Companies Home Search Profile

Managing Data From Knowledge Bases: Querying and Extraction

Managing Data From Knowledge Bases: Querying and Extraction

Download pdf

Managing Data From Knowledge Bases: Querying and Extraction

Managing Data From Knowledge Bases: Querying and Extraction

Category

Artificial Intelligence

Data Architecture

Data Modeling

Author

Wei Emma Zhang

Publication

Springer

0 View

In this book, the authors first address the research issues by providing a motivating scenario, followed by the exploration of the principles and techniques of the challenging topics. Then they solve the raised research issues by developing a series of methodologies. More specifically, the authors study the query optimization and tackle the query performance prediction for knowledge retrieval. They also handle unstructured data processing, data clustering for knowledge extraction. To optimize the queries issued through interfaces against knowledge bases, the authors propose a cache-based optimization layer between consumers and the querying interface to facilitate the querying and solve the latency issue. The cache depends on a novel learning method that considers the querying patterns from individuals historical queries without having knowledge of the backing systems of the knowledge base. To predict the query performance for appropriate query scheduling, the authors examine the queries structural and syntactical features and apply multiple widely adopted prediction models. Their feature modelling approach eschews the knowledge requirement on both the querying languages and system.

To extract knowledge from unstructured Web sources, the authors examine two kinds of Web sources containing unstructured data: the source code from Web repositories and the posts in programming question-answering communities. They use natural language processing techniques to pre-process the source codes and obtain the natural language elements. Then they apply traditional knowledge extraction techniques to extract knowledge. For the data from programming question-answering communities, the authors make the attempt towards building programming knowledge base by starting with paraphrase identification problems and develop novel features to accurately identify duplicate posts. For domain specific knowledge extraction, the authors propose to use a clustering technique to separate knowledge into different groups. They focus on developing a new clustering algorithm that uses manifold constraints in the optimization task and achieves fast and accurate performance.

For each model and approach presented in this dissertation, the authors have conducted extensive experiments to evaluate it using either public dataset or synthetic data they generated.

'

Download pdf

ISBN-10

ISBN-13

9783319949345

Publisher

Springer

Price

0

File Type

PDF

Page No.

0

Wei Emma Zhang

Similar Books

Large-Scale Scientific Computing: 13th International Conference, LSSC 2021, Sozopol, Bulgaria, June 7–11, 2021, Revised Selected Papers (Lecture Notes in Computer Science)

Large-Scale Scientific Computing: 13th International Conference, LSSC 2021, Sozopol, Bulgaria, June 7–11, 2021, Revised Selected Papers (Lecture Notes in Computer Science)

Ivan Lirkov

Data Architecture

Designing Data Spaces: The Ecosystem Approach to Competitive Advantage

Designing Data Spaces: The Ecosystem Approach to Competitive Advantage

Boris Otto

Data Architecture

Handbook of Dynamic Data Driven Applications Systems: Volume 1

Handbook of Dynamic Data Driven Applications Systems: Volume 1

Erik P. Blasch

Data Architecture

Simplifying Data Engineering and Analytics with Delta: Create analytics-ready data that fuels artificial intelligence and business intelligence

Simplifying Data Engineering and Analytics with Delta: Create analytics-ready data that fuels artificial intelligence and business intelligence

Anindita Mahapatra

Data Architecture

Azure Data Factory by Example: Practical Implementation for Data Engineers

Azure Data Factory by Example: Practical Implementation for Data Engineers

Richard Swinbank

Microsoft Azure

Reinventing Data Protection?

Reinventing Data Protection?

Serge Gutwirth

Data Architecture

Making Data: Materializing Digital Information

Making Data: Materializing Digital Information

Ian Gwilt

Data Architecture

Cloud Computing Solutions: Architecture, Data Storage, Implementation, and Security

Cloud Computing Solutions: Architecture, Data Storage, Implementation, and Security

Souvik Pal

Data Architecture

Fundamentals of Data Engineering: Plan and Build Robust Data Systems

Fundamentals of Data Engineering: Plan and Build Robust Data Systems

Matt Housley

Data Architecture

Data Prefetching Techniques in Computer Systems (ISSN)

Data Prefetching Techniques in Computer Systems (ISSN)

Hamid Sarbazi-Azad

Data Architecture

Hands-on Programmatic In-house Digital Advertising: Learn Data Design, AI Implementation, Bidding Strategies, and Strategic Thinking (English Edition)

Hands-on Programmatic In-house Digital Advertising: Learn Data Design, AI Implementation, Bidding Strategies, and Strategic Thinking (English Edition)

Raghavendra Agarwala

Data Architecture

Hands-on Go Programming : Learn Google’s Golang Programming, Data Structures, Error Handling and Concurrency ( English Edition): Learn Google's Golang ... Handling and Concurrency ( English Edition)

Hands-on Go Programming : Learn Google’s Golang Programming, Data Structures, Error Handling and Concurrency ( English Edition): Learn Google's Golang ... Handling and Concurrency ( English Edition)

