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MixedEmotions

Social Semantic Emotion Analysis for Innovative Multilingual Big Data Analytics Markets

Total Cost €

EC-Contrib. €

Partnership

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Outcomes and
results

MixedEmotions project word cloud

Explore the words cloud of the MixedEmotions project. It provides you a very rough idea of what is the project "MixedEmotions" about.

platform analytics mixedemotions services volumes clusters processed explored building big behavior industrial entity accumulated video fullness integration pilot media mixed solution emotional tracking data context semantic multilingual heterogeneous graphs interaction aggregation centre languages audio multidimensional speech setting tools tv observations operations input complete emotion streams channels extraction social fusion solutions network innovative modalities linked sense modal analyze structured leveraging exist feedback proprietary reputation huge brand signal comments profile sources commercial

Project "MixedEmotions" data sheet

The following table provides information about the project.

Coordinator	NATIONAL UNIVERSITY OF IRELAND GALWAY Organization address address: UNIVERSITY ROAD city: Galway postcode: H91 website: www.nuigalway.ie contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.
Coordinator Country	Ireland [IE]
Project website	http://mixedemotions-project.eu/
Total cost	3˙529˙617 €
EC max contribution	3˙036˙910 € (86%)
Programme	1. H2020-EU.2.1.1.4. (Content technologies and information management: ICT for digital content, cultural and creative industries)
Code Call	H2020-ICT-2014-1
Funding Scheme	IA
Starting year	2015
Duration (year-month-day)	from 2015-04-01 to 2017-03-31

Partnership

Take a look of project's partnership.

#	participants	country	role	EC contrib. [€]
1	NATIONAL UNIVERSITY OF IRELAND GALWAY NATIONAL UNIVERSITY OF IRELAND GALWAY Organization address address: UNIVERSITY ROAD city: Galway postcode: H91 website: www.nuigalway.ie contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IE (Galway)	coordinator	557˙775.00
2	VYSOKE UCENI TECHNICKE V BRNE VYSOKE UCENI TECHNICKE V BRNE Organization address address: ANTONINSKA 548/1 city: BRNO STRED postcode: 601 90 website: www.vutbr.cz contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	CZ (BRNO STRED)	participant	353˙637.00
3	UNIVERSITAT PASSAU UNIVERSITAT PASSAU Organization address address: INNSTRASSE 41 city: PASSAU postcode: 94032 website: http://www.uni-passau.de contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	DE (PASSAU)	participant	343˙687.00
4	DEUTSCHE WELLE DEUTSCHE WELLE Organization address address: KURT SCHUMACHER STRASSE 3 city: BONN postcode: 53113 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	DE (BONN)	participant	341˙035.00
5	SINDICE LIMITED SINDICE LIMITED Organization address address: IDA BUSINESS PARK LOWER DANGA DERI city: Galway postcode: 0 website: http://sindice.com contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IE (Galway)	participant	331˙852.00
6	PARADIGMA DIGITAL SL PARADIGMA DIGITAL SL Organization address address: VIA DE LAS DOS CASTILLAS 33 ATICA 4 PLANTA 2 city: POZUELO DE ALARCON postcode: 28224 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	ES (POZUELO DE ALARCON)	participant	296˙625.00
7	UNIVERSIDAD POLITECNICA DE MADRID UNIVERSIDAD POLITECNICA DE MADRID Organization address address: CALLE RAMIRO DE MAEZTU 7 EDIFICIO RECTORADO city: MADRID postcode: 28040 website: www.upm.es contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	ES (MADRID)	participant	291˙125.00
8	EXPERT SYSTEM SPA EXPERT SYSTEM SPA Organization address address: VIA FORTUNATO ZENI 8 city: ROVERETO postcode: 38068 website: www.expertsystem.it contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	IT (ROVERETO)	participant	279˙354.00
9	PHONEXIA SRO PHONEXIA SRO Organization address address: CHALOUPKOVA 3002/1A city: BRNO postcode: 612 00 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	CZ (BRNO)	participant	241˙818.00
10	MILLWARD BROWN CZECH REPUBLIC SRO MILLWARD BROWN CZECH REPUBLIC SRO Organization address address: KLIMENTSKA 10 city: Prague postcode: 11000 website: n.a. contact info title: n.a. name: n.a. surname: n.a. function: n.a. email: n.a. telephone: n.a. fax: n.a.	CZ (Prague)	participant	0.00

