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1
Visualization of Decision Processes Using a Cognitive Architecture
In: DTIC (2013)
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2
Automated Extraction and Characterisation of Social Network Data from Unstructured Sources -- An Ontology-Based Approach
In: DTIC (2013)
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3
Interacting with Multi-Robot Systems Using BML
In: DTIC (2013)
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4
Linguistic Model for Axle Fatigue
In: DTIC (2012)
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5
Machine Recognition vs Human Recognition of Voices
In: DTIC (2012)
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6
Compressed Domain Automatic Level Control Based on ITU-T G.722.2
In: DTIC (2012)
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7
Learning for Microblogs with Distant Supervision: Political Forecasting with Twitter
In: DTIC (2012)
Abstract: Microblogging websites such as Twitter offer a wealth of insight into a population's current mood. Automated approaches to identifying general sentiment toward a particular topic often perform two steps: Topic Identification and Sentiment Analysis. Topic Identification identifies tweets that are relevant to a desired topic (e.g., a politician or event), and Sentiment Analysis extracts each tweet's attitude toward the topic. Many techniques for Topic Identification simply involve selecting tweets using a keyword search. Here we present an approach that uses distant supervision to train a classifier on the tweets returned by the search. We show that distant supervision leads to improved performance in the Topic Identification task as well as in the downstream Sentiment Analysis task. We then use a system that incorporates distant supervision into both stages to analyze sentiments toward President Obama as expressed in a dataset of tweets. That is, we apply our approach to the problem of predicting Presidential Job Approval polls from Twitter data. Our results show better correlation with Gallup's Presidential Job Approval polls than previous work. We also present a novel baseline that performs remarkably well without using Topic Identification. ; Presented at the 13th Conference of the European Chapter of the Association for Computational Linguistics held in Avignon, France, on April 23-27, 2012 (p603-612).
Keyword: *ATTITUDES(PSYCHOLOGY); *CLASSIFICATION; *DISTANT SUPERVISION; *FORECASTING; *IDENTIFICATION; *LEARNING MACHINES; *MICROBLOGS; *ONLINE COMMUNITIES; *POLITICAL FORECASTING; *SENTIMENT ANALYSIS; *TOPIC IDENTIFICATION; *TRAINING; *TWITTER; COMPUTATIONAL LINGUISTICS; Computer Systems; Cybernetics; EMOTICONS; EMOTIONS; INTERNET; KEYWORD SELECTION; Linguistics; MACHINE LEARNING; OPINION ANALYSIS; POLARITY; POLITICAL MOOD; POLITICAL SENTIMENT; POLITICAL TWEETS; PREDICTIONS; Psychology; PUBLIC OPINION; SENTIMENT CLASSIFICATION; SOCIAL MEDIA; SOCIAL NETWORKS; SYMPOSIA; TEXT PROCESSING; WORDS(LANGUAGE)
URL: http://www.dtic.mil/docs/citations/ADA589957
http://oai.dtic.mil/oai/oai?&verb=getRecord&metadataPrefix=html&identifier=ADA589957
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8
Incremental Syntactic Language Models for Phrase-Based Translation
In: DTIC (2011)
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9
Trends in Human-Computer Interaction to Support Future Intelligence Analysis Capabilities
In: DTIC (2011)
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10
Maritime Domain Awareness via Agent Learning and Collaboration
In: DTIC (2010)
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11
The Impact of Interpretation Problems on Tutorial Dialogue
In: DTIC (2010)
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12
A Multi-Disciplinary University Research Initiative in Hard and Soft Information Fusion: Overview, Research Strategies and Initial Results
In: DTIC (2010)
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13
Towards Real-time Program Awareness via Lexical Link Analysis
In: DTIC (2010)
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14
TIACRITIS System and Textbook: Learning Intelligence Analysis through Practice
In: DTIC (2010)
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15
Recognizing Connotative Meaning in Military Chat Communications
In: DTIC (2009)
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16
Related Entity Finding Based on Co-Occurrence
In: DTIC (2009)
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17
The Synthetic Teammate Project
In: DTIC (2009)
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18
THUIR at TREC 2009 Web Track: Finding Relevant and Diverse Results for Large Scale Web Search
In: DTIC (2009)
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19
The Multi-Session Audio Research Project (MARP) Corpus: Goals, Design and Initial Findings
In: DTIC (2009)
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20
A Hybrid Method for Opinion Finding Task (KUNLP at TREC 2008 Blog Track)
In: DTIC (2008)
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