Asaf Hajiyev (140 results)
- Hardcover
Seller: Basi6 International, Irving, TX, U.S.A.Basi6 International
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£ 97.97
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Condition: Brand New. New. Delivery takes 25-30 days. Excellent Customer Service.
- Hardcover
Seller: Basi6 International, Irving, TX, U.S.A.Basi6 International
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£ 127.53
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- Hardcover
Seller: Basi6 International, Irving, TX, U.S.A.Basi6 International
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£ 129.37
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Language: English
Published by Springer, 2020
Series: Book 396 of 540 - Advances in Intelligent Systems and Computing
- Softcover
Seller: StainesBook, Weybridge, SURRE, United KingdomStainesBook
Contact seller1-star sellerCondition: New
£ 104.05
£ 30.00 shippingShips from United Kingdom to U.S.A.Quantity: 1 available
Condition: New. A brand new book in pristine condition. Showing zero signs of shelf wear, creases, or damage.
- Hardcover
Seller: GreatBookPrices, Columbia, MD, U.S.A.GreatBookPrices
Contact seller5-star sellerCondition: Used - As new
£ 133.23
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Condition: As New. Unread book in perfect condition.
- Hardcover
Seller: GreatBookPrices, Columbia, MD, U.S.A.GreatBookPrices
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£ 144.25
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Condition: New.
- Hardcover
Seller: Books Puddle, New York, NY, U.S.A.Books Puddle
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£ 143.23
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Condition: New.
- Hardcover
Seller: Majestic Books, Hounslow, United KingdomMajestic Books
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£ 141.28
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Condition: New.
- Hardcover
Seller: GreatBookPricesUK, Woodford Green, United KingdomGreatBookPricesUK
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£ 129.38
£ 15.00 shippingShips from United Kingdom to U.S.A.Quantity: 10 available
Condition: As New. Unread book in perfect condition.
Language: English
Published by Springer, 2020
Series: Book 396 of 540 - Advances in Intelligent Systems and Computing
- Softcover
Seller: Basi6 International, Irving, TX, U.S.A.Basi6 International
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£ 148.78
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Condition: Brand New. New. Delivery takes 25-30 days. Excellent Customer Service.
- Hardcover
Seller: Basi6 International, Irving, TX, U.S.A.Basi6 International
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£ 148.78
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Condition: Brand New. New. Delivery takes 25-30 days. Excellent Customer Service.
- Hardcover
Seller: Basi6 International, Irving, TX, U.S.A.Basi6 International
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£ 148.78
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- Hardcover
Seller: GreatBookPricesUK, Woodford Green, United KingdomGreatBookPricesUK
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£ 130.37
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Condition: New.
Language: English
Published by Springer, 2016
Series: Book 63 of 540 - Advances in Intelligent Systems and Computing
- Softcover
Seller: Basi6 International, Irving, TX, U.S.A.Basi6 International
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£ 153.81
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Condition: Brand New. New. Delivery takes 25-30 days. Excellent Customer Service.