Sachchidanand Singh

Data Architecture

MultiMedia Modeling: 28th International Conference, MMM 2022, Phu Quoc, Vietnam, June 6–10, 2022, Proceedings, Part I (Lecture Notes in Computer Science Book 13141)

MultiMedia Modeling: 28th International Conference, MMM 2022, Phu Quoc, Vietnam, June 6–10, 2022, Proceedings, Part I (Lecture Notes in Computer Science Book 13141)

Björn Þór Jónsson

MultiMedia Modeling: 28th International Conference, MMM 2022, Phu Quoc, Vietnam, June 6–10, 2022, Proceedings, Part II (Lecture Notes in Computer Science Book 13142)

MultiMedia Modeling: 28th International Conference, MMM 2022, Phu Quoc, Vietnam, June 6–10, 2022, Proceedings, Part II (Lecture Notes in Computer Science Book 13142)

Björn Þór Jónsson

14th Chaotic Modeling and Simulation International Conference (Springer Proceedings in Complexity)

14th Chaotic Modeling and Simulation International Conference (Springer Proceedings in Complexity)

Christos H. Skiadas

Driving Scientific and Engineering Discoveries Through the Integration of Experiment, Big Data, and Modeling and Simulation: 21st Smoky Mountains Computational ... Computer and Information Science Book 1512)

Driving Scientific and Engineering Discoveries Through the Integration of Experiment, Big Data, and Modeling and Simulation: 21st Smoky Mountains Computational ... Computer and Information Science Book 1512)

Jeffrey Nichols

Verification, Model Checking, and Abstract Interpretation: 23rd International Conference, VMCAI 2022, Philadelphia, PA, USA, January 16–18, 2022, Proceedings ... Notes in Computer Science Book 13182)

Verification, Model Checking, and Abstract Interpretation: 23rd International Conference, VMCAI 2022, Philadelphia, PA, USA, January 16–18, 2022, Proceedings ... Notes in Computer Science Book 13182)

Bernd Finkbeiner

Business Modeling and Software Design: 11th International Symposium, BMSD 2021, Sofia, Bulgaria, July 5–7, 2021, Proceedings (Lecture Notes in Business Information Processing Book 422)

Business Modeling and Software Design: 11th International Symposium, BMSD 2021, Sofia, Bulgaria, July 5–7, 2021, Proceedings (Lecture Notes in Business Information Processing Book 422)

Boris Shishkov

Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management. Human Body, Motion and Behavior: 12th International Conference, ... Notes in Computer Science Book 12777)

Digital Human Modeling and Applications in Health, Safety, Ergonomics and Risk Management. Human Body, Motion and Behavior: 12th International Conference, ... Notes in Computer Science Book 12777)

Vincent G. Duffy

Handbook of Dynamic Data Driven Applications Systems: Volume 1

Handbook of Dynamic Data Driven Applications Systems: Volume 1

Erik P. Blasch

Data Architecture

Training Systems Using Python Statistical Modeling: Explore popular techniques for modeling your data in Python

Training Systems Using Python Statistical Modeling: Explore popular techniques for modeling your data in Python

Curtis Miller

Model-based Systems Architecting: Using CESAM to Architect Complex Systems

Model-based Systems Architecting: Using CESAM to Architect Complex Systems

Daniel Krob

Control Systems

Artificial Intelligence: Models, Algorithms and Applications

Artificial Intelligence: Models, Algorithms and Applications

Terje Solsvik Kristensen

Agent-Based Modelling and Geographical Information Systems: A Practical Primer (Spatial Analytics and GIS)

Agent-Based Modelling and Geographical Information Systems: A Practical Primer (Spatial Analytics and GIS)

Andrew Crooks

Artificial Intelligence and Machine Learning Methods in COVID-19 and Related Health Diseases (Studies in Computational Intelligence Book 1023)

Artificial Intelligence and Machine Learning Methods in COVID-19 and Related Health Diseases (Studies in Computational Intelligence Book 1023)

Victor Chang

Machine Learning

Applied Deep Learning: Tools, Techniques, and Implementation (Computational Intelligence Methods and Applications)

Applied Deep Learning: Tools, Techniques, and Implementation (Computational Intelligence Methods and Applications)

Paul Fergus

Artificial Intelligence

Intelligence - Theories and Applications

Intelligence - Theories and Applications

Rainer M. Holm-Hadulla

Artificial Intelligence

Regulation of Innovative Technologies: Blockchain, Artificial Intelligence and Quantum Computing

Regulation of Innovative Technologies: Blockchain, Artificial Intelligence and Quantum Computing

Rosario Girasa

Machine Learning and Non-volatile Memories

Machine Learning and Non-volatile Memories

Rino Micheloni

Machine Learning

Artificial Intelligence in Music, Sound, Art and Design: 11th International Conference, EvoMUSART 2022, Held as Part of EvoStar 2022, Madrid, Spain, April ... Notes in Computer Science Book 13221)

