Data Mining and Knowledge Discovery for Geoscientists

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  • Author : Guangren Shi
  • Publisher : Elsevier
  • Pages : 376 pages
  • ISBN : 0124104754
  • Rating : /5 from reviews
CLICK HERE TO GET THIS BOOK >>>Data Mining and Knowledge Discovery for Geoscientists

Download or Read online Data Mining and Knowledge Discovery for Geoscientists full in PDF, ePub and kindle. this book written by Guangren Shi and published by Elsevier which was released on 09 October 2013 with total page 376 pages. We cannot guarantee that Data Mining and Knowledge Discovery for Geoscientists book is available in the library, click Get Book button and read full online book in your kindle, tablet, IPAD, PC or mobile whenever and wherever You Like. 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 given application. This leads to a paradoxical scenario of "rich data but poor knowledge". The true solution is to apply data mining techniques in geosciences databases and to modify these techniques for practical applications. Authored by a global thought leader in data mining, Data Mining and Knowledge Discovery for Geoscientists addresses these challenges by summarizing the latest developments in geosciences data mining and arming scientists with the ability to apply key concepts to effectively analyze and interpret vast amounts of critical information. Focuses on 22 of data mining’s most practical algorithms and popular application samples Features 36 case studies and end-of-chapter exercises unique to the geosciences to underscore key data mining applications Presents a practical and integrated system of data mining and knowledge discovery for geoscientists Rigorous yet broadly accessible to geoscientists, engineers, researchers and programmers in data mining Introduces widely used algorithms, their basic principles and conditions of applications, diverse case studies, and suggests algorithms that may be suitable for specific applications

Data Mining and Knowledge Discovery for Geoscientists

Data Mining and Knowledge Discovery for Geoscientists
  • Author : Guangren Shi
  • Publisher : Elsevier
  • Release : 09 October 2013
GET THIS BOOK Data 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

Spatio Temporal Data Mining and Knowledge Discovery Issues Overview

Spatio Temporal Data Mining and Knowledge Discovery  Issues Overview
  • Author : Anonim
  • Publisher : Unknown
  • Release : 08 December 2021
GET THIS BOOK Spatio Temporal Data Mining and Knowledge Discovery Issues Overview

Data mining or knowledge discovery refers to a variety of techniques having the intent of uncovering useful patterns and associations from large databases. The initial steps of data mining are concerned with preparation of data, including data cleaning intended to resolve errors and missing data and integration of data from multiple heterogeneous sources. Next are the steps needed to prepare for actual data mining including the selection of the specific data relevant to the task and the transformation of this

Large Scale Machine Learning in the Earth Sciences

Large Scale Machine Learning in the Earth Sciences
  • Author : Ashok N. Srivastava,Ramakrishna Nemani,Karsten Steinhaeuser
  • Publisher : CRC Press
  • Release : 01 August 2017
GET THIS BOOK Large Scale Machine Learning in the Earth Sciences

From the Foreword: "While large-scale machine learning and data mining have greatly impacted a range of commercial applications, their use in the field of Earth sciences is still in the early stages. This book, edited by Ashok Srivastava, Ramakrishna Nemani, and Karsten Steinhaeuser, serves as an outstanding resource for anyone interested in the opportunities and challenges for the machine learning community in analyzing these data sets to answer questions of urgent societal interest...I hope that this book will inspire

Scientific Data Mining and Knowledge Discovery

Scientific Data Mining and Knowledge Discovery
  • Author : Mohamed Medhat Gaber
  • Publisher : Springer Science & Business Media
  • Release : 19 September 2009
GET THIS BOOK Scientific 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

Geoinformatics

Geoinformatics
  • Author : A. Krishna Sinha
  • Publisher : Geological Society of America
  • Release : 01 January 2006
GET THIS BOOK Geoinformatics

"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

Innovative Exploration Methods for Minerals Oil Gas and Groundwater for Sustainable Development

Innovative Exploration Methods for Minerals  Oil  Gas  and Groundwater for Sustainable Development
  • Author : A. K. Moitra,Jayanta Bhattacharya,J. R. Kayal,Biplab Mukerji,A.K. Das
  • Publisher : Elsevier
  • Release : 08 December 2021
GET THIS BOOK Innovative Exploration Methods for Minerals Oil Gas and Groundwater for Sustainable Development

Innovative Exploration Methods for Mineral, Oil, Gas, and Groundwater for Sustainable Development provides an integrated approach to exploration encompassing geology, geophysics, mining, and mineral processing. In addition, groundwater exploration is included, as it is central to the development of earth resources. As the demand for coal, minerals, oil and gas, and water continues to grow globally, researchers must prioritize sustainable exploration methods. Old technologies are being replaced speedily and exploration work has become fast, focused, meaningful, and readily reproducible keeping

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 : 12 September 2012
GET THIS BOOK Advances 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 : 01 March 2019
GET THIS BOOK Geospatial 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,

Handbook of Research on Swarm Intelligence in Engineering

Handbook of Research on Swarm Intelligence in Engineering
  • Author : Bhattacharyya, Siddhartha
  • Publisher : IGI Global
  • Release : 30 April 2015
GET THIS BOOK Handbook 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.

Earth Science

Earth Science
  • Author : Roy H. Williams
  • Publisher : CRC Press
  • Release : 15 December 2011
GET THIS BOOK Earth 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

Geographic Data Mining and Knowledge Discovery

Geographic Data Mining and Knowledge Discovery
  • Author : Harvey J. Miller,Jiawei Han
  • Publisher : CRC Press
  • Release : 27 May 2009
GET THIS BOOK Geographic Data Mining and Knowledge Discovery

The Definitive Volume on Cutting-Edge Exploratory Analysis of Massive Spatial and Spatiotemporal DatabasesSince the publication of the first edition of Geographic Data Mining and Knowledge Discovery, new techniques for geographic data warehousing (GDW), spatial data mining, and geovisualization (GVis) have been developed. In addition, there has bee

Advances in Nonlinear Geosciences

Advances in Nonlinear Geosciences
  • Author : Anastasios A. Tsonis
  • Publisher : Springer
  • Release : 13 October 2017
GET THIS BOOK Advances 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 : 20 April 2015
GET THIS BOOK Artificial 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

Loess Landform Inheritance Modeling and Discovery

Loess Landform Inheritance  Modeling and Discovery
  • Author : Li-Yang Xiong,Guo-An Tang
  • Publisher : Springer
  • Release : 21 March 2019
GET THIS BOOK Loess Landform Inheritance Modeling and Discovery

In geomorphology, landform inheritance refers to the inherited relationship of different landform morphologies in a certain area during the evolutionary process. This book studies loess landform inheritance based on national basic geographic data and GIS spatial analysis method. It reveals the Loess Plateau formation mechanism and broadens the understanding of spatial variation pattern of loess landform in the Loess Plateau.

Mathematical Geosciences

Mathematical Geosciences
  • Author : Joseph L. Awange,Béla Paláncz,Robert H. Lewis,Lajos Völgyesi
  • Publisher : Springer
  • Release : 29 January 2018
GET THIS BOOK Mathematical Geosciences

This book showcases powerful new hybrid methods that combine numerical and symbolic algorithms. Hybrid algorithm research is currently one of the most promising directions in the context of geosciences mathematics and computer mathematics in general. One important topic addressed here with a broad range of applications is the solution of multivariate polynomial systems by means of resultants and Groebner bases. But that’s barely the beginning, as the authors proceed to discuss genetic algorithms, integer programming, symbolic regression, parallel computing,