Applications Of Learning And Planning Methods

Author : N G Bourbakis
Publisher : World Scientific
Page : 392 pages
File Size : 54,5 Mb
Release : 1991-03-29
Category : Computers
ISBN : 9789814506434

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Applications of Learning and Planning Methods by N G Bourbakis Pdf

Learning and planning are two important topics of artificial intelligence. Learning deals with the algorithmic processes that make a computing machine able to “learn” and improve its performance during the process of complex tasks. Planning on the other hand, deals with decision and construction processes that make a machine capable of constructing an intelligent plan for the solution of a particular complex problem. This book combines both learning and planning methodologies and their applications in different domains. It is divided into two parts. The first part contains seven chapters on the ongoing research work in symbolic and connectionist learning. The second part includes seven chapters which provide the current research efforts in planning methodologies and their application to robotics. Contents:An Introduction to Learning and Planning (N G Bourbakis)Embedding Learning in a General Frame-Based Architecture (T Tanaka & T M Mitchell)Connectionist Learning with CHEBYCHEV Networks and Analysis of its Internal Representation (A Namatame)Layered Inductive Learning Algorithms and their Computational Aspects (H Madala)An Approach to Combining Explanation-Based and Neural Learning Algorithms (J W Savlick & G G Towell)The Application of Symbolic Inductive Learning to the Acquisition and Recognition of Noisy Texture Concepts (P W Pachowicz)Automating Technology Adaptation in Design Synthesis (J R Kipps & D D Gajski)Connectionist Production Systems in Local and Hierarchical Representation (A Sohn & J L Gaudiot)A Parallel Architecture for AI Non-Linear Planning (S Lee & K Chung)Heuristic Tree Search Using Nonparametric Statistical Inference Methods (W Zhang & N S V Rao)An A∗ Approach to Robust Plan Recognition for Intelligent Interfaces (R J Calistri-Yeh)Differential A∗: An Adaptive Search Method Illustrated with Robot Path Planning for Moving Obstacles and Goals and an Uncertain Environment (K I Trovato)Path Planning Under Uncertainty (F Yegenoglu & H E Stephanou)Knowledge-Based Acquisition in Real-Time Path Planning in Unknown Space (N G Bourbakis)Path Planning for Two Cooperating Robot Manipulators (Q Xue & P C Y Sheu) Readership: Computer scientists, graduate students and researchers. keywords:

Author : Nikolaos G. Bourbakis
Publisher : World Scientific
Page : 406 pages
File Size : 52,5 Mb
Release : 1991
Category : Computers
ISBN : 9810205465

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Applications of Learning & Planning Methods by Nikolaos G. Bourbakis Pdf

Learning and planning are two important topics of artificial intelligence. Learning deals with the algorithmic processes that make a computing machine able to ?learn? and improve its performance during the process of complex tasks. Planning on the other hand, deals with decision and construction processes that make a machine capable of constructing an intelligent plan for the solution of a particular complex problem.This book combines both learning and planning methodologies and their applications in different domains. It is divided into two parts. The first part contains seven chapters on the ongoing research work in symbolic and connectionist learning. The second part includes seven chapters which provide the current research efforts in planning methodologies and their application to robotics.

Author : Steven Minton
Publisher : Morgan Kaufmann
Page : 554 pages
File Size : 47,9 Mb
Release : 2014-05-12
Category : Social Science
ISBN : 9781483221175

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Machine Learning Methods for Planning by Steven Minton Pdf

Machine Learning Methods for Planning provides information pertinent to learning methods for planning and scheduling. This book covers a wide variety of learning methods and learning architectures, including analogical, case-based, decision-tree, explanation-based, and reinforcement learning. Organized into 15 chapters, this book begins with an overview of planning and scheduling and describes some representative learning systems that have been developed for these tasks. This text then describes a learning apprentice for calendar management. Other chapters consider the problem of temporal credit assignment and describe tractable classes of problems for which optimal plans can be derived. This book discusses as well how reactive, integrated systems give rise to new requirements and opportunities for machine learning. The final chapter deals with a method for learning problem decompositions, which is based on an idealized model of efficiency for problem-reduction search. This book is a valuable resource for production managers, planners, scientists, and research workers.

Author : Management Association, Information Resources
Publisher : IGI Global
Page : 1516 pages
File Size : 44,5 Mb
Release : 2022-05-13
Category : Computers
ISBN : 9781668462928

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Research Anthology on Machine Learning Techniques, Methods, and Applications by Management Association, Information Resources Pdf

Machine learning continues to have myriad applications across industries and fields. To ensure this technology is utilized appropriately and to its full potential, organizations must better understand exactly how and where it can be adapted. Further study on the applications of machine learning is required to discover its best practices, challenges, and strategies. The Research Anthology on Machine Learning Techniques, Methods, and Applications provides a thorough consideration of the innovative and emerging research within the area of machine learning. The book discusses how the technology has been used in the past as well as potential ways it can be used in the future to ensure industries continue to develop and grow. Covering a range of topics such as artificial intelligence, deep learning, cybersecurity, and robotics, this major reference work is ideal for computer scientists, managers, researchers, scholars, practitioners, academicians, instructors, and students.