Map

Project objective

MixedEmotions will develop innovative multilingual multi-modal Big Data analytics applications that will analyze a more complete emotional profile of user behavior using data from mixed input channels: multilingual text data sources, A/V signal input (multilingual speech, audio, video), social media (social network, comments), and structured data. Commercial applications (implemented as pilot projects) will be in Social TV, Brand Reputation Management and Call Centre Operations. Making sense of accumulated user interaction from different data sources, modalities and languages is challenging and has not yet been explored in fullness in an industrial context. Commercial solutions exist but do not address the multilingual aspect in a robust and large-scale setting and do not scale up to huge data volumes that need to be processed, or the integration of emotion analysis observations across data sources and/or modalities on a meaningful level. MixedEmotions will implement an integrated Big Linked Data platform for emotion analysis across heterogeneous data sources, different languages and modalities, building on existing state of the art tools, services and approaches that will enable the tracking of emotional aspects of user interaction and feedback on an entity level. The MixedEmotions platform will provide an integrated solution for: large-scale emotion analysis and fusion on heterogeneous, multilingual, text, speech, video and social media data streams, leveraging open access and proprietary data sources, and exploiting social context by leveraging social network graphs; semantic-level emotion information aggregation and integration through robust extraction of social semantic knowledge graphs for emotion analysis along multidimensional clusters.

Deliverables

List of deliverables.
Data Management Plan V2	Documents, reports	2019-07-23 09:27:49
Acceleration of Large-scale Emotion Analysis Methods, final version	Other	2019-07-23 09:27:49
Social TV Pilot Implementation, initial version	Demonstrators, pilots, prototypes	2019-07-23 09:27:48
Social Context Analysis for Emotion Recognition, initial version	Other	2019-07-23 09:27:48
Acceleration of Large-scale Emotion Analysis Methods, initial version	Other	2019-07-23 09:27:48
Dissemination Report, final version	Documents, reports	2019-07-23 09:27:49
Social Semantic Knowledge Graph Infrastructure and API, final version	Other	2019-07-23 09:27:48
Social Semantic Knowledge Graph Infrastructure and API, initial version	Other	2019-07-23 09:27:48
Adaptive Multilingual, Multimodal Fusion for Emotion Recognition, final version	Other	2019-07-23 09:27:48
Social Context Analysis for Emotion Recognition, final version	Other	2019-07-23 09:27:48
Call Centre Operations Pilot Implementation, initial version	Demonstrators, pilots, prototypes	2019-07-23 09:27:48
Training Activities Report	Documents, reports	2019-07-23 09:27:49
Brand Reputation Management Pilot Implementation, final version	Demonstrators, pilots, prototypes	2019-07-23 09:27:48
Data Modelling for the Social Semantic Knowledge Graph, final version	Documents, reports	2019-07-23 09:27:48
Emotion Recognition from Multilingual Textual Content, initial version	Other	2019-07-23 09:27:48
Emotion Recognition from Multilingual Textual Content, final version	Other	2019-07-23 09:27:48
MixedEmotions Website Online	Websites, patent fillings, videos etc.	2019-07-23 09:27:49
MixedEmotions Technology Webinar, v1	Websites, patent fillings, videos etc.	2019-07-23 09:27:49
Emotion Recognition from Image and Video Content, initial version	Other	2019-07-23 09:27:48
Emotion Recognition from Image and Video Content, final version	Other	2019-07-23 09:27:48
Social TV Pilot Implementation, final version	Demonstrators, pilots, prototypes	2019-07-23 09:27:48
Detailed Training Activities Plan	Documents, reports	2019-07-23 09:27:47
Communication Report, final version	Documents, reports	2019-07-23 09:27:47
Communication Report, initial version	Documents, reports	2019-07-23 09:27:47
Brand Reputation Management Pilot Implementation, initial version	Demonstrators, pilots, prototypes	2019-07-23 09:27:47
Dissemination Report, initial version	Documents, reports	2019-07-23 09:27:47
Adaptive Multilingual, Multimodal Fusion for Emotion Recognition, initial version	Other	2019-07-23 09:27:47
Architecture Specification and Platform Implementation, final version	Other	2019-07-23 09:27:46
Data Management Report	Documents, reports	2019-07-23 09:27:46
Data Modelling for the Social Semantic Knowledge Graph, initial version	Documents, reports	2019-07-23 09:27:47
Call Centre Operations Pilot Implementation, final version	Demonstrators, pilots, prototypes	2019-07-23 09:27:47
Common Methodology and Infrastructure Specification	Documents, reports	2019-07-23 09:27:46
Emotion Recognition from Multilingual Audio Content, initial version	Other	2019-07-23 09:27:47
Dissemination Plan	Documents, reports	2019-07-23 09:27:47
Architecture Specification and Platform Implementation, initial version	Other	2019-07-23 09:27:46
Communication Plan	Documents, reports	2019-07-23 09:27:47
Data Management Plan V1	Documents, reports	2019-07-23 09:27:47
Emotion Recognition from Multilingual Audio Content, final version	Other	2019-07-23 09:27:47
MixedEmotions Technology Webinar, v2	Websites, patent fillings, videos etc.	2019-07-23 09:27:47
Final Version of the MixedEmotions Platform	Other	2019-07-23 09:27:47