Artificial Intelligence in Music, Sound, Art and Design: 11th International Conference, EvoMUSART 2022, Held as Part of EvoStar 2022, Madrid, Spain, April ... Notes in Computer Science Book 13221)

Tiago Martins

Advances in Intelligent Data Analysis XX: 20th International Symposium on Intelligent Data Analysis, IDA 2022, Rennes, France, April 20–22, 2022, Proceedings (Lecture Notes in Computer Science, 13205)

Advances in Intelligent Data Analysis XX: 20th International Symposium on Intelligent Data Analysis, IDA 2022, Rennes, France, April 20–22, 2022, Proceedings (Lecture Notes in Computer Science, 13205)

Tassadit Bouadi

Artificial Intelligence

Artificial Intelligence/Machine Learning in Nuclear Medicine and Hybrid Imaging

Artificial Intelligence/Machine Learning in Nuclear Medicine and Hybrid Imaging

Patrick Veit-Haibach

Machine Learning

Security and Artificial Intelligence: A Crossdisciplinary Approach (Lecture Notes in Computer Science, 13049)

Security and Artificial Intelligence: A Crossdisciplinary Approach (Lecture Notes in Computer Science, 13049)

Lejla Batina

Artificial Intelligence

RoboCup 2021: Robot World Cup XXIV (Lecture Notes in Computer Science)

RoboCup 2021: Robot World Cup XXIV (Lecture Notes in Computer Science)

Oliver Obst

Artificial Intelligence

Language, Logic, and Computation: 13th International Tbilisi Symposium, TbiLLC 2019, Batumi, Georgia, September 16–20, 2019, Revised Selected Papers (Lecture Notes in Computer Science Book 13206)

Language, Logic, and Computation: 13th International Tbilisi Symposium, TbiLLC 2019, Batumi, Georgia, September 16–20, 2019, Revised Selected Papers (Lecture Notes in Computer Science Book 13206)

Aybüke Özgün

Artificial Intelligence

Advanced Artificial Intelligence and Robo-Justice

Advanced Artificial Intelligence and Robo-Justice

Georgios I. Zekos

Artificial Intelligence

Other Authors' Books

Other Publishing Books

Proceedings of International Conference on Sustainable Expert Systems: ICSES 2020 (Lecture Notes in Networks and Systems Book 176)

Proceedings of International Conference on Sustainable Expert Systems: ICSES 2020 (Lecture Notes in Networks and Systems Book 176)

Subarna Shakya

Coding Interview

Advances in Speech and Music Technology: Proceedings of FRSM 2020 (Advances in Intelligent Systems and Computing Book 1320)

Advances in Speech and Music Technology: Proceedings of FRSM 2020 (Advances in Intelligent Systems and Computing Book 1320)

Anupam Biswas

Emotional Intelligence

Expert Clouds and Applications: Proceedings of ICOECA 2022 (Lecture Notes in Networks and Systems, 444)

Expert Clouds and Applications: Proceedings of ICOECA 2022 (Lecture Notes in Networks and Systems, 444)

I. Jeena Jacob

Plant and Nanoparticles

Plant and Nanoparticles

Jen-Tsung Chen

Computational Intelligence for Water and Environmental Sciences (Studies in Computational Intelligence Book 1043)

Computational Intelligence for Water and Environmental Sciences (Studies in Computational Intelligence Book 1043)

Omid Bozorg-Haddad

Asiatic Water Buffalo: A Sustainable and Healthy Red Meat Source

Asiatic Water Buffalo: A Sustainable and Healthy Red Meat Source

Naveena B. Maheswarappa

Life Coach Training

Vapor Intrusion Simulations and Risk Assessments

Vapor Intrusion Simulations and Risk Assessments

Yijun Yao

Risk Management

Applied Computational Technologies: Proceedings of ICCET 2022 (Smart Innovation, Systems and Technologies Book 303)

Applied Computational Technologies: Proceedings of ICCET 2022 (Smart Innovation, Systems and Technologies Book 303)

Brijesh Iyer

Learning Technologies

Recent Advances in Civil Engineering: Select Proceedings of ERCAM 2021 (Lecture Notes in Civil Engineering Book 265)

Recent Advances in Civil Engineering: Select Proceedings of ERCAM 2021 (Lecture Notes in Civil Engineering Book 265)

G. Raghava

AutoCAD Civil 3D

AI and Blockchain Technology in 6G Wireless Network (Blockchain Technologies)

AI and Blockchain Technology in 6G Wireless Network (Blockchain Technologies)

Malaya Dutta Borah

Learning Technologies

Mathematical Models of Cell-Based Morphogenesis: Passive and Active Remodeling (Theoretical Biology)

Mathematical Models of Cell-Based Morphogenesis: Passive and Active Remodeling (Theoretical Biology)

Hisao Honda

Frontier Technologies in Bovine Reproduction

Frontier Technologies in Bovine Reproduction

A. Kumaresan

Learning Technologies

User Reviews

Log in first to post a comment

Rating

0

0

0

0

0

average 0

Total votes0