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What is Inductive Learning

Encyclopedia of Information Science and Technology, Fourth Edition
Induction is the inference of information from data and inductive learning is a model building process where the data are analyzed to find hidden patterns.
Published in Chapter:
Data Mining and the KDD Process
Ana Funes (Universidad Nacional de San Luis, Argentina) and Aristides Dasso (Universidad Nacional de San Luis, Argentina)
Copyright: © 2018 |Pages: 15
DOI: 10.4018/978-1-5225-2255-3.ch167
Abstract
Nowadays, there exists an increasing number of applications where analysis and discovery of new patterns have fueled the research and development of new methods, all related to Machine Learning, Knowledge Extraction, Knowledge Discovery in Databases or KDD, and Data Mining. The development of Data Mining and other related disciplines has benefited from the existence of large volumes of data proceeding from the most diverse sources and domains. KDD process and methods of Data Mining allows for the discovery of knowledge in data that is hidden to humans, presenting this knowledge under different ways. In this chapter, an overview of the KDD process with special focus in the phase of Data Mining is given. A discussion on Data Mining tasks and methods, a possible classification of them, the relation of Data Mining to other disciplines, and an overview of future challenges in the field are also given.
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Fuzzy Decision Trees
The process of analysis through working with samples, which infers generalizations from the information in the data.
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Transfer Learning
a type of machine learning in which a predictive model is induced from a set of training examples.
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Machine Learning Enables Decision-Making Processes for an Enterprise
This is a machine learning approach in which rules are inferred from facts or data.
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Using Case Studies in the Higher Education Classroom: Case Studies in Higher Education – What's the Big Idea?
A student-centered strategy to help students deepen their understanding of content and develop inference and evidence-gathering skills.
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A Simulation of Strategic Bargainings within a Biotechnology Cluster
The agents are individually involved in a cognitive process of problem solving. They learn step by step by experience and they adapt their behaviors according to the different situations previously observed.
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Machine Learning
A learning approach based on the induction of a general concept from a limited set of observations.
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Methods and Techniques of Data Mining
Induction is the inference of information from data and inductive learning is a model building process where the data are analyzed to find hidden patterns.
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