Author : Steven Minton
Publisher : Morgan Kaufmann Publishers
Page : 566 pages
File Size : 55,6 Mb
Release : 1993
Category : Computers
ISBN : UOM:39015029961797

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Machine Learning Methods for Planning by Steven Minton Pdf

Research on planning systems has shown that domain knowledge is crucial for effectively coping with complex, changing environments. Unfortunately, acquiring and incorporating the necessary domain knowledge can be a significant problem when building a practical planning system. The knowledge engineering process is typically time-consuming and expensive. Furthermore, if a human expert is not available it may be extremely difficult to obtain the necessary knowledge. One solution is for a system to automatically acquire domain-specific knowledge through learning. The idea of a planning system that can improve its performance with experience is very attractive. Furthermore, advances in machine learning have provided a deeper understanding of learning mechanisms relevant to acquiring such knowledge. For this reason, there is a great deal of interest in this area of artificial intelligence. This book brings together, in one volume, a set of chapters from the primary researchers in the field, presenting a picture of its current state and its likely areas for application. The chapters describe a variety of learning methods

Author : Honghai Liu,Zhouping Yin,Lianqing Liu,Li Jiang,Guoying Gu,Xinyu Wu,Weihong Ren
Publisher : Springer Nature
Page : 801 pages
File Size : 41,6 Mb
Release : 2022-08-03
Category : Computers
ISBN : 9783031138447

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Intelligent Robotics and Applications by Honghai Liu,Zhouping Yin,Lianqing Liu,Li Jiang,Guoying Gu,Xinyu Wu,Weihong Ren Pdf

The 4-volume set LNAI 13455 - 13458 constitutes the proceedings of the 15th International Conference on Intelligent Robotics and Applications, ICIRA 2022, which took place in Harbin China, during August 2022. The 284 papers included in these proceedings were carefully reviewed and selected from 442 submissions. They were organized in topical sections as follows: Robotics, Mechatronics, Applications, Robotic Machining, Medical Engineering, Soft and Hybrid Robots, Human-robot Collaboration, Machine Intelligence, and Human Robot Interaction.

Author : Irfan, Mohammad,Kadry, Seifedine,Sharif, Muhammad,Khan, Habib Ullah
Publisher : IGI Global
Page : 352 pages
File Size : 44,9 Mb
Release : 2023-12-07
Category : Business & Economics
ISBN : 9798369310397

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Fintech Applications in Islamic Finance: AI, Machine Learning, and Blockchain Techniques by Irfan, Mohammad,Kadry, Seifedine,Sharif, Muhammad,Khan, Habib Ullah Pdf

In the realm of Islamic finance, a pivotal challenge looms—the escalating complexity of investment decisions, macroeconomic analyses, and credit evaluations. In response, we present a groundbreaking solution that resonates with the rapidly evolving fintech era. Fintech Applications in Islamic Finance: AI, Machine Learning, and Blockchain Techniques offers a compelling repository of knowledge, meticulously curated by renowned editors Mohammad Irfan, Seifedine Kadry, Muhammad Sharif, and Habib Ullah Khan. Fintech Applications in Islamic Finance: AI, Machine Learning, and Blockchain Techniques is a call to action, an exploration of innovation, and a guide for both academia and industry. In an era where AI, ML, and blockchain reshape finance, this book stands as a beacon of knowledge, ushering Islamic finance into a realm of unprecedented efficiency and insight. As we invite readers to embark on this transformative journey, we illuminate the path to a future where technology and tradition converge harmoniously.

Author : Jorma Rissanen
Publisher : World Scientific
Page : 191 pages
File Size : 49,6 Mb
Release : 1998-10-07
Category : Technology & Engineering
ISBN : 9789814507400

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Stochastic Complexity In Statistical Inquiry by Jorma Rissanen Pdf

This book describes how model selection and statistical inference can be founded on the shortest code length for the observed data, called the stochastic complexity. This generalization of the algorithmic complexity not only offers an objective view of statistics, where no prejudiced assumptions of 'true' data generating distributions are needed, but it also in one stroke leads to calculable expressions in a range of situations of practical interest and links very closely with mainstream statistical theory. The search for the smallest stochastic complexity extends the classical maximum likelihood technique to a new global one, in which models can be compared regardless of their numbers of parameters. The result is a natural and far reaching extension of the traditional theory of estimation, where the Fisher information is replaced by the stochastic complexity and the Cramer-Rao inequality by an extension of the Shannon-Kullback inequality. Ideas are illustrated with applications from parametric and non-parametric regression, density and spectrum estimation, time series, hypothesis testing, contingency tables, and data compression.

