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A comprehensive look at learning and generalization theory. The statistical theory of learning and generalization concerns the problem of choosing desired functions on the basis of empirical data. Highly applicable to a ...

Materias / palabras clave: Sociology; Social theory; Epistemology; Social learning; Social learning theory; Social science; Psychology; Social psychology; Philosophy; Pedagogy

Ch. Argyris, D. A. Schön, Organizational Learning: A Theory of Action Perspective, Reis: Revista Española de Investigaciones Sociológicas, No. 77/78, Monográfico sobre la Formación y las Organizaciones (Jan. - Jun.,...

Materias / palabras clave: Extreme learning machine; Computer science; Bottleneck; Generalization; Feedforward neural network; Artificial neural network; Benchmark (surveying); Feed forward; Artificial intelligence; Key (lock); Machine learning; A...

Many problems of recent interest in statistics and machine learning can be posed in the framework of convex optimization. Due to the explosion in size and complexity of modern datasets, it is increasingly important to be...

This paper surveys the field of reinforcement learning from a computer-science perspective. It is written to be accessible to researchers familiar with machine learning. Both the historical basis of the field and a broad...

Materias / palabras clave: Bootstrap aggregating; Regression; Artificial intelligence; Machine learning; Set (abstract data type); Linear regression; Class (philosophy); Outcome (game theory); Selection (genetic algorithm); Stability (learning the...

A training algorithm that maximizes the margin between the training patterns and the decision boundary is presented. The technique is applicable to a wide variety of the classification functions, including Perceptrons, p...

This tutorial provides an overview of the basic theory of hidden Markov models (HMMs) as originated by L.E. Baum and T. Petrie (1966) and gives practical details on methods of implementation of the theory along with a de...

Tree boosting is a highly effective and widely used machine learning method. In this paper, we describe a scalable end-to-end tree boosting system called XGBoost, which is used widely by data scientists to achieve state-...

The long-anticipated revision of this #1 selling book offers the most comprehensive, state of the art introduction to the theory and practice of artificial intelligence for modern applications. Intelligent Agents. Solvin...

Generative adversarial networks are a kind of artificial intelligence algorithm designed to solve the generative modeling problem. The goal of a generative model is to study a collection of training examples and learn th...

Increasingly, adult Indigenous language learners are being identified as the “missing generation” of learners who hold great potential to contribute to the revival of Indigenous languages by acting as the middle grou...

Materias / palabras clave: teaching, learning, technology enhanced learning, higher education; Education: Theory and practice of education

Materias / palabras clave: distance education, e-learning, virtual learning, mobile learning; Education: Theory and practice of education

Materias / palabras clave: e-learning, online learning, open education, open learning, learning technologies, distance education; Education: Special aspects of education; Education: Theory and practice of education

Materias / palabras clave: educational technology, knowledge management, e-learning, lifelong learning; Education: Theory and practice of education

Materias / palabras clave: open learning, distance education, development, learning, educational technology; Education: Theory and practice of education

Materias / palabras clave: online learning, instructional design, e-learning, higher education, k-12 education; Education: Theory and practice of education

Materias / palabras clave: teacher education, distance education, open distance learning, developing context, flexible learning, pedagogy; Education: Theory and practice of education

Materias / palabras clave: teaching and learning, education research, pedagogy, education theory, scholarship of teaching and learning, education praxis; Education: Special aspects of education

Materias / palabras clave: sociology to school learning and teaching, methodologies of teaching and learning, technologies of teaching and learning, curriculum review and research, school and community-based management, teacher professional develo...

Materias / palabras clave: math learning design, mathematics education, ethnomathematics, mathematics learning theory, mathematics learning evaluation; Education; Science: Mathematics

Materias / palabras clave: open and distance education, flexible learning, online learning, mobile learning, innovative teaching, open educational resources; Education: Theory and practice of education