Notes:
Intelligent tutoring systems (ITS) are computer-based educational systems that are designed to provide personalized, adaptive instruction to learners. ITS are typically designed to adapt to the individual needs and abilities of each learner, providing customized instruction and feedback based on the learner’s performance and progress.
There are many different types of ITS, including those that are designed to teach specific subject areas, such as mathematics or language arts, as well as more general-purpose systems that can be used to teach a wide range of subjects. ITS can be used in a variety of settings, including schools, universities, and online learning platforms.
Some prominent examples of ITS include:
- Cognitive Tutor: Developed by Carnegie Mellon University, Cognitive Tutor is a math tutoring system that is used in schools across the United States. It is designed to adapt to the needs and abilities of each learner, providing personalized instruction and feedback to help learners master math concepts.
- AutoTutor: Developed by the University of Memphis, AutoTutor is a natural language tutoring system that is designed to teach a wide range of subjects, including math, science, and history. It uses artificial intelligence and natural language processing to engage learners in interactive, conversational tutoring sessions.
- ALEKS: Developed by McGraw-Hill Education, ALEKS (Assessment and Learning in Knowledge Spaces) is an adaptive math tutoring system that is used in schools and universities around the world. It is designed to provide personalized instruction and feedback to help learners master math concepts.
- Khan Academy: Khan Academy is an online education platform that offers a wide range of interactive, multimedia educational resources, including videos, exercises, and assessments. It is designed to provide personalized learning experiences to learners of all ages and ability levels.
Dialog systems, also known as conversational agents or chatbots, can be used in intelligent tutoring systems (ITS) to provide interactive, personalized instruction to learners. Dialog systems can be used to engage learners in conversation, asking and answering questions, providing feedback and guidance, and adapting to the needs and abilities of each learner.
In an ITS, a dialog system might be used to provide learners with customized instruction and feedback based on their performance and progress. For example, if a learner is struggling with a particular concept or skill, the dialog system might provide additional explanations or examples to help them understand. If a learner is progressing quickly, the dialog system might provide more challenging material to keep them engaged.
Dialog systems can be used in a variety of settings, including online learning platforms, schools, and universities. They can be used to teach a wide range of subjects, including math, science, language arts, and more. By using dialog systems to provide personalized, interactive instruction, ITS can help learners progress more quickly and effectively, and can improve the overall efficiency and effectiveness of the educational process.
Resources:
- autotutor.org .. an intelligent tutoring system that holds conversations in natural language
- dblp.org/db/conf/its .. intelligent tutoring systems international conference proceedings *
- gnututor.com .. an open source intelligent tutoring system
- gurututor.com .. an expert computer tutor modeled on the strategies and dialog
- its2018.its-conferences.com .. an on-going series of top-flight international conferences *
Wikipedia:
References:
- Design Recommendations for Intelligent Tutoring Systems: Volume 3 – Authoring Tools and Expert Modeling Techniques (2015)
- Design Recommendations for Intelligent Tutoring Systems: Volume 2 – Instructional Management (2014)
- Intelligent Tutoring Systems: Evolutions in Design (2014)
- Design Recommendations for Intelligent Tutoring Systems: Volume 1 – Learner Modeling (2013)
- Foundations of Intelligent Tutoring Systems (2013)
- What is the Difference Between Intelligent Tutors and Adaptive Learning Systems? (2011)
See also:
AutoTutor | BetterAccent Tutor | CTAT (Cognitive Tutor Authoring Tools) | Intelligent Tutoring Systems 2016 | Pedagogical Agent & Dialog Systems 2016 | TuTalk
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