Author : Management Association, Information Resources
Publisher : IGI Global
Page : 2194 pages
File Size : 43,6 Mb
Release : 2019-01-04
Category : Education
ISBN : 9781522576648

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Computer-Assisted Language Learning: Concepts, Methodologies, Tools, and Applications by Management Association, Information Resources Pdf

In a diverse society, the ability to cross communication barriers is critical to the success of any individual personally, professionally, and academically. With the constant acceleration of course programs and technology, educators are continually being challenged to develop and implement creative methods for engaging English-speaking and non-English-speaking learners. Computer-Assisted Language Learning: Concepts, Methodologies, Tools, and Applications is a vital reference source that examines the relationship between language education and technology and the potential for curriculum enhancements through the use of mobile technologies, flipped instruction, and language-learning software. This multi-volume book is geared toward educators, researchers, academics, linguists, and upper-level students seeking relevant research on the improvement of language education through the use of technology.

Author : Hector Radanovic
Publisher : Springer Nature
Page : 132 pages
File Size : 50,5 Mb
Release : 2022-05-31
Category : Computers
ISBN : 9783031015649

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A Concise Introduction to Models and Methods for Automated Planning by Hector Radanovic Pdf

Planning is the model-based approach to autonomous behavior where the agent behavior is derived automatically from a model of the actions, sensors, and goals. The main challenges in planning are computational as all models, whether featuring uncertainty and feedback or not, are intractable in the worst case when represented in compact form. In this book, we look at a variety of models used in AI planning, and at the methods that have been developed for solving them. The goal is to provide a modern and coherent view of planning that is precise, concise, and mostly self-contained, without being shallow. For this, we make no attempt at covering the whole variety of planning approaches, ideas, and applications, and focus on the essentials. The target audience of the book are students and researchers interested in autonomous behavior and planning from an AI, engineering, or cognitive science perspective. Table of Contents: Preface / Planning and Autonomous Behavior / Classical Planning: Full Information and Deterministic Actions / Classical Planning: Variations and Extensions / Beyond Classical Planning: Transformations / Planning with Sensing: Logical Models / MDP Planning: Stochastic Actions and Full Feedback / POMDP Planning: Stochastic Actions and Partial Feedback / Discussion / Bibliography / Author's Biography

Author : Zhan Li,Shuai Li,Yan Wu
Publisher : Frontiers Media SA
Page : 207 pages
File Size : 50,5 Mb
Release : 2023-05-25
Category : Science
ISBN : 9782832523964

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Advanced planning, control, and signal processing methods and applications in robotic systems volume II by Zhan Li,Shuai Li,Yan Wu Pdf

Author : Management Association, Information Resources
Publisher : IGI Global
Page : 1663 pages
File Size : 50,9 Mb
Release : 2016-05-19
Category : Education
ISBN : 9781522501657

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Teacher Education: Concepts, Methodologies, Tools, and Applications by Management Association, Information Resources Pdf

Educators play a significant role in the intellectual and social development of children and young adults. Next-generation teachers can only be as strong as their own educational foundation which serves to cultivate their knowledge of the learning process, uncover best practices in the field of education, and employ leadership abilities that will inspire students of all ages. Teacher Education: Concepts, Methodologies, Tools, and Applications explores the current state of pre-service teacher programs as well as continuing education initiatives for in-service educators. Emphasizing the growing role of technology in teacher skill development and training as well as key teaching methods and pedagogical developments, this multi-volume work compiles research essential to higher education professionals and administrators, educational software developers, and researchers studying pre-service and in-service teacher training.

Author : Management Association, Information Resources
Publisher : IGI Global
Page : 2075 pages
File Size : 45,8 Mb
Release : 2020-01-03
Category : Technology & Engineering
ISBN : 9781799817550

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Robotic Systems: Concepts, Methodologies, Tools, and Applications by Management Association, Information Resources Pdf

Through expanded intelligence, the use of robotics has fundamentally transformed a variety of fields, including manufacturing, aerospace, medicine, social services, and agriculture. Continued research on robotic design is critical to solving various dynamic obstacles individuals, enterprises, and humanity at large face on a daily basis. Robotic Systems: Concepts, Methodologies, Tools, and Applications is a vital reference source that delves into the current issues, methodologies, and trends relating to advanced robotic technology in the modern world. Highlighting a range of topics such as mechatronics, cybernetics, and human-computer interaction, this multi-volume book is ideally designed for robotics engineers, mechanical engineers, robotics technicians, operators, software engineers, designers, programmers, industry professionals, researchers, students, academicians, and computer practitioners seeking current research on developing innovative ideas for intelligent and autonomous robotics systems.

Author : Anonim
Publisher : Unknown
Page : 654 pages
File Size : 53,5 Mb
Release : 1989
Category : Transportation
ISBN : NWU:35556021505326

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Second Conference on Application of Transportation Planning Methods by Anonim Pdf

Author : Steven Michael LaValle
Publisher : Unknown
Page : 826 pages
File Size : 52,7 Mb
Release : 2006
Category : Algorithms
ISBN : 051124133X

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Planning Algorithms by Steven Michael LaValle Pdf

Written for computer scientists and engineers with interests in artificial intelligence, robotics, or control theory, this is the only book on this topic that integrates literature from several fields into a coherent source for teaching and reference in applications including robotics, computational biology, computer graphics, manufacturing, aerospace applications, and medicine.