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Using Artist Similarity To Propagate Semantic Information

Joon Hee Kim, Brian Tomasik, Douglas Turnbull
2009 Zenodo  
It could be the case that similarity based on CF is not strongly related to semantic similarity, and thus might not be useful for tag propagation.  ...  Tag propagation has two potential uses. First, it allows us to index an unannotated artist if we can calculate the similarity between the artist and other annotated artists.  ... 
doi:10.5281/zenodo.1416509 fatcat:3ugls7gkercrfgtibhdzioswm4

Enriching music mood annotation by semantic association reasoning

Jun Wang, Xavier Anguera, Xiaoou Chen, Deshun Yang
2010 2010 IEEE International Conference on Multimedia and Expo  
Novel ontology-based semantic reasoning methods are applied to effectively bridge content-based information with web-based resources.  ...  Also, the system can automatically discover closely relevant semantics for music mood and thus a novel weighting method is proposed for mood propagation.  ...  the Mood Semantic Reasoning (MoodSR) system which uses the semantic reasoning method to bridge content-based annotation with web-based information.  ... 
doi:10.1109/icme.2010.5583243 dblp:conf/icmcs/WangACY10 fatcat:hlcugfm2ure5xp63wj7tk2t6yq

Web object indexing using domain knowledge

Muyuan Wang, Zhiwei Li, Lie Lu, Wei-Ying Ma, Naiyao Zhang
2005 Proceeding of the eleventh ACM SIGKDD international conference on Knowledge discovery in data mining - KDD '05  
Our approach also indicates a new way to use trust-worthy Deep Web knowledge to help organize dispersive information of Surface Web.  ...  In our approach, Layered LSI spaces are built for the hierarchically structured domain knowledge, in order to emphasize the specific semantics and term space in each layer of the domain knowledge.  ...  In other words, there is much more information that can be used to distinguish artists and albums. Secondly, information in song page is usually not discriminative.  ... 
doi:10.1145/1081870.1081905 dblp:conf/kdd/WangLLMZ05 fatcat:fny2rdfparfyljq6swmy2qrgjy

Semi-Automatic Annotation of Music Collections

Mohaed Sordo, Xavier Serra
2007 Zenodo  
In the case of moods, with a 30% annotated collection we can automatically propagate up to 65% (30%+35%). Regarding the second experiment, we use a collection of 258000 songs.  ...  Using a collection of 5500 songs, we show that with a collection annotated at 40% with styles, we can reach a 78% (40%+38%) annotated collection, with a recall greater than or equal to 0.4, only using  ...  The semantic information is then used to compute similarity and to retrieve semantically meaningful audio pieces from the collection.  ... 
doi:10.5281/zenodo.3743141 fatcat:5bmjq5ccr5euxhltdxrzpjfwky

Annotating Music Collections: How Content-Based Similarity Helps To Propagate Labels

Mohamed Sordo, Cyril Laurier, Òscar Celma
2007 Zenodo  
have made significant advances in semantic annotation of songs for music information retrieval (MIR) using MFCC's to describe music content and HMM's trained on timbre and rhythm for computing similarity  ...  In our case, Recall seems to be more informative since our purpose is to know how well the tags can be propagated.  ... 
doi:10.5281/zenodo.1415708 fatcat:szjyzfe4vbhxdihx3pqqjqldge

Automatic Interlinking of Music Datasets on the Semantic Web

Yves Raimond, Christopher Sutton, Mark B. Sandler
2008 The Web Conference  
The latter provides a user with personally meaningful entry points for exploring the web of data, and we conclude by describing some concrete tools built to generate and use such links.  ...  We then detail a particular interlinking algorithm, taking into account both the similarities of web resources and of their neighbours.  ...  Use-cases For the links between a user's files and Semantic Web resources to be useful, an application must have some information about the resources.  ... 
dblp:conf/www/RaimondSS08 fatcat:5tx7cxdpkvbtnfmzhtmj4urz6a

A Semantic-Based Approach For Artist Similarity

Sergio Oramas, Mohamed Sordo, Luis Espinosa Anke, Xavier Serra
2015 Zenodo  
We follow a semantic enrichment process similar to the one described in [27] . We use semantic information coming from DBpedia 2 .  ...  In [18] Latent Semantic Analysis is used to measure artist similarity from song lyrics.  ... 
doi:10.5281/zenodo.1415975 fatcat:xnytigsx4nfdtmm26o42srbu2a

A Profile Propagation and Information Retrieval Based Ontology Mapping Approach

Ming Mao, Yefei Peng, Michael Spring
2007 Third International Conference on Semantics, Knowledge and Grid (SKG 2007)  
Profile propagation then is used to integrate structural information by adding the profiles of its ancestors, descendants and siblings to the profile of a concept, with different weights.  ...  Ontology has been used widely to help finding relevant information among distributed and heterogeneous sources.  ...  Semantic interoperability among different information systems in the WWW is limited due to information heterogeneity, and the non semantic nature of HTML and URLs.  ... 
doi:10.1109/skg.2007.172 fatcat:7hb74wiaifc33ex7rxhhfwmwru

