 246
7.3 Adaptive Boosting 250
7.4 Hyperspectral Analysis 257
7.4.1 Spectral Mixture Modeling 259
7.4.2 Unconstrained Linear Unmixing 261
7.4.3 Intrinsic End-Members and Pixel Purity 261
7.5 Exercises 263
8 Unsupervised Classification 267
8.1 Simple Cost Functions 268
8.2 Algorithms That Minimize the Simple Cost Functions 270
8.2.1 K-Means Clustering 271
8.2.2 Kernel K-Means Clustering 271
8.2.3 Extended K-Means Clustering 273
8.2.4 Agglomerative Hierarchical Clustering 278
8.2.5 Fuzzy K-Means Clustering 280
8.3 Gaussian Mixture Clustering 282
8.3.1 Expectation Maximization 283
8.3.2 Simulated Annealing 286
8.3.3 Partition Density 286
8.3.4 Implementation Notes 287
8.4 Including Spatial Information 289
8.4.1 Multiresolution Clustering 289
8.4.2 Spatial Clustering 289
8.5 Benchmark 292
8.6 Kohonen Self-Organizing Map 295
8.7 Image Segmentation 297
8.7.1 Segmenting a Classified Image 299
8.7.2 Object-Based Classification 300
8.7.3 Mean Shift 303
8.8 Exercises 304
9 Change Detection 311
9.1 Algebraic Methods 311
9.2 Postclassification Comparison 313
9.3 Principal Components Analysis 313
9.3.1 Iterated PCA 313
9.3.2 Kernel PCA 314
9.4 Multivariate Alteration Detection 319
9.4.1 Canonical Correlation Analysis 320
9.4.2 Orthogonality Properties 322
9.4.3 Scale Invariance 324
9.4.4 Iteratively Reweighted MAD 325
9.4.5 Correlation with the Original Observations 327
9.4.6 Regularization 328
9.4.7 Postprocessing 330
9.5 Decision Thresholds and Unsupervised Classification of Changes 331
9.6 Radiometric Normalization 336
9.7 Exercises 338
Appendix A Mathematical Tools 343
A.1 Cholesky Decomposition 343
A.2 Vector and Inner Product Spaces 345
A.3 Least Squares Procedures 347
A.3.1 Recursive Linear Regression 347
A.3.2 Orthogonal Linear Regression 350
Appendix B Efficient Neural Network Training Algorithms 355
B.1 Hessian Matrix 355
B.1.1 R-Operator 356
B.l.1.1 Determination of Rv{n} 358
B.l.1.2 Determination of R'{'0} 359
B.l.1.3 Determination of R'{'h] 359
B.1.2 Calculating the Hessian 360
B.2 Scaled Conjugate Gradient Training 360
B.2.1 Conjugate Directions 362
B.2.2 Minimizing a Quadratic Function 363
B.2.3 Algorithm 366
B.3 Kalman Filter Training 368
B.3.1 Linearization 371
B.3.2 Algorithm 372
B.4 A Neural Network Classifier with Hybrid Training 379
Appendix C ENVI Extensions in IDL 381
C.1 Installation 381
C.2 Extensions 382
C.2.1 Kernel Principal Components Analysis 384
C.2.2 Discrete Wavelet Transform Fusion 386
C.2.3 Á Trous Wavelet Transform Fusion 388
C.2.4 Quality Index 389
C.2.5 Calculating Heights of Man-Made Structures in High-Resolution Imagery 390
C.2.6 Illumination Correction 392
C.2.7 Image Registration 393
C.2.8 Maximum Likelihood Classification 394
C.2.9 Gaussian Kernel Classification 396
C.2.10 Neural Network Classification 397
C.2.11 Support Vector Machine Classification 399
C.2.12 Probabilistic Label Relaxation 399
C.2.13 Classifier Evaluation and Comparison 401
C.2.14 Adaptive Boosting a Neural Network Classifier 402
C.2.15 Kernel K-Means Clustering 404
C.2.16 Agglomerative Hierarchical Clustering 405
C.2.17 Fuzzy K-Means Clustering 406
C.2.18 Gaussian Mixture Clustering 407
C.2.19 Kohonen Self-Organizing Map 409
C.2.20 Classified Image Segmentation 410
C.2.21 Mean Shift Segmentation 411
C.2.22 Multivariate Alteration Detection 412
C.2.23 Viewing Changes 415
C.2.24 Radiometric Normalization 416
Appendix D Mathematical Notation 419
References 421
Index 429

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Image Analysis, Classification, and Change Detection in Remote Sensing: With Algorithms for ENVI/IDL, Second Edition, by Morton J. Canty PDF

Image Analysis, Classification, and Change Detection in Remote Sensing: With Algorithms for ENVI/IDL, Second Edition, by Morton J. Canty PDF

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