Over the last decade there has been growing interest in pool-based active learning techniques, where instead of receiving an i.i.d. sample from a pool of unlabeled data, a learner may take an active role in selecting examples from the pool. Queries to an oracle (a human annotator in most...

Electronic commerce has enabled the use of intelligent agenttechnologies that can evaluate buyers, customize products, and price inreal-time. Our model of an electronic market with customizable productsanalyzes the pricing, profitability and welfare implications ofagent-based technologies that...