Data Mining and Knowledge Discovery for Geoscientists

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  • Publisher : Elsevier Science Limited
  • Release : 02 February 2023
  • ISBN : 0124104371
  • Page : 367 pages
  • Rating : 4.5/5 from 103 voters

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"In the early 21 century, data mining (DM) was predicted to be "one of the most revolutionary developments of the next decade," and chosen as one of 10 emerging technologies that will change the world (Hand et al., 2001; Larose, 2005; Larose, 2006). In fact, in the recent 20 years, the field of DM has seen enormous success, both in terms of broad-ranging application achievements and in terms of scientific progress and understanding. DM is the computerized process of extracting previously unknown and important actionable information and knowledge from database (DB). This knowledge can then be used to make crucial decisions by leveraging the individual's intuition and experience to objectively generate opportunities that might otherwise go undiscovered"--

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Data Mining and Knowledge Discovery for Geoscientists

Data Mining and Knowledge Discovery for Geoscientists
  • Author : Guangren Shi
  • Publisher : Elsevier Science Limited
  • Release Date : 2014
  • ISBN : 0124104371
GET THIS BOOKData Mining and Knowledge Discovery for Geoscientists

"In the early 21 century, data mining (DM) was predicted to be "one of the most revolutionary developments of the next decade," and chosen as one of 10 emerging technologies that will change the world (Hand et al., 2001; Larose, 2005; Larose, 2006). In fact, in the recent 20 years, the field of DM has seen enormous success, both in terms of broad-ranging application achievements and in terms of scientific progress and understanding. DM is the computerized process of extracting previously unknown and important actionable information

Data Mining and Knowledge Discovery for Geoscientists

Data Mining and Knowledge Discovery for Geoscientists
  • Author : Guangren Shi
  • Publisher : Elsevier
  • Release Date : 2013-10-09
  • ISBN : 9780124104754
GET THIS BOOKData Mining and Knowledge Discovery for Geoscientists

Currently there are major challenges in data mining applications in the geosciences. This is due primarily to the fact that there is a wealth of available mining data amid an absence of the knowledge and expertise necessary to analyze and accurately interpret the same data. Most geoscientists have no practical knowledge or experience using data mining techniques. For the few that do, they typically lack expertise in using data mining software and in selecting the most appropriate algorithms for a

Geoinformatics

Geoinformatics
  • Author : A. Krishna Sinha
  • Publisher : Geological Society of America
  • Release Date : 2006-01-01
  • ISBN : 9780813723976
GET THIS BOOKGeoinformatics

"The science of informatics in the broadest sense has been several thousands of years in the making. With the recent emergence of large storage devices and high-speed processing of data, it has become possible to organize vast amounts of data as digital products with ontologic tags and concepts for smart queries. Coupling this computational capability with earth science data defines the emerging field of geoinformatics. Since the science of geology was established several centuries ago, observations led to conclusions that

Data Mining and Knowledge Discovery in Real Life Applications

Data Mining and Knowledge Discovery in Real Life Applications
  • Author : Julio Ponce,Adem Karahoca
  • Publisher : BoD – Books on Demand
  • Release Date : 2009-01-01
  • ISBN : 9783902613530
GET THIS BOOKData Mining and Knowledge Discovery in Real Life Applications

This book presents four different ways of theoretical and practical advances and applications of data mining in different promising areas like Industrialist, Biological, and Social. Twenty six chapters cover different special topics with proposed novel ideas. Each chapter gives an overview of the subjects and some of the chapters have cases with offered data mining solutions. We hope that this book will be a useful aid in showing a right way for the students, researchers and practitioners in their studies.

