The approach in entity specific mining is to make use of different APIs for information retrieval based on the entity type and then analyze this information fetched from multiple sources and represent it in a summarized form.
Example:
Taj Mahal (location), Katy Perry (music), Sachin Tendulkar (person).
In this approach information about the Taj Mahal is gathered using various web apis to give more holistic view of the entity.
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Named Entity Analysis and Representation
1. Named Entity Analysis and Representation
Faculty: Vasudeva Varma
TA: Aishvarya V Singh
Team: Satya Madala
Sakhineti Venkat
Sumol Lodha
2. Introduction
● The approach in entity specific mining is to make use of different APIs for
information retrieval based on the entity type.
● Analyze this information fetched from multiple sources and represent it in a
summarized form
3. Motivation
● A lot of entity specific information is present on the internet sparsely
located, seldom used and unaccounted for.
● This project aims to get the pieces of information together to give a
collective feedback about an entity.
5. Approach
● Identifying the entities and limiting the domain.
● Identifying different API’s for each named entity.
● Collecting data from different APIs for a single entity.
● Merging the extracted information.
7. Challenges
● Redundancy removal between information streams from different APIs.
● Extracting latest information (eg. based on time-stamp).
● Getting the relevant response from various APIs in a very short time.
● Identifying authenticity of information Ensuring.
● Ensuring consistency of data across all streams.
9. Future Work
● Automating the process of entity classification
● Extending the number of entity types to include entities like products, job
postings,
● Building recommendation engines based on our analysis for entities like
movies, songs.. etc.
● Providing multilingual and cross-lingual support.
● Spelling corrections for inputs