Large-Scale Sentiment Analysis for News and Blogs (system demonstration)

نویسندگان

  • Namrata Godbole
  • Manjunath Srinivasaiah
  • Steven Skiena
چکیده

News can be good or bad, but it is seldom neutral. Although full comprehension of natural language text remains well beyond the power of machines, the statistical analysis of relatively simple sentiment cues can provide a surprisingly meaningful sense of how the latest news impacts important entities. Here we demonstrate our large-scale sentiment analysis system for news and blog entities built on top of the Lydia text analysis system [1]. We determine the public sentiment on each of the hundreds of thousands of entities that we track, and how this sentiment varies with time. We encourage the reader to study our historical sentiment analysis for your favorite news entities at http://www.textmap.com and view daily sentiment at http://www.textmap.com/sentiment. The results of our sentiment analysis correlate very well with historical events:

برای دانلود رایگان 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

Large-Scale Sentiment Analysis for News and Blogs

Newspapers and blogs express opinion of news entities (people, places, things) while reporting on recent events. We present a system that assigns scores indicating positive or negative opinion to each distinct entity in the text corpus. Our system consists of a sentiment identification phase, which associates expressed opinions with each relevant entity, and a sentiment aggregation and scoring ...

متن کامل

Trading Strategies to Exploit Blog and News Sentiment

We use quantitative media (blogs, and news as a comparison) data generated by a large-scale natural language processing (NLP) text analysis system to perform a comprehensive and comparative study on how company related news variables anticipates or reflects the company’s stock trading volumes and financial returns. Building on our findings, we give a sentiment-based market-neutral trading strat...

متن کامل

Large Scale Aggregated Sentiment Analytics

In the past years we have witnessed Sentiment Analytics becoming increasingly popular topic in Information Retrieval, which has established itself as a promising direction of research. With the rapid growth of the user-generated content represented in blogs, forums, social networks and micro-blogs, it became a useful tool for social studies, market analysis and reputation management, since it m...

متن کامل

Trading Strategies To Exploit News Sentiment

We use quantitative news data generated by a large-scale natural language processing (NLP) news analysis system to perform a comprehensive study on how a company’s reported news frequency, sentiment polarity and subjectivity anticipates or reflects its stock trading volumes and financial returns. Our analysis provides concrete evidence that news data is highly informative, as previously suggest...

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

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2007