Algorithms and Programs of Dynamic Mixture Estimation
Home > Science & Mathematics > Mathematics > Optimization > Algorithms and Programs of Dynamic Mixture Estimation
Algorithms and Programs of Dynamic Mixture Estimation

Algorithms and Programs of Dynamic Mixture Estimation


     0     
5
4
3
2
1



International Edition


About the Book

1 Introduction 71.1 On dynamic mixtures . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 71.2 General conventions . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 112 Basic Models 132.1 Regression model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 132.1.1 Estimation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 142.1.2 Point estimates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 152.1.3 Prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 152.2 Categorical model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 162.2.1 Estimation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 172.2.2 Point estimates . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 172.2.3 Prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 182.3 State-space model . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 182.3.1 State estimation . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 183 Statistical Analysis of Dynamic Mixtures 213.1 Dynamic mixture . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 213.2 Unified approach to mixture estimation . . . . . . . . . . . . . . . . . . . . . . . 223.2.1 The component part . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 223.2.2 The pointer part . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 233.2.3 Main subtasks of mixture estimation . . . . . . . . . . . . . . . . . . . . . 233.2.4 General algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 253.3 Mixture prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 253.3.1 Pointer prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 263.3.2 Data prediction . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 284 Dynamic Mixture Estimation 294.1 Normal regression components . . . . . . . . . . . . . . . . . . . . . . . . . . . . 294.1.1 Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 304.1.2 Simple program . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 314.1.3 Comments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 334.2 Categorical components . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 344.2.1 Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 354.2.2 Simple program . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 364.2.3 Comments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 374.3 State-space components . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 384.3.1 Algorithm . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 394.3.2 Simple program . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 404.3.3 Comments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 425 Program Codes 435.1 Main program . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 435.1.1 Comments . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 455.2 Subroutines . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . . 475.2.1 Initialization of estimation . . . . . . . . . . . . . . . . . . . . . . . . . . . 475.2.2 Computation of proximities
About the Author: Doc. Ing. Ivan Nagy, CSc. (Ph.D.), born 1956 in Prague, Czech Republic, received his CSc. (Ph.D.) in cybernetics from UTIA, Prague in 1983. In 1980, he started working as a researcher at the Institute of Information Theory and Automation of the Czech Academy of Sciences. Since 1998, he has also been a lecturer at the Czech Technical University Faculty of Transportation Sciences in Prague.

Ing. Evgenia Suzdaleva, CSc. (Ph.D.), born 1977 in Krasnoyarsk, Russia, obtained her CSc. (Ph.D.) in 2002 in system analysis at the Siberian State Aerospace University, Krasnoyarsk, Russia. Since 2004, she has been a researcher at the Institute of Information Theory and Automation at the Czech Academy of Sciences. At the same time, she works as a lecturer at the Czech Technical University Faculty of Transportation Sciences in Prague.


Best Sellers



Product Details
  • ISBN-13: 9783319646701
  • Publisher: Springer
  • Publisher Imprint: Springer
  • Edition: SpringerBriefs in Statistics
  • Language: English
  • Returnable: Y
  • Spine Width: 7 mm
  • Weight: 240 gr
  • ISBN-10: 3319646702
  • Publisher Date: 24 Aug 2017
  • Binding: Paperback
  • Height: 234 mm
  • No of Pages: 113
  • Series Title: Springerbriefs in Statistics
  • Sub Title: Unified Approach to Different Types of Components
  • Width: 156 mm


Similar Products

Add Photo
Add Photo

Customer Reviews

REVIEWS      0     
Click Here To Be The First to Review this Product
Algorithms and Programs of Dynamic Mixture Estimation
Springer -
Algorithms and Programs of Dynamic Mixture Estimation
Writing guidlines
We want to publish your review, so please:
  • keep your review on the product. Review's that defame author's character will be rejected.
  • Keep your review focused on the product.
  • Avoid writing about customer service. contact us instead if you have issue requiring immediate attention.
  • Refrain from mentioning competitors or the specific price you paid for the product.
  • Do not include any personally identifiable information, such as full names.

Algorithms and Programs of Dynamic Mixture Estimation

Required fields are marked with *

Review Title*
Review
    Add Photo Add up to 6 photos
    Would you recommend this product to a friend?
    Tag this Book Read more
    Does your review contain spoilers?
    What type of reader best describes you?
    I agree to the terms & conditions
    You may receive emails regarding this submission. Any emails will include the ability to opt-out of future communications.

    CUSTOMER RATINGS AND REVIEWS AND QUESTIONS AND ANSWERS TERMS OF USE

    These Terms of Use govern your conduct associated with the Customer Ratings and Reviews and/or Questions and Answers service offered by Bookswagon (the "CRR Service").


    By submitting any content to Bookswagon, you guarantee that:
    • You are the sole author and owner of the intellectual property rights in the content;
    • All "moral rights" that you may have in such content have been voluntarily waived by you;
    • All content that you post is accurate;
    • You are at least 13 years old;
    • Use of the content you supply does not violate these Terms of Use and will not cause injury to any person or entity.
    You further agree that you may not submit any content:
    • That is known by you to be false, inaccurate or misleading;
    • That infringes any third party's copyright, patent, trademark, trade secret or other proprietary rights or rights of publicity or privacy;
    • That violates any law, statute, ordinance or regulation (including, but not limited to, those governing, consumer protection, unfair competition, anti-discrimination or false advertising);
    • That is, or may reasonably be considered to be, defamatory, libelous, hateful, racially or religiously biased or offensive, unlawfully threatening or unlawfully harassing to any individual, partnership or corporation;
    • For which you were compensated or granted any consideration by any unapproved third party;
    • That includes any information that references other websites, addresses, email addresses, contact information or phone numbers;
    • That contains any computer viruses, worms or other potentially damaging computer programs or files.
    You agree to indemnify and hold Bookswagon (and its officers, directors, agents, subsidiaries, joint ventures, employees and third-party service providers, including but not limited to Bazaarvoice, Inc.), harmless from all claims, demands, and damages (actual and consequential) of every kind and nature, known and unknown including reasonable attorneys' fees, arising out of a breach of your representations and warranties set forth above, or your violation of any law or the rights of a third party.


    For any content that you submit, you grant Bookswagon a perpetual, irrevocable, royalty-free, transferable right and license to use, copy, modify, delete in its entirety, adapt, publish, translate, create derivative works from and/or sell, transfer, and/or distribute such content and/or incorporate such content into any form, medium or technology throughout the world without compensation to you. Additionally,  Bookswagon may transfer or share any personal information that you submit with its third-party service providers, including but not limited to Bazaarvoice, Inc. in accordance with  Privacy Policy


    All content that you submit may be used at Bookswagon's sole discretion. Bookswagon reserves the right to change, condense, withhold publication, remove or delete any content on Bookswagon's website that Bookswagon deems, in its sole discretion, to violate the content guidelines or any other provision of these Terms of Use.  Bookswagon does not guarantee that you will have any recourse through Bookswagon to edit or delete any content you have submitted. Ratings and written comments are generally posted within two to four business days. However, Bookswagon reserves the right to remove or to refuse to post any submission to the extent authorized by law. You acknowledge that you, not Bookswagon, are responsible for the contents of your submission. None of the content that you submit shall be subject to any obligation of confidence on the part of Bookswagon, its agents, subsidiaries, affiliates, partners or third party service providers (including but not limited to Bazaarvoice, Inc.)and their respective directors, officers and employees.

    Accept

    New Arrivals



    Inspired by your browsing history


    Your review has been submitted!

    You've already reviewed this product!