Scientific Data Mining and Knowledge Discovery

Scientific Data Mining and Knowledge Discovery
  • Author : Mohamed Medhat Gaber
  • Publisher : Springer
  • Release Date : 2014-11-20
  • ISBN : 3642426247
GET THIS BOOKScientific Data Mining and Knowledge Discovery

Mohamed Medhat Gaber “It is not my aim to surprise or shock you – but the simplest way I can summarise is to say that there are now in the world machines that think, that learn and that create. Moreover, their ability to do these things is going to increase rapidly until – in a visible future – the range of problems they can handle will be coextensive with the range to which the human mind has been applied” by Herbert A. Simon (1916

Knowledge Discovery in Big Data from Astronomy and Earth Observation

Knowledge Discovery in Big Data from Astronomy and Earth Observation
  • Author : Petr Skoda,Fathalrahman Adam
  • Publisher : Elsevier
  • Release Date : 2020-04-23
  • ISBN : 9780128191545
GET THIS BOOKKnowledge Discovery in Big Data from Astronomy and Earth Observation

Knowledge Discovery in Big Data from Astronomy and Earth Observation: Astrogeoinformatics bridges the gap between astronomy and geoscience in the context of applications, techniques and key principles of big data. Machine learning and parallel computing are increasingly becoming cross-disciplinary as the phenomena of Big Data is becoming common place. This book provides insight into the common workflows and data science tools used for big data in astronomy and geoscience. After establishing similarity in data gathering, pre-processing and handling, the data

Earth Science

Earth Science
  • Author : Roy H. Williams
  • Publisher : CRC Press
  • Release Date : 2011-12-15
  • ISBN : 9781926692579
GET THIS BOOKEarth Science

Earth science is a broad field of study that encompasses many different disciplines, including meteorology, climatology, and geology. The importance of the earth sciences—in predicting weather and climate, tracking pollution, drilling for petroleum, evaluating soil, and monitoring ground water—is paramount in modern society. This new work covers a broad selection of topics, including use of satellite remote sensing to track pollution and weather patterns, monitoring for pre-earthquake signals, using earthquakes to uncover new information about the earth, desalination

Advances in Data Mining Knowledge Discovery and Applications

Advances in Data Mining Knowledge Discovery and Applications
  • Author : Adem Karahoca
  • Publisher : BoD – Books on Demand
  • Release Date : 2012-09-12
  • ISBN : 9789535107484
GET THIS BOOKAdvances in Data Mining Knowledge Discovery and Applications

Advances in Data Mining Knowledge Discovery and Applications aims to help data miners, researchers, scholars, and PhD students who wish to apply data mining techniques. The primary contribution of this book is highlighting frontier fields and implementations of the knowledge discovery and data mining. It seems to be same things are repeated again. But in general, same approach and techniques may help us in different fields and expertise areas. This book presents knowledge discovery and data mining applications in two

Geospatial Intelligence: Concepts, Methodologies, Tools, and Applications

Geospatial Intelligence: Concepts, Methodologies, Tools, and Applications
  • Author : Management Association, Information Resources
  • Publisher : IGI Global
  • Release Date : 2019-03-01
  • ISBN : 9781522580553
GET THIS BOOKGeospatial Intelligence: Concepts, Methodologies, Tools, and Applications

Decision makers, such as government officials, need to better understand human activity in order to make informed decisions. With the ability to measure and explore geographic space through the use of geospatial intelligence data sources including imagery and mapping data, they are better able to measure factors affecting the human population. As a broad field of study, geospatial research has applications in a variety of fields including military science, environmental science, civil engineering, and space exploration. Geospatial Intelligence: Concepts, Methodologies,

Machine Learning Techniques Applied to Geoscience Information System and Remote Sensing

Machine Learning Techniques Applied to Geoscience Information System and Remote Sensing
  • Author : Hyung-Sup Jung,Saro Lee
  • Publisher : MDPI
  • Release Date : 2019-09-03
  • ISBN : 9783039212156
GET THIS BOOKMachine Learning Techniques Applied to Geoscience Information System and Remote Sensing

As computer and space technologies have been developed, geoscience information systems (GIS) and remote sensing (RS) technologies, which deal with the geospatial information, have been rapidly maturing. Moreover, over the last few decades, machine learning techniques including artificial neural network (ANN), deep learning, decision tree, and support vector machine (SVM) have been successfully applied to geospatial science and engineering research fields. The machine learning techniques have been widely applied to GIS and RS research fields and have recently produced valuable

