AL4Trust - Artificial Intelligence for Building Trust 2019
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AL4Trust is the title of the speech given in the Applications of the Computational Linguistics subject at MIARFID'19 degree in Artificial Intelligence, Pattern Recognition and Digital Imaging at Universitat Polit¨¨cnica de Val¨¨ncia. It shows the importance of the artificial intelligence technologies applied in big data environments as part of the six pillars of the digital transformation.
AL4Trust - Artificial Intelligence for Building Trust 2019
- 1. AI4Trust ARTIFICIAL INTELLIGENCE FOR BUILDING TRUST MASTER¡¯S DEGREE IN ARTIFICIAL INTELLIGENCE, PATTERN RECOGNITION AND DIGITAL IMAGING UNIVERSITAT POLIT?CNICA DE VAL?NCIA April 4, 2018 Francisco Manuel Rangel Pardo (@kicorangel)
- 2. AI4Trust-MIARFIDALC2019autoritas Autoritas Consulting S.A. was founded in 2008 +50 associated consultants +200 customers: Repsol, FC Barcelona, Diputaci¨® Lleida, Junta Andaluc¨ªa, Argentina National Security (ANSES), Mexico Government, etc. 8 countries: Argentina Bolivia Brazil Chile Mexico Panama Spain Uruguay
- 3. AI4Trust-MIARFIDALC2019autoritas 8 changes that will transform humanity forever 1. Rewrite genetics 2. Discover new materials 3. Govern a disenchanted world 4. Teach machines to learn 5. Find a universal energy 6. Win to infections 7. Crop with little water 8. Life on Mars
- 4. autoritas 8 changes that will transform humanity forever 1. Rewrite genetics 2. Discover new materials 3. Govern a disenchanted world 4. Teach machines to learn 5. Find a universal energy 6. Win to infections 7. Crop with little water 8. Life on Mars AI4Trust-MIARFIDALC2019
- 9. autoritas OSINT - Open Source Intelligence DATA -> INFORMATION -> KNOWLEDGE -> INTELLIGENCE Tools and methodologies Human interpretation Strategic application AI4Trust-MIARFIDALC2019
- 10. autoritas We need to answer questions... ¡ to know what questions to ask AI4Trust-MIARFIDALC2019
- 19. autoritas Approx. only 2% of contents are geotagged!! AI4Trust-MIARFIDALC2019
- 20. autoritas Language variety identification to improve geotagging AI4Trust-MIARFIDALC2019
- 22. autoritas I really want Catalu?a to be #independent!! Is the following sentence positive, negative, neutral or none? AI4Trust-MIARFIDALC2019
- 23. autoritas I really want Catalu?a to be #independent!! Is the following sentence positive, negative, neutral or none? It depends on the subjectivity of the receiver, e.g. - Positive for Puigdemont - Negative for Rajoy AI4Trust-MIARFIDALC2019
- 24. autoritas I really want Catalu?a to be #independent!! Is the following sentence positive, negative, neutral or none? It depends on the subjectivity of the receiver, e.g. - Positive for Puigdemont - Negative for Rajoy But what about the stance of the author with respect to the main topic? AI4Trust-MIARFIDALC2019
- 27. autoritas https://www.youtube.com/watch?v=YrqMEn-5Pi8 - Retrieve and store - Evolution - Words and topics - Labelling - Hashtags - People - Locations - Brands - Polarity, stance - Users, relationships - Gender, age - Author profile - ... BIG DATA IS A BIG PROBLEM¡ AND A BIG OPPORTUNITY tweets/second tweets/minute tweets/hour tweets/day VOLUME - VELOCITY - VARIETY - VALUE AI4Trust-MIARFIDALC2019
- 29. autoritas Some examples of things we do for our customers... AI4Trust-MIARFIDALC2019
- 30. autoritas What¡¯s the main interest of people in Fallas? http://www.levante-emv.com/fallas/2018/03/15/seguridad-tema-repercusion-fallas-internet/1691764.html AI4Trust-MIARFIDALC2019
- 31. autoritas What¡¯s the profile of your organisation community? AI4Trust-MIARFIDALC2019
- 32. autoritas Is there something that squeaks? ? AI4Trust-MIARFIDALC2019
- 33. autoritas Political parties What¡¯s the affinity among political parties and media? Media AI4Trust-MIARFIDALC2019
- 34. autoritas Some of our R&D projects... AI4Trust-MIARFIDALC2019 2009-2010: AL4Tour Active Listening for Tourism 744.681,83 € 2011-2012: CIHC Medical Records Coder 432.129,25 € 2012-2014: INNPACTO Regional Opportunities 576.629,00 €
- 35. autoritas Some of our R&D projects... MEASURE AI-BASED ANALYSIS OF MIGRATION MOBILITY PATTERNS FOR PROFESSIONAL AND SURVIVAL PURPOSES AI4Trust-MIARFIDALC2019 Presented to...