Take a look to the deliverables list in detail: detailed list of MixedEmotions deliverables.

Publications

List of publications.
year	authors and title	journal	last update
2016	Arianna Mencattini, Eugenio Martinelli, Fabien Ringeval, Bjorn Schuller, Corrado Di Natlae Continuous Estimation of Emotions in Speech by Dynamic Cooperative Speaker Models published pages: 1-1, ISSN: 1949-3045, DOI: 10.1109/TAFFC.2016.2531664	IEEE Transactions on Affective Computing	2019-07-23
2016	Sapna Negi, Kartik Asooja, Shubham Mehrotra, Paul Buitelaar. A Study of Suggestions in Opinionated Texts and their Automatic Detection. published pages: , ISSN: , DOI:		2019-07-23
2016	BjÃ¶rn Schuller, Michael F. McTear Sociocognitive Language Processing - Emphasising the Soft Factors published pages: , ISSN: , DOI:	Proceedings of the Seventh International Workshop on Spoken Dialogue Systems	2019-07-23
2016	Hesam Sagha, Jun Deng, Maryna Gavryukova, Jing Han, BjÃ¶rn Schuller Cross Lingual Speech Emotion Recognition using Canonical Correlation Analysis on Principal Component Subspace published pages: , ISSN: , DOI:	Proceedings 41st IEEE International Conference on Acoustics, Speech, and Signal Processing	2019-07-23
2017	Mihael Arcan, John P. McCrae and Paul Buitelaar Expanding wordnets to new languages with multilingual sense disambiguation. published pages: , ISSN: , DOI:		2019-07-23
2015	Araque, O., Corcuera-Platas, I., RomÃ¡n-GÃ³mez, C., Iglesias, C. A. & SÃ¡nchez-Rada, J. F. Aspect based Sentiment Analysis of Spanish Tweets published pages: 29-34, ISSN: , DOI:	Proceedings of TASS 2015: Workshop on Sentiment Analysis at SEPLN	2019-07-23
2017	Oscar Araque, Ignacio Corcuera-Platas, J. Fernando SÃ¡nchez-Rada, Carlos A. Iglesias Enhancing deep learning sentiment analysis with ensemble techniques in social applications published pages: 236-246, ISSN: 0957-4174, DOI: 10.1016/j.eswa.2017.02.002	Expert Systems with Applications 77	2019-07-23
2016	George Trigeorgis, Fabien Ringeval,Raymond Brueckner, Erik Marchi, Mihalis A. Nicolaou, BjÃ¶rn Schuller, Stefanos Zafeiriou Adieu Features? End-to-End Speech Emotion Recognition using a Deep Convolutional Recurrent Network published pages: , ISSN: , DOI:	in Proceedings 41st IEEE International Conference on Acoustics, Speech, and Signal Processing	2019-07-23
2016	Mihael Arcan, Mauro Dragoni, Paul Buitelaar Translating Ontologies in a Real-World Setting with ESSOT. published pages: 241-256, ISSN: , DOI: 10.1007/978-3-319-46547-0_25		2019-07-23
