An adaptive learning system and method ("ALS") for optimized, automated
learning. The ALS includes the following interrelated learning methods;
an optimal sequencing method, a perceptual learning method, and problem
hinting method. The optimal sequencing method is adaptive in the sense
that it continuously monitors a student's speed and accuracy of response
in answering a series of questions, performing a series of classification
tasks, or performing a series of procedures, and modifies the sequencing
of the items presented as a function of these variables. One goal of the
technique is to teach the subject matter in the shortest possible time.
The ALS in one embodiment also includes a perceptual learning method
which teaches a student to recognize particular invariant structural
elements or features of a concept and to recognize the existence, or
lack, of those invariant elements in other structures. The perceptual
learning method also teaches students to map particular structures or
patterns across different representations. This technique typically
involves the use of complex visuospatial displays and typically includes
many short trials at high speed to develop pattern recognition abilities,
intuitions about structure and fluency. The perceptual learning method
may be used in conjunction with the optimal sequencing method. The ALS
further provides a hinting method which promotes learning by teaching
students the connections between related types of problems and utilizes
information about the learner's knowledge. The hinting method may be used
in conjunction with the optimal sequencing and/or perceptual learning
methods. The ALS may be used to teach a wide range of subjects and is
particularly useful for teaching subjects which require an individual to
recognize and rapidly react to complex multidimensional patterns and in
teaching subjects in which there are large numbers of memorization items.