Intelligent Agent Based Data Preprocessing For Classification In Data Mining
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Intelligent Agent Based Data Preprocessing For Classification In Data Mining
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Author : G. Suresh
language : en
Publisher: Shine Publisher
Release Date : 2023-07-03
Intelligent Agent Based Data Preprocessing For Classification In Data Mining written by G. Suresh and has been published by Shine Publisher this book supported file pdf, txt, epub, kindle and other format this book has been release on 2023-07-03 with categories.
The framework described in this research paper focuses on data preprocessing for classification tasks in data mining, utilizing intelligent software agents. The aim is to enhance the efficiency and effectiveness of data preparation stages by automating and optimizing various preprocessing tasks. The intelligent agents are designed to analyze and transform the raw data, addressing challenges such as missing values, noise, feature selection, and data integration. By leveraging intelligent techniques, such as machine learning and artificial intelligence algorithms, the framework intelligently handles data preprocessing tasks to improve the quality of input data for classification models. The agents autonomously perform data cleansing, normalization, dimensionality reduction, and other preprocessing operations. This enables researchers and practitioners to streamline the data preparation process and obtain more accurate and reliable results in their classification tasks. The proposed framework has implications for various domains that involve data mining and classification, including business analytics, healthcare, finance, and scientific research. By automating and optimizing data preprocessing, it reduces the burden on data scientists and analysts, enabling them to focus on higher-level tasks and decision-making. The intelligent agent-based approach contributes to advancing the field of data mining by improving the efficiency and effectiveness of classification tasks through intelligent data preprocessing.
Information Modelling And Knowledge Bases Xxix
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Author : V. Sornlertlamvanich
language : en
Publisher: IOS Press
Release Date : 2018-02-09
Information Modelling And Knowledge Bases Xxix written by V. Sornlertlamvanich and has been published by IOS Press this book supported file pdf, txt, epub, kindle and other format this book has been release on 2018-02-09 with Computers categories.
Information modelling and knowledge bases have become ever more essential in recent years because of the need to handle and process the vast amounts of data which now form part of everyday life. The machine to machine communication of the Internet of Things (IoT), in particular, can generate unexpectedly large amounts of raw data. This book presents the proceedings of the 27th International Conference on Information Modelling and Knowledge Bases (EJC2017), held in Krabi, Thailand, in June 2017. The EJC conferences originally began in 1982 as a co-operative initiative between Japan and Finland, but have since become a world-wide research forum bringing together researchers and practitioners in information modelling and knowledge bases for the exchange of scientific results and achievements. Of the 42 papers submitted, 29 were selected for publication here, and these cover a wide range of information-modelling topics, including the theory of concepts, semantic computing, data mining, context-based information retrieval, ontological technology, image databases, temporal and spatial databases, document data management, software engineering, cross-cultural computing, environmental analysis, social networks, and WWW information. The book will be of interest to all those whose work involves dealing with large amounts of data.
Agents And Artificial Intelligence
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Author : Joaquim Filipe
language : en
Publisher: Springer
Release Date : 2011-03-07
Agents And Artificial Intelligence written by Joaquim Filipe and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-03-07 with Computers categories.
This book constitutes the thoroughly refereed post-conference proceedings of the Second International Conference on Agents and Artificial Intelligence, ICAART 2010, held in Valencia, Spain, in January 2010. The 17 revised full papers presented together with an invited paper were carefully reviewed and selected from 364 submissions. Same as the conference the papers are organized in two simultaneous tracks: Artificial Intelligence and Agents. The selected papers reflect the interdisciplinary nature of the conference. The diversity of topics is an important feature of this conference, enabling an overall perception of several important scientific and technological trends.
Decision Making In Complex Systems
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Author : Marina V. Sokolova
language : en
Publisher: Springer Science & Business Media
Release Date : 2012-01-13
Decision Making In Complex Systems written by Marina V. Sokolova and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2012-01-13 with Technology & Engineering categories.
The study of complex systems attracts the attention of many researchers in diverse fields. Complex systems are characterized by a high number of entities and a high degree of interactions. One of the most important features is that they do not involve a central organizing authority, but the various elements that make up the systems are self-organized. Moreover, some complex systems possess an emergency priority: climate change and sustainable development research, studies of public health, ecosystem habitats, epidemiology, and medicine, among others. Unfortunately, a great number of today’s overlapping approaches fail to meet the needs of decision makers when managing complex domains. Indeed, the design of complex systems often requires the integration of a number of artificial intelligence tools and techniques. The problem can be viewed in terms of goals, states, and actions, choosing the best action to move the system toward its desired state or behavior. This is why agent-based approaches are used to model complex systems. The main objective of this book is to bring together existing methods for decision support systems creation within a coherent agent-based framework and to provide an interdisciplinary and flexible methodology for modeling complex and systemic domains.
Proceeding Of The International Conference On Computer Networks Big Data And Iot Iccbi 2019
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Author : A. Pasumpon Pandian
language : en
Publisher: Springer Nature
Release Date : 2020-03-04
Proceeding Of The International Conference On Computer Networks Big Data And Iot Iccbi 2019 written by A. Pasumpon Pandian and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2020-03-04 with Computers categories.
This book presents the proceedings of the International Conference on Computing Networks, Big Data and IoT [ICCBI 2019], held on December 19–20, 2019 at the Vaigai College of Engineering, Madurai, India. Recent years have witnessed the intertwining development of the Internet of Things and big data, which are increasingly deployed in computer network architecture. As society becomes smarter, it is critical to replace the traditional technologies with modern ICT architectures. In this context, the Internet of Things connects smart objects through the Internet and as a result generates big data. This has led to new computing facilities being developed to derive intelligent decisions in the big data environment. The book covers a variety of topics, including information management, mobile computing and applications, emerging IoT applications, distributed communication networks, cloud computing, and healthcare big data. It also discusses security and privacy issues, network intrusion detection, cryptography, 5G/6G networks, social network analysis, artificial intelligence, human–machine interaction, smart home and smart city applications.
Rough Sets And Knowledge Technology
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Author : Peng Wen
language : en
Publisher: Springer Science & Business Media
Release Date : 2009-06-24
Rough Sets And Knowledge Technology written by Peng Wen and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-06-24 with Computers categories.
This book constitutes the refereed proceedings of the Fourth International Conference on Rough Sets and Knowledge Technology, RSKT 2009, held in Gold Coast, Australia, in July 2009. The 85 revised full papers papers presented together with 3 keynote papers and 2 special sessions were carefully reviewed and selected from 229 submissions. The papers are organized in topical sections on rough sets and computing, rough sets and data reduction, data mining and knowledge discovery, granular computing and cognitive computing, fuzzy sets and computing, knowledge technology and intelligent systems, computational intelligence and applications, image processing and understanding, and formal concept analysis.
Transactions Of Computational Collective Intelligence Iv
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Author : Ngoc Thanh Nguyen
language : en
Publisher: Springer Science & Business Media
Release Date : 2011-06-22
Transactions Of Computational Collective Intelligence Iv written by Ngoc Thanh Nguyen and has been published by Springer Science & Business Media this book supported file pdf, txt, epub, kindle and other format this book has been release on 2011-06-22 with Computers categories.
These Transactions publish research in computer-based methods of computational collective intelligence (CCI) and their applications in a wide range of fields such as the Semantic Web, social networks and multi-agent systems. TCCI strives to cover new methodological, theoretical and practical aspects of CCI understood as the form of intelligence that emerges from the collaboration and competition of many individuals (artificial and/or natural). The application of multiple computational intelligence technologies such as fuzzy systems, evolutionary computation, neural systems, consensus theory, etc., aims to support human and other collective intelligence and to create new forms of CCI in natural and/or artificial systems. This fourth issue contains a collection of 6 articles selected from high-quality submissions. The first paper of Ireneusz Czarnowski entitled "Distributed Learning with Data Reduction" consists of 120 pages and has a monograph chracter. The second part consists of five regular papers adressing advances in the foundations and applications of computational collective intelligence.
International Conference On Innovative Computing And Communications
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Author : Ashish Khanna
language : en
Publisher: Springer Nature
Release Date : 2021-08-28
International Conference On Innovative Computing And Communications written by Ashish Khanna and has been published by Springer Nature this book supported file pdf, txt, epub, kindle and other format this book has been release on 2021-08-28 with Technology & Engineering categories.
This book includes high-quality research papers presented at the Fourth International Conference on Innovative Computing and Communication (ICICC 2021), which is held at the Shaheed Sukhdev College of Business Studies, University of Delhi, Delhi, India, on February 20–21, 2021. Introducing the innovative works of scientists, professors, research scholars, students and industrial experts in the field of computing and communication, the book promotes the transformation of fundamental research into institutional and industrialized research and the conversion of applied exploration into real-time applications.
Knowledge Based Intelligent Information And Engineering Systems
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Author :
language : en
Publisher:
Release Date : 2004
Knowledge Based Intelligent Information And Engineering Systems written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2004 with Artificial intelligence categories.
Pc Ai
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Author :
language : en
Publisher:
Release Date : 1999
Pc Ai written by and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 1999 with Artificial intelligence categories.