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Matching product titles using web-based enrichment
2012
Proceedings of the 21st ACM international conference on Information and knowledge management - CIKM '12
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In this paper, we propose a novel unsupervised matching algorithm that leverages web search engines to (1) enrich product titles by adding important missing tokens that occur frequently in search results ...
, and (2) compute importance scores for tokens based on their ability to retrieve other (enriched title) tokens in search results. ...
As can be seen from the figure, our EN+IMP matching scheme with web-based enrichments and importance scores outperforms IDF-based matching. ...
doi:10.1145/2396761.2396839
dblp:conf/cikm/GopalakrishnanIMRS12
fatcat:xbnn2hpruvcgvoix5uoq2ayjnu
Matching titles with cross title web-search enrichment and community detection
2014
Proceedings of the VLDB Endowment
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The first component uses Web searches to "enrich" the given pair of titles: making titles that refer to the same physical entity more similar, and those which do not, much less similar. ...
There are manifestations of this problem in a variety of domains, such as product or bibliography matching, and location or person disambiguation. ...
There is another practical reason why product title matching is an important problem on its own -in UK alone, Web searches on this sector constitute a significant portion of Web traffic: as high as 6.06% ...
doi:10.14778/2732977.2732990
fatcat:ne75tc3rjnd7heeryb3cwnidf4
A machine learning approach for product matching and categorization
2018
Semantic Web Journal
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To improve the consumer experience, approaches for product integration on the Web are needed. ...
boost the performance of the feature extraction model, thus leading to better product matching and categorization performances. ...
The approach first enriches the offer's title with tokens using web search engine. ...
doi:10.3233/sw-180300
fatcat:vf44he52vbdm7hvigq3faqs6wm
Table Enrichment System for Machine Learning
[article]
2022
arXiv
pre-print
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We demonstrate our system with a web UI to show the use cases of table enrichment. ...
We propose a table enrichment system that enriches a query table by adding external attributes (columns) from data lakes and improves the accuracy of machine learning predictive models. ...
The purpose of using a text-based query is to match a related table in accordance with the description of the ML task. ...
arXiv:2204.08235v1
fatcat:lj5ei7rus5cujpghib45idw55u
Enriching Product Ads with Metadata from HTML Annotations
[chapter]
2016
Lecture Notes in Computer Science
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We use these features to identify matching products across different online shops and enrich product ads with the extracted data. ...
Our evaluation on three product categories related to electronics show promising results in terms of enriching product ads with useful product data. ...
We would also like to acknowledge the support, help and insights of the Yahoo Gemini Product Ads engineering and the Yahoo Labs Advertising Sciences teams, in particular Nagaraj Kota and Ben Shahshahani ...
doi:10.1007/978-3-319-34129-3_10
fatcat:ojhfttlz7jfrbf7x2rc6lyttxa
From relevance to intelligence
2005
Proceedings of the 7th ACM SIGMM international workshop on Multimedia information retrieval - MIR '05
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Has Many Other Rich Structures Wei-Ying Ma, Microsoft Research Asia Using Block-level PageRank to Improve Search Vision-based Approach for Web Object Extraction • The Problem • Our Solution based on Extended ...
The International Atomic Energy Agency has concluded that Iran has secretly produced small amounts of nuclear materials including low enriched uranium and plutonium that could be used to develop nuclear ...
doi:10.1145/1101826.1101827
dblp:conf/mir/Ma05
fatcat:ezgdvrytlzg2zmrjx2opvy5t6m
An aspect-driven method for enriching product catalogs with user opinions
2018
Journal of the Brazilian Computer Society
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This is done by matching aspect expression identified in opinions with attributes from the product, which we model here as aspect classes. ...
In this paper, we propose a method for enriching product catalogs, which traditionally include only objective data provided by manufacturers or retailers, with subjective information extracted from reviews ...
Availability of data and materials The datasets used in experiments of this article are available at webpage: https://goo.gl/uZQJjb. ...
doi:10.1186/s13173-018-0080-4
fatcat:sgpebsd3lzf35glpgxil3h5pyq
Linking FRBR Entities to LOD through Semantic Matching
[chapter]
2011
Lecture Notes in Computer Science
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The main contribution is a basis for semantic enrichment and verication of works identied in existing metadata. ...
Specialized knowledge bases already use this mechanism to automatically create entities for a generic knowledge base, often with incomplete information. The last benet is the semantic enrichment. ...
