To make sense of the myriad new and existing products and services in the marketplace, consum­ ers construct and use categorical representations to classify, interpret, and understand information they receive about these products and services. We define a consumer category as a set of products, services, brands, or other marketing entities, states, or events that appear, to the consumer, relate...

Leiomyoma is a rare benign neoplasm deriving from smooth muscle. Vascular leiomyoma is its most common subtype in the oral cavity. It may appear at any age with the greatest incidence in the 4th and 5th decade of life. The common manifestation is a slow-growing, asymptomatic, submucousal mass. The diagnosis is only through microscopic examination requiring special staining...

Designing generalizable classifiers for visual categories is an active research area and has led to the development of many sophisticated classifiers in vision and machine learning [9]. Building a good training set with minimal supervision is a core problem in training visual category recognition algorithms [1]. A good training set should span the appearance variability of its category. While t...