NDLI: Efficient parsing-based search over structured data

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Scholarly big data: information extraction and data mining

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Building a large-scale corpus for evaluating event detection on twitter

Location prediction in social media based on tie strength

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Cross-domain sparse coding

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Semi-supervised discriminative preference elicitation for cold-start recommendation

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Personalization of web-search using short-term browsing context

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Overlapping community detection using seed set expansion

Nonparametric bayesian multitask collaborative filtering

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Objectionable content filtering by click-through data

Efficient parsing-based search over structured data

Content Provider	ACM Digital Library
Author	Kaushik, Raghav Arasu, Arvind Parameswaran, Aditya
Abstract	Parsing-based search, i.e., parsing keyword search queries using grammars, is often used to override the traditional "bag-of-words'" semantics in web search and enterprise search scenarios. Compared to the "bag-of-words" semantics, the parsing-based semantics is richer and more customizable. While a formalism for parsing-based semantics for keyword search has been proposed in prior work and ad-hoc implementations exist, the problem of designing efficient algorithms to support the semantics is largely unstudied. In this paper, we present a suite of efficient algorithms and auxiliary indexes for this problem. Our algorithms work for a broad classes of grammars used in practice, and cover a variety of database matching functions (set- and substring-containment, approximate and exact equality) and scoring functions (to filter and rank different parses). We formally analyze the time complexity of our algorithms and provide an empirical evaluation over real-world data to show that our algorithms scale well with the size of the database and grammar.
Starting Page	49
Ending Page	58
Page Count	10
File Format	PDF
ISBN	9781450322638
DOI	10.1145/2505515.2505764
Language	English
Publisher	Association for Computing Machinery (ACM)
Publisher Date	2013-10-27
Publisher Place	New York
Access Restriction	Subscribed
Subject Keyword	Parsing Efficiency Keyword search
Content Type	Text
Resource Type	Article

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