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 Structured Topic Models. Jointly Modeling Text with Its Accompanying Modalities
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Structured Topic Models. Jointly Modeling Text with Its Accompanying Modalities

автор Xuerui W. издательство Книга по Требованию Локальные и корпоративные сети
Cтраниц 128        мягкая обложка       
Аннотация:The abundance of textual data in the information age poses an immense challenge for us: how to perform large-scale inference to understand and utilize this overwhelming amount of information. We develop effective and efficient statistical topic models for massive text collections by taking care of extra information from other modalities in addition to the text itself. Text documents are not just text, for example, research papers have author information, email messages contain social sender-recipient links, legislative resolutions are recorded with votes, and so on. These kinds of additional information are naturally interleaved with text. Most of the previous work, however, pay attention to only one modality at a time, and ignore the others. Interestingly, joint inference over multiple modalities leads to many findings that can not be discovered from just one modality alone, which are clear evidence that we can better understand and utilize massive text collections when additional modalities are modeled jointly with text. We present a series of probabilistic topic models to show how we can bridge multiple modalities of information, in a united fashion.
Автор: Xuerui W.
Издательство: Книга по Требованию
Год:2009
Цена:
2402 руб
Нет в наличии
Поиск: Structured Topic Models. Jointly Modeling Text with Its Accompanying Modalities
НОВЫЙ ГОД СИМВОЛ 2013 ГОДАУКРАШЕНИЯ
КАРНАВАЛ НА НОВЫЙ ГОД РАСПРОДАЖА
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Спецификация каркаса информационной системы с распределенной...

Пакет co roller содержит классы, работающие с моделью данных приложения. Пакет model.fac представляет структуры фактов, которыми обменивается клиентское приложение с сервером приложений. Пакет model.me a представляет структуры описывающих факты, т.е. метамодель, которыми обменивается клиентское приложение с сервером приложений. Пакет model.securi y представляет структуры, описывающие безопасность доступа к фактам и метамодели, которыми также обменивается клиентское приложение с сервером приложений. Пакеты source.fac , source.me a и source.securi y отвечают за взаимодействие между клиентским приложением и сервером приложений и поддерживают между ними обмен фактами (model.fac ), метаданными (model.me a) и безопасностью (model.securi y) не зависимо от используемой разработчиком распределенной технологии. Другими словами, на основе них следует делать стабы (s ub) . Сервер приложений состоит из 9 пакетов. Пакеты model.fac , model.me a, model.securi y такие же, как на стороне клиентского приложения. Они служат value-объектами обмена информацией между сервером приложений и клиентским приложением. Пакеты source.fac , source.me a и source.securi y на стороне сервера отвечают за взаимодействие между клиентским приложением и сервером приложений.
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