Experiments In our experiments, a list of the 80 best selling ction authors from Wikipedia 5 was used to query for product descriptions on Amazon bookstore (using the Amazon Product Advertising API 6 ) ...
doi:10.1007/978-3-642-24469-8_30
fatcat:wjn7jz5pknb35kicr4f2avbxoe
A New Approach to Information Extraction in User-Centric E-Recruitment Systems
2019
Applied Sciences
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The extracted information entities are enriched with knowledge using Linked Open Data. ...
Furthermore, job context information is expanded using a job description domain ontology based on the contextual and knowledge information. ...
The enriched and context-aware information is stored in the knowledge base built using Linked Open Data principles. ...
doi:10.3390/app9142852
fatcat:sy62dzuvcra7zfi44xm64ytwom
The WDC Gold Standards for Product Feature Extraction and Product Matching
[chapter]
2017
Lecture Notes in Business Information Processing
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Determining whether two offers refer to the same product involves extracting a set of features (product attributes) from the web pages containing the offers and comparing these features using a matching ...
The WDC Product Matching Gold Standard consists of over 75 000 correspondences between 150 products (mobile phones, TVs, and headphones) in a central catalog and offers for these products on the 32 web ...
In [1] the authors introduce a novel approach for product matching by enriching product titles with essential missing tokens and calculate the importance score computation that takes context into account ...
doi:10.1007/978-3-319-53676-7_6
fatcat:dttuf3kqxrcvnbodqbb5teuiii
Automatic metadata enrichment in news production
2009
2009 10th Workshop on Image Analysis for Multimedia Interactive Services
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In this paper, we show how personalized distribution and consumption of news items can be enabled by automatically enriching news metadata with open linked datasets available on the Web of data, thus providing ...
News production is characterized by complex and dynamic workflows in which it is important to produce and distribute news items as fast as possible. ...
The web-based user interface uses Google's Web Toolkit and connects to a SPARQL endpoint where all RDF metadata of the news items is stored. ...
doi:10.1109/wiamis.2009.5031432
dblp:conf/wiamis/MannensTBDLSW09
fatcat:kjun6wirwzghpnooe2iz55gxkq
Semantic Similarity Strategies for Job Title Classification
[article]
2016
arXiv
pre-print
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These applications can range from faceted browsing of items to product recommendations and big data analytics. ...
titles in our taxonomy. ...
A field-to-field similarity matching approach then matches job ads to job categories. ...
arXiv:1609.06268v1
fatcat:weyapdfp2raejl374nfjdjmgpi
Exposing the hidden web for chemical digital libraries
2010
Proceedings of the 10th annual joint conference on Digital libraries - JCDL '10
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To use our framework thus promises to expose a large part of the currently still hidden chemical Web, making the techniques employed interesting for chemical information providers like digital libraries ...
In this paper we present a framework for automatically generating metadata-enriched index pages for all documents in a given chemical collection. ...
Figure 6 . 6 Retrieved documents per query: enriched versus structure search
Therefore, our chemist first tries a keyword-based Web search using the query term 'methoxybenzene', specifically on information ...
doi:10.1145/1816123.1816159
dblp:conf/jcdl/TonniesKKB10
fatcat:dgdy5pfgjvhuheo5nhalxepjji
An Efficient Method for Tagging a Query with Category Labels Using Wikipedia towards Enhancing Search Engine Results
2010
2010 IEEE/WIC/ACM International Conference on Web Intelligence and Intelligent Agent Technology
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matching categories or enriching the query itself. ...
the given query using Wikipedia category hierarchy. ...
INTRODUCTION The goal of categorizing and enriching a user's query is to improve the query in a way that search tools would be able to return results refined to match the query more precisely. ...
doi:10.1109/wi-iat.2010.267
dblp:conf/webi/AlemzadehK10
fatcat:orsp2wtnaneqddtp4ff5f5x4eu
FRBRPedia
2011
Proceeding of the 11th annual international ACM/IEEE joint conference on Digital libraries - JCDL '11
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In this demo, we present an approach to transform Web-based resources to a FRBR compatible form, a process known as FRBRization. ...
However, the amount of information found on the Web is far larger than in digital libraries. ...
CONCLUSION In this demo, we have presented a tool to transform a Web-based product into the FRBR model. ...
doi:10.1145/1998076.1998183
dblp:conf/jcdl/DuchateauTA11
fatcat:7hatlybvdvbl7hhmcwnpdmhnc4
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