- Hardcover
Seller: Grand Eagle Retail, Bensenville, IL, U.S.A.Grand Eagle Retail
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£ 158.57
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Hardcover. Condition: new. Hardcover. In this book, a novel high-dimensional linear and nonlinear regression model is introduced to address, in part, the challenges of evaluating the stability and confidence of large-scale models' interpretability. The book begins by reviewing foundational concepts in regression analysis, and di…scussing the current state and challenges of AI interpretability. Through an in-depth exploration of regression models, the core principles of data-driven linear regression are explained. To enhance the explanatory power of regression models, variable-parameter regression models are further investigated and extended to variable-parameter nonlinear regression models. To handle complex relationships, the Gauss-Newton iterative method is incorporated, ensuring the stability of high-dimensional nonlinear regression. The Confidence Interval-based Credibility Evaluation (CICE) framework combines statistical indicatorssuch as interval width, center deviation, and accuracyinto a single score to assess the stability and reliability of explanations, validated through case studies in engineering, finance, and time series prediction. Overall, the book presents a coherent framework for interpretable AI, integrating regression modeling, confidence region construction, and credibility evaluation to enhance interpretability and statistical accountability, fostering more trustworthy AI systems. Chapter 1 introduces the fundamental concepts and theoretical developments of both regression analysis and AI explainability, highlighting their interconnections. Chapter 2 reviews essential probability theory and mathematical statistics, covering random variables, measure spaces, probability distributions, parameter estimation (including least squares and maximum likelihood methods), and asymptotic theory, which serve as the foundation for analyzing model consistency and convergence. Chapter 3 focuses on the effects of correlated errors in linear regression, establishing parameter convergence conditions to ensure the consistency and asymptotic normality of covariance estimators. Chapter 4 introduces variable-parameter regression models and systematically studies M-estimators and generalized regression models within the framework of robust statistics. By addressing non-normal errors and outliers, these methods improve model adaptability. The chapter also establishes the robustness of the generalized regression model through theoretical analysis of covariance estimation. Chapter 5 introduces the Confidence Interval-based Credibility Evaluation (CICE) framework, which integrates multiple statistical indicators into a unified score to assess the stability and reliability of model explanations. Through real-world case studies in engineering, finance, and time series prediction, the effectiveness of CICE in detecting unstable interpretations and enhancing model transparency is demonstrated. To enhance the explanatory power of regression models, variable-parameter regression models are further investigated and extended to variable-parameter nonlinear regression models. Shipping may be from multiple locations in the US or from the UK, depending on stock availability.
- Hardcover
Seller: California Books, Miami, FL, U.S.A.California Books
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£ 161.32
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Condition: New.
- Hardcover
Seller: CitiRetail, Stevenage, United KingdomCitiRetail
Contact seller5-star sellerCondition: New
£ 138.49
£ 37.00 shippingShips from United Kingdom to U.S.A.Quantity: 1 available
Hardcover. Condition: new. Hardcover. In this book, a novel high-dimensional linear and nonlinear regression model is introduced to address, in part, the challenges of evaluating the stability and confidence of large-scale models' interpretability. The book begins by reviewing foundational concepts in regression analysis, and di…scussing the current state and challenges of AI interpretability. Through an in-depth exploration of regression models, the core principles of data-driven linear regression are explained. To enhance the explanatory power of regression models, variable-parameter regression models are further investigated and extended to variable-parameter nonlinear regression models. To handle complex relationships, the Gauss-Newton iterative method is incorporated, ensuring the stability of high-dimensional nonlinear regression. The Confidence Interval-based Credibility Evaluation (CICE) framework combines statistical indicatorssuch as interval width, center deviation, and accuracyinto a single score to assess the stability and reliability of explanations, validated through case studies in engineering, finance, and time series prediction. Overall, the book presents a coherent framework for interpretable AI, integrating regression modeling, confidence region construction, and credibility evaluation to enhance interpretability and statistical accountability, fostering more trustworthy AI systems. Chapter 1 introduces the fundamental concepts and theoretical developments of both regression analysis and AI explainability, highlighting their interconnections. Chapter 2 reviews essential probability theory and mathematical statistics, covering random variables, measure spaces, probability distributions, parameter estimation (including least squares and maximum likelihood methods), and asymptotic theory, which serve as the foundation for analyzing model consistency and convergence. Chapter 3 focuses on the effects of correlated errors in linear regression, establishing parameter convergence conditions to ensure the consistency and asymptotic normality of covariance estimators. Chapter 4 introduces variable-parameter regression models and systematically studies M-estimators and generalized regression models within the framework of robust statistics. By addressing non-normal errors and outliers, these methods improve model adaptability. The chapter also establishes the robustness of the generalized regression model through theoretical analysis of covariance estimation. Chapter 5 introduces the Confidence Interval-based Credibility Evaluation (CICE) framework, which integrates multiple statistical indicators into a unified score to assess the stability and reliability of model explanations. Through real-world case studies in engineering, finance, and time series prediction, the effectiveness of CICE in detecting unstable interpretations and enhancing model transparency is demonstrated. Shipping may be from our UK warehouse or from our Australian or US warehouses, depending on stock availability.
