ZIP and data document visualization

نویسندگان

  • Dora Alvarez-Medina
  • Hugo Hidalgo-Silva
چکیده

Text data modeling has been usually considered with Bernoulli or multinomial event models. Poisson distribution is considered inefficient for text information retrieval. In this work, we propose to incorporate the Zero Inflated Poisson model in the Generative Topographic Mapping algorithm. The modified algorithm is presented as a text document cluster extraction and visualization tool. Experimental results are presented for the Medlars, CISI and Cranfield collections, observing notable class separation.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

دیداری کردن نتایج جست‌وجو در فرایند بازیابی اطلاعات

Purpose: One of the most effective ways to achieve optimum information retrieval is through visualization of Information. Search strategies, probing skills, querying of information needs and analysis of information play a significant role in the accessing of necessary and useful information. Besides the factors mentioned above, information visualization can increase the availability level of in...

متن کامل

Geovisualization for Knowledge Construction and Decision Support____________________________________ Visualization Viewpoints Ieee Computer Graphics and Applications Integrating and Extending Perspectives Functions of Geovisualization

Published by the IEEE Computer Society 0272-1716/04/$20.00 © 2004 IEEE IEEE Computer Graphics and Applications 13 We now have access to vast digital data resources that include geospatial referencing.This referencing ranges from precise geographic coordinates, through street addresses, to codes for administrative or other types of regions (such as zip codes and drainage basin indices). GPS rece...

متن کامل

VizCluster and Its Application on Clustering Gene Expression Data

Visualization enables us to find structures, features, patterns and relationships in a dataset by presenting the data in various graphical forms with possible interactions. A visualization can provide a qualitative overview of large and complex datasets, can summarize data, and can assist in identifying regions of interest and appropriate parameters focused on quantitative analysis. Recent deve...

متن کامل

Creating a Local Geographic Influenza-like Illness Activity Report

Methods The data elements that were included in this study were: daily emergency department (ED) ILI rate, 7 day moving average ED ILI rate, zip code, and date from October 1, 2013 to March 31, 2014. The data region was the catchment area of an urban academic medical center (AMC). The data were processed using the GUARDIAN (Geographic Utilization of Artificial Intelligence in Real-Time for Dise...

متن کامل

Geovisualization for Knowledge Construction and Decision Support____________________________________ Visualization Viewpoints Integrating and Extending Perspectives Functions of Geovisualization

0272-1716/04/$20.00 © 2004 IEEE Published by the IEEE Computer Society IEEE Computer Graphics and Applications 13 We now have access to vast digital data resources that include geospatial referencing.This referencing ranges from precise geographic coordinates, through street addresses, to codes for administrative or other types of regions (such as zip codes and drainage basin indices). GPS rece...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2006