Handbook of Research on Swarm Intelligence in Engineering

Handbook of Research on Swarm Intelligence in Engineering
  • Author : Bhattacharyya, Siddhartha
  • Publisher : IGI Global
  • Release Date : 2015-04-30
  • ISBN : 9781466682924
GET THIS BOOKHandbook of Research on Swarm Intelligence in Engineering

Swarm Intelligence has recently emerged as a next-generation methodology belonging to the class of evolutionary computing. As a result, scientists have been able to explain and understand real-life processes and practices that previously remained unexplored. The Handbook of Research on Swarm Intelligence in Engineering presents the latest research being conducted on diverse topics in intelligence technologies such as Swarm Intelligence, Machine Intelligence, Optical Engineering, and Signal Processing with the goal of advancing knowledge and applications in this rapidly evolving field.

Cyberspace

Cyberspace
  • Author : Evon Abu-Taieh,Issam H. Al Hadid,Abdelkrim El Mouatasim
  • Publisher : BoD – Books on Demand
  • Release Date : 2020-06-17
  • ISBN : 9781789858570
GET THIS BOOKCyberspace

Parallel to the physical space in our world, there exists cyberspace. In the physical space, there are human and nature interactions that produce products and services. On the other hand, in cyberspace there are interactions between humans and computer that also produce products and services. Yet, the products and services in cyberspace don’t materialize—they are electronic, they are millions of bits and bytes that are being transferred over cyberspace infrastructure.

Handbook of Petroleum Geoscience

Handbook of Petroleum Geoscience
  • Author : Soumyajit Mukherjee,Swagato Dasgupta,Chandan Majumdar,Subhadip Mandal,Troyee Dasgupta
  • Publisher : John Wiley & Sons
  • Release Date : 2022-10-17
  • ISBN : 9781119680031
GET THIS BOOKHandbook of Petroleum Geoscience

HANDBOOK OF PETROLEUM GEOSCIENCE This reference brings together the latest industrial updates and research advances in regional tectonics and geomechanics. Each chapter is based upon an in-depth case study from a particular region, highlighting core concepts and themes as well as regional variations. Key topics discussed in the book are: Drilling solutions from the Kutch offshore basin Geophysical studies from a gas field in Bangladesh Exploring Himalayan terrain in India Tectonics and exploration of the Persian Gulf basin Unconventional gas

Advances in Nonlinear Geosciences

Advances in Nonlinear Geosciences
  • Author : Anastasios A. Tsonis
  • Publisher : Springer
  • Release Date : 2017-10-13
  • ISBN : 9783319588957
GET THIS BOOKAdvances in Nonlinear Geosciences

Advances in Nonlinear Geosciences is a set of contributions from the participants of “30 Years of Nonlinear Dynamics” held July 3-8, 2016 in Rhodes, Greece as part of the Aegean Conferences, as well as from several other experts in the field who could not attend the meeting. The volume brings together up-to-date research from the atmospheric sciences, hydrology, geology, and other areas of geosciences and presents the new advances made in the last 10 years. Topics include chaos synchronization, topological data analysis, new

Artificial Intelligent Approaches in Petroleum Geosciences

Artificial Intelligent Approaches in Petroleum Geosciences
  • Author : Constantin Cranganu,Henri Luchian,Mihaela Elena Breaban
  • Publisher : Springer
  • Release Date : 2015-04-20
  • ISBN : 9783319165318
GET THIS BOOKArtificial Intelligent Approaches in Petroleum Geosciences

This book presents several intelligent approaches for tackling and solving challenging practical problems facing those in the petroleum geosciences and petroleum industry. Written by experienced academics, this book offers state-of-the-art working examples and provides the reader with exposure to the latest developments in the field of intelligent methods applied to oil and gas research, exploration and production. It also analyzes the strengths and weaknesses of each method presented using benchmarking, whilst also emphasizing essential parameters such as robustness, accuracy, speed