2017	Ganggao Zhu, Carlos A. Iglesias Computing Semantic Similarity of Concepts in Knowledge Graphs published pages: 72-85, ISSN: 1041-4347, DOI: 10.1109/TKDE.2016.2610428	IEEE Transactions on Knowledge and Data Engineering 29/1	2019-07-23
2017	John P. McCrae, Ian Wood, Amanda Hicks The Colloquial WordNet: Extending Princeton WordNet with Neologisms. published pages: 194-202, ISSN: , DOI: 10.1007/978-3-319-59888-8_17		2019-07-23
2016	Hesam Sagha, Pavel Matejka, Maryna Gavryukova, Filip PovolnÃ½, Erik Marchi, BjÃ¶rn W. Schuller Enhancing Multilingual Recognition of Emotion in Speech by Language Identification. published pages: , ISSN: , DOI:		2019-07-23
2015	George Trigeorgis, Eduardo Coutinho, Fabien Ringeval, Erik Marchi, Stefanos Zafeiriou, BjÃ¶rn Schuller The ICL-TUM-PASSAU Approach for the MediaEval 2015 â€œAffective Impact of Moviesâ€ Task published pages: , ISSN: , DOI:	Proceedings of the MediaEval 2015 Workshop	2019-07-23
2015	Sapna Negi, Paul Buitelaar Towards the extraction of customer-to-customer suggestions from reviews published pages: 2159-2167, ISSN: , DOI:	Proceedings of the 2015 Conference on Empirical Methods in Natural Language Processing	2019-07-23
2015	Fabien Ringeval, BjÃ¶rn Schuller, Michel Valstar, Roddy Cowie, Maja Pantic AVEC 2015 â€“ The 5th International Audio/Visual Emotion Challenge and Workshop published pages: , ISSN: , DOI:	in Proceedings of the 23rd ACM International Conference on Multimedia	2019-07-23
2016	Sapna Negi Suggestion Mining from Opinionated text. published pages: , ISSN: , DOI:		2019-07-23
2015	SÃ¡nchez-Rada, J. F., Iglesias, C. A. & Gil, R A Linked Data Model for Multimodal Sentiment and Emotion Analysis published pages: 11-19, ISSN: , DOI:	Proceedings of the 4th Workshop on Linked Data in Linguistics: Resources and Applications	2019-07-23
2016	Zixing Zhang, Fabien Ringeval, Jing Han, Jun Deng, Erik Marchi, BjÃ¶rn Schuller Facing Realism in Spontaneous Emotion Recognition from Speech: Feature Enhancement by Autoencoder with LSTM Neural Networks published pages: 3593-3597, ISSN: 1990-9772, DOI: 10.21437/Interspeech.2016-998	Interspeech 2016	2019-07-23
2017	Andrejs Abele, John P. McCrae, Paul Buitelaar An Evaluation Dataset for Linked Data Profiling. published pages: 1-9, ISSN: , DOI: 10.1007/978-3-319-59888-8_1		2019-07-23

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