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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 Politècnica de València.

It shows the importance of the artificial intelligence technologies applied in big data environments as part of the six pillars of the digital transformation.

Published in: Data & Analytics
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AL4Trust - Artificial Intelligence for Building Trust 2019

  1. 1. AI4Trust ARTIFICIAL INTELLIGENCE FOR BUILDING TRUST MASTER’S DEGREE IN ARTIFICIAL INTELLIGENCE, PATTERN RECOGNITION AND DIGITAL IMAGING UNIVERSITAT POLITÈCNICA DE VALÈNCIA April 4, 2018 Francisco Manuel Rangel Pardo (@kicorangel)
  2. 2. AI4Trust-MIARFIDALC2019autoritas Autoritas Consulting S.A. was founded in 2008 +50 associated consultants +200 customers: Repsol, FC Barcelona, Diputació Lleida, Junta Andalucía, Argentina National Security (ANSES), Mexico Government, etc. 8 countries: Argentina Bolivia Brazil Chile Mexico Panama Spain Uruguay
  3. 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. 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
  5. 5. autoritas To build trust AI4Trust-MIARFIDALC2019
  6. 6. S autoritas TRUST STRATEGY INTELLIGENCE ACTION DASHBOARD METHODS/TOOLS TRAINING AI4Trust-MIARFIDALC2019
  7. 7. S autoritas TRUST STRATEGY INTELLIGENCE ACTION DASHBOARD METHODS/TOOLS TRAINING AI4Trust-MIARFIDALC2019
  8. 8. autoritas Intelligence AI4Trust-MIARFIDALC2019
  9. 9. autoritas OSINT - Open Source Intelligence DATA -> INFORMATION -> KNOWLEDGE -> INTELLIGENCE Tools and methodologies Human interpretation Strategic application AI4Trust-MIARFIDALC2019
  10. 10. autoritas We need to answer questions... … to know what questions to ask AI4Trust-MIARFIDALC2019
  11. 11. autoritas Easy! Big data + artificial intelligence AI4Trust-MIARFIDALC2019
  12. 12. autoritasAI4Trust-MIARFIDALC2019
  