- Softcover
Seller: Basi6 International, Irving, TX, U.S.A.Basi6 International
Contact seller5-star sellerCondition: New
£ 181.13
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Condition: Brand New. New. Delivery takes 25-30 days. Excellent Customer Service.
- Softcover
Seller: StainesBook, Weybridge, SURRE, United KingdomStainesBook
Contact seller1-star sellerCondition: New
£ 151.46
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Condition: New. A brand new book in pristine condition. Showing zero signs of shelf wear, creases, or damage.
- Softcover
Seller: StainesBook, Weybridge, SURRE, United KingdomStainesBook
Contact seller1-star sellerCondition: New
£ 152.08
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Condition: New. A brand new book in pristine condition. Showing zero signs of shelf wear, creases, or damage.
- Softcover
Seller: StainesBook, Weybridge, SURRE, United KingdomStainesBook
Contact seller1-star sellerCondition: New
£ 152.22
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Condition: New. A brand new book in pristine condition. Showing zero signs of shelf wear, creases, or damage.
Urban Governance : Integrative Approaches and Emerging Trends Towards Sustainable and Resilient Supply Chain Management
Xu, Jiuping (EDT); Lu, Yi (EDT); Hajiyev, Asaf (EDT); Li, Zongmin (EDT)
- Hardcover
Seller: GreatBookPrices, Columbia, MD, U.S.A.GreatBookPrices
Contact seller5-star sellerCondition: Used - As new
£ 183.35
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Condition: As New. Unread book in perfect condition.
- Hardcover
Seller: Majestic Books, Hounslow, United KingdomMajestic Books
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£ 191.22
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Condition: New.
Urban Governance : Integrative Approaches and Emerging Trends Towards Sustainable and Resilient Supply Chain Management
Xu, Jiuping (EDT); Lu, Yi (EDT); Hajiyev, Asaf (EDT); Li, Zongmin (EDT)
- Hardcover
Seller: GreatBookPrices, Columbia, MD, U.S.A.GreatBookPrices
Contact seller5-star sellerCondition: New
£ 195.90
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Condition: New.
Urban Governance : Integrative Approaches and Emerging Trends Towards Sustainable and Resilient Supply Chain Management
Xu, Jiuping (EDT); Lu, Yi (EDT); Hajiyev, Asaf (EDT); Li, Zongmin (EDT)
- Hardcover
Seller: GreatBookPricesUK, Woodford Green, United KingdomGreatBookPricesUK
Contact seller5-star sellerCondition: Used - As new
£ 177.59
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Condition: As New. Unread book in perfect condition.
- Hardcover
Seller: Books Puddle, New York, NY, U.S.A.Books Puddle
Contact seller4-star sellerCondition: New
£ 202.59
£ 2.95 shippingShips within U.S.A.Quantity: 3 available
Condition: New.
Language: English
Published by Springer, 2020
Series: Book 396 of 540 - Advances in Intelligent Systems and Computing
- Softcover
Seller: Ria Christie Collections, Uxbridge, United KingdomRia Christie Collections
Contact seller5-star sellerCondition: New
£ 189.04
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Condition: New. In.
- Hardcover
Seller: Ria Christie Collections, Uxbridge, United KingdomRia Christie Collections
Contact seller5-star sellerCondition: New
£ 189.04
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Condition: New. In.
- Hardcover
Seller: Ria Christie Collections, Uxbridge, United KingdomRia Christie Collections
Contact seller5-star sellerCondition: New
£ 189.04
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Condition: New. In.
- Hardcover
Seller: Books Puddle, New York, NY, U.S.A.Books Puddle
Contact seller4-star sellerCondition: New
£ 204.28
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Condition: New.