- 39. autoritas Some of our R&D projects... PRO2 FAKER PROACTIVE PROFILING OF FAKE NEWS SPREADERS AI4Trust-MIARFIDALC2019 In preparation...
- 40. Fake News - Real Cases
- 41. Fake News - Real Cases
- 42. Fake News - Real Cases
- 43. Fake News - Who is behind?
- 44. Troll Factories
- 45. Troll Factories 1st. Floor: ex journalists 4th. Floor: dept. focused on Twitter and Facebook (+bar)
- 46. DISinformation Disinformation presents the following characteristics: - Fake news, hoaxes and lies travel faster than the truth. - More sensational headlines. - Use of a more aggressive language, hate messages. - Contradictory, partial and / or decontextualised messages. - Polarized opinions in closed communities of users (confirmation bias and echo chamber). - Certain users are more predisposed to share this type of misinformation (profiles). Why do not we take advantage of them to detect fake news? Our vision of the problem
- 47. Overview ProFaker ProFake detects fake information shared in social media (open sources and / or information provided by the user) through the combined analysis of: - Texts and multimedia (video, image and audio) of related information. - User networks where fakes information is shared. - The profile of the users who share the fake information. EARLY DETECTION OF THREATENING MENTIONS Example of a fake news shared in a newsletter Our vision of the solution
- 48. Involved Technologies1 main product, multiple derived products
- 49. autoritas Some of our R&D projects... IROSVA IRONY DETECTION IN SPANISH VARIETIES SHARED TASK AT IBERLEF@SEPLN'19 http://www.autoritas.net/IroSvA2019/ AI4Trust-MIARFIDALC2019
- 50. autoritas IroSvA task at IberLEF@SEPLN 2019 AI4Trust-MIARFIDALC2018 This year we propose the new task (IroSvA) which aims at investigating whether a short message, written in Spanish language, is ironic or not with respect to a given context. In particular, we aim at studying the way irony changes in distinct Spanish variants. ¡ñ Subtask A: Irony detection in Spanish tweets from Spain ¡ñ Subtask B: Irony detection in Spanish tweets from Mexico ¡ñ Subtask C: Irony detection in Spanish news comments from Cuba
- 51. autoritas IroSvA task at IberLEF@SEPLN 2019 AI4Trust-MIARFIDALC2018 ...with respect to a given context. SPAIN MEXICO CUBA Declaraci¨®n Joan Tard¨¤ Conacyt Televisi¨®n digital cubana El Relator Comisi¨®n Reguladora Energ¨ªa Esc¨¢ndalos deportivos Libro de Pedro S¨¢nchez Desabasto gasolina ETECSA, calidad y servicios Exhumaci¨®n de Franco Divorcio Enrique Pe?a Nieto ETECSA, Internet y datos m¨®viles Grezzi Estancias infantiles Transporte, boteros, ch¨®feres... Sem¨¢foros de la A5 Gobierno CDMX Nuevas tecnolog¨ªas Tierraplanistas Comercio interior Programa Ven a Cenar Gobierno AMLO Econom¨ªa: turismo y hoteles Campa?a #yoconalbert Pel¨ªcula Roma Ciencia, educaci¨®n y cultura Pablo Iglesias en el Hormiguero Venezuela
- 52. autoritas IroSvA task at IberLEF@SEPLN 2019 SPAIN MEXICO CUBA TOTAL TRAINING IRONIC 800 800 800 2,400 NO-IRONIC 1,600 1,600 1,600 4,800 TOTAL 2,400 2,400 2,400 7,200 TEST IRONIC 200 200 200 600 NO-IRONIC 400 400 400 1,200 TOTAL 600 600 600 1,800 TOTAL IRONIC 1,000 1,000 1,000 3,000 NO IRONIC 2,000 2,000 2,000 6,000 TOTAL 3,000 3,000 3,000 9,000 AI4Trust-MIARFIDALC2018
- 53. autoritasAI4Trust-MIARFIDALC2019 ¡ñ 10th February 2019, 23:00 UTC: Call for Participation and Website of the task. ¡ñ 30th March 2019, 23:00 UTC: Training set available. ¡ñ 16th April 2019, 23:00 UTC: Testing set available. ¡ñ 23rd April 2019, 23:00 UTC: Submission of runs. ¡ñ 30th April 2019, 23:00 UTC: Notification of results. ¡ñ 15th May 2019, 23:00 UTC: Submission of Working Notes by participants. ¡ñ 30th May 2019, 23:00 UTC: Reviews to participants (peer-reviews). ¡ñ 10th June 2019, 23:00 UTC: Camera-ready submissions due. ¡ñ 20th June 2019, 23:00 UTC: Submission of the camera-ready version of Working Notes. IroSvA task at IberLEF@SEPLN 2019 - Important Dates