A Profile Propagation and Information Retrieval Based Ontology Mapping Approach

Ming Mao, Yefei Peng, Michael Spring
2007 Third International Conference on Semantics, Knowledge and Grid (SKG 2007)  
Profile propagation then is used to integrate structural information by adding the profiles of its ancestors, descendants and siblings to the profile of a concept, with different weights.  ...  Ontology has been used widely to help finding relevant information among distributed and heterogeneous sources.  ...  Semantic interoperability among different information systems in the WWW is limited due to information heterogeneity, and the non semantic nature of HTML and URLs.  ... 
doi:10.1109/skg.2007.107 dblp:conf/skg/MaoPS07 fatcat:tv2b3xnfrvdhtlh4osw34fjnni

Semantic Distance Spreading Across Entities in Linked Open Data

Sultan Alfarhood, Susan Gauch, Kevin Labille
2019 Information  
Furthermore, the results show that the propagation of semantic distance calculation to reflect resources further away in the LOD graph extends the coverage of LOD-based recommender systems.  ...  The LDSD approach, however, has some drawbacks such as its inability to measure the semantic distance resources that are not directly linked to each other.  ...  Next, semantic distances are calculated between each pair of resources that represent musical artists or bands using LDSD. Lastly, related musical artists or bands are predicted for the user.  ... 
doi:10.3390/info10010015 fatcat:x2mj4hzcmrabfb3ga24wukkur4

Music Recommendation: A multi-faceted approach

Oscar Celma, Xavier Serra
2006 Zenodo  
This thesis presents the current methods used to recommend music assets, and reviews also some proposals of modelling user's musical preferences.  ...  Music recommendation involves the modelling of user preferences, as well as the matching between profiles and music related information.  ...  To decide whether we can propagate this information, we need an extra component in the system that tell us how similar -based on automatically extracted audio features-are songs track 1 and track 2 .  ... 
doi:10.5281/zenodo.3743108 fatcat:wcfdl34jnzeqtmzjzamjjvdt44

Learning to Generate Artistic Character Line Drawing [article]

Cheng-Yu Fang, Xian-Feng Han, Qi Zhong, Shi-Jie Sun, Guo-Qiang Xiao
2022 arXiv   pre-print
The core component of our approach is the joint geometric-semantic-driven generator, which uses our well-designed cross-scale dense skip connections framework to embed learned geometric and semantic information  ...  these line drawings with diverse styles are manually drawn by skilled artists.  ...  Subsequently, the fused multi-scale features flows through the decoding layer to perform geometric and semantic information propagation into a higher-resolution maps.  ... 
arXiv:2206.02998v2 fatcat:3wwurq7hj5dsxknid4eto6iyly

A Multimodal Approach to Bridge the Music Semantic Gap

Òscar Celma, Perfecto Herrera, Xavier Serra
2006 International Conference on Semantics and Digital Media Technologies  
Based on this approach we propose a way to overcome the existing semantic gap in the music field.  ...  to these annotations.  ...  Finally, the reasoning level uses inference methods and semantic rules to retrieve, for instance, several audio files with similar guitar solos over the same key.  ... 
dblp:conf/samt/CelmaHS06 fatcat:g7btnxp2tzawjhtpcww2p4xtzm

Stylized ambient displays of digital media collections

Tinghuai Wang, John Collomosse, Rui Hu, David Slatter, Darryl Greig, Phil Cheatle
2011 Computers & graphics  
These maps are used to both stylize video into cartoons and paintings, and measure visual similarity between frames for smooth sequence transitions.  ...  We present a system to breathe life into home digital media collections, drawing upon artistic stylization to create a "Digital Ambient Display" that automatically selects, stylizes and transitions between  ...  prior information propagated forward from previous frames.  ... 
doi:10.1016/j.cag.2010.11.004 fatcat:4rglznzsqfhjrhspdr6hqhgepq

Music retagging using label propagation and robust principal component analysis

Yi-Hsuan Yang, Dmitry Bogdanov, Perfecto Herrera, Mohamed Sordo
2012 Proceedings of the 21st international conference companion on World Wide Web - WWW '12 Companion  
The evaluated algorithms include a graph-based label propagation method that is often used in semi-supervised learning and a robust principal component analysis (PCA) algorithm that has led to state-of-the-art  ...  Researchers typically obtain music tags from the Internet and use them to construct machine learning models. Nevertheless, such tags are usually noisy and sparse.  ...  ACKNOWLEDGMENTS The authors would like to thank the anonymous reviewers for valuable comments that improved the quality of this paper.  ... 
doi:10.1145/2187980.2188217 dblp:conf/www/YangBHS12 fatcat:rvtxphg3zja73foayyn5e7o2hm
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