Software Agent Data Preprocessing Classification Data Mining
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Software Agent Data Preprocessing Classification Data Mining
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Author : Suresh G
language : en
Publisher:
Release Date : 2024-01-13
Software Agent Data Preprocessing Classification Data Mining written by Suresh G and has been published by this book supported file pdf, txt, epub, kindle and other format this book has been release on 2024-01-13 with Computers categories.
Data preprocessing is a crucial step in the realm of software agents and classification data mining, playing a pivotal role in enhancing the accuracy and efficiency of the subsequent analysis. This multifaceted process involves the transformation and manipulation of raw data into a format suitable for classification algorithms, ensuring that the extracted patterns and insights are meaningful and reliable. The initial phase encompasses data cleaning, where missing values, outliers, and inconsistencies are addressed, preventing these anomalies from influencing the classification results. Subsequently, data integration combines disparate sources, providing a comprehensive dataset for analysis. The normalization or scaling phase standardizes numerical features, eliminating potential biases introduced by varying scales. Feature selection then optimizes the dataset by identifying and retaining the most relevant attributes, reducing computational complexity and enhancing model interpretability. Textual and categorical data are often transformed through techniques like tokenization and one-hot encoding to facilitate the application of classification algorithms. Dimensionality reduction methods, such as principal component analysis (PCA), may be employed to further streamline the dataset. Additionally, addressing issues of class imbalance ensures that the classifier is not skewed towards the majority class, fostering a more accurate representation of the underlying patterns. Through these meticulous preprocessing steps, software agents are equipped with a refined dataset that sets the stage for effective classification in data mining, allowing for the extraction of meaningful patterns and insights from complex and diverse datasets.
International Conference On Computer Science And Network Security Csns 2014
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Author :
language : en
Publisher: DEStech Publications, Inc
Release Date : 2014-06-11
International Conference On Computer Science And Network Security Csns 2014 written by and has been published by DEStech Publications, Inc this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-06-11 with Computers categories.
held from April 12 to 13, 2014 in Xi`an, China. The purpose of CSNS2014 is to provide a platform for researchers, engineers, and academicians, as well as industrial professionals, to present their research results and development on computer science and network security. The conference welcomes all the topics around Computer Science and Network Security. It provides enormous opportunities for the delegates to exchange new ideas and application experiences, to establish global business or research cooperation. The proceeding volume of CSNS2014 will be published by DEStech Publications. All the accepted papers have been selected according to their originality, structure, uniqueness and other standards of same importance by a peer-review group made up by 2–3 experts. The conference program is of great profoundness and diversity composed of keynote speeches, oral presentations and poster exhibitions. It is sincerely hoped that the conference would not only be regarded as a platform to provide an overview of the general situation in related area, but also a sound opportunity for academic communication and connection.
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.
Intelligent Computing Methodologies
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Author : De-Shuang Huang
language : en
Publisher: Springer
Release Date : 2014-07-05
Intelligent Computing Methodologies written by De-Shuang Huang and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2014-07-05 with Computers categories.
This book – in conjunction with the volumes LNCS 8588 and LNBI 8590 – constitutes the refereed proceedings of the 10th International Conference on Intelligent Computing, ICIC 2014, held in Taiyuan, China, in August 2014. The 85 papers of this volume were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections such as soft computing; artificial bee colony algorithms; unsupervised learning; kernel methods and supporting vector machines; machine learning; fuzzy theory and algorithms; image processing; intelligent computing in computer vision; intelligent computing in communication networks; intelligent image/document retrievals; intelligent data analysis and prediction; intelligent agent and Web applications; intelligent fault diagnosis; knowledge representation/reasoning; knowledge discovery and data mining; natural language processing and computational linguistics; next gen sequencing and metagenomics; intelligent computing in scheduling and engineering optimization; advanced modeling, control and optimization techniques for complex engineering systems; complex networks and their applications; time series forecasting and analysis using artificial neural networks; computer human interaction using multiple visual cues and intelligent computing; biometric system and security for intelligent computing.
Agents And Data Mining Interaction
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Author : Longbing Cao
language : en
Publisher: Springer
Release Date : 2013-01-23
Agents And Data Mining Interaction written by Longbing Cao and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2013-01-23 with Computers categories.
This book constitutes the thoroughly refereed post-workshop proceedings of the 8th International Workshop on Agents and Data Mining Interaction, ADMI 2012, held in Valencia, Spain, in June 2012. The 16 revised full papers were carefully reviewed and selected from numerous submissions. The papers are organized in topical sections on agents for data mining, data mining for agents, and agent mining applications.
Rough Sets And Knowledge Technology
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Author : Peng Wen
language : en
Publisher: Springer
Release Date : 2009-07-01
Rough Sets And Knowledge Technology written by Peng Wen and has been published by Springer this book supported file pdf, txt, epub, kindle and other format this book has been release on 2009-07-01 with Mathematics 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.
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.
Human Computer Systems Interaction Backgrounds And Applications 2
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Author : Zdzisław S. Hippe
language : en
Publisher: Springer Science & Business Media
Release Date : 2011-11-23
Human Computer Systems Interaction Backgrounds And Applications 2 written by Zdzisław S. Hippe 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 2011-11-23 with Technology & Engineering categories.
The main contemporary human-system interaction (H-SI) problems consist in design and/or improvement of the tools for effective exchange of information between individual humans or human groups and technical systems created for humans aiding in reaching their vital goals. This book is a second issue in a series devoted to the novel in H-SI results and contributions reached for the last years by many research groups in European and extra-European countries. The preliminary (usually shortened) versions of the chapters were presented as conference papers at the 3rd International Conference on H-SI held in Rzeszow, Poland, in 2010. A large number of valuable papers selected for publication caused a necessity to publish the book in two volumes. The given, 1st Volume consists of sections devoted to: I. Decision Supporting Systems, II. Distributed Knowledge Bases and WEB Systems and III. Impaired Persons Aiding Systems. The decision supporting systems concern various application areas, like enterprises management, healthcare, agricultural products storage, visual design, planning of sport trainings, etc. Other papers in this area are devoted to general decision supporting methods and tools. In the group of papers concerning knowledge bases and WEB-based systems are some focused on new computer networks technologies, models of malicious network traffic and selected problems of distributed networks resources organization and tagging. The concepts of a distributed virtual museum and of managing the process of intellectual capital creation in this part of the book are also presented. The last part of this volume contains a dozen of papers concerning various concepts and realizations of disabled persons aiding systems. Among them, the systems aimed at aiding visual or motion disability affected persons can be mentioned. The problems of residential infrastructure for ubiquitous health supervision and graphics- and gesture-based interactive children therapy supporting systems design in this volume are also presented.
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.
Data Mining With Neural Networks
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Author : Joseph P. Bigus
language : en
Publisher: McGraw-Hill Companies
Release Date : 1996
Data Mining With Neural Networks written by Joseph P. Bigus and has been published by McGraw-Hill Companies this book supported file pdf, txt, epub, kindle and other format this book has been release on 1996 with Business & Economics categories.
readers will find concrete implementation strategies, reinforced with real-world business examples and a minimum of formulas, and case studies drawn from a broad range of industries. The book illustrates the popular data mining functions of classification, clustering, modeling, and time-series forecasting--through examples developed using the IBM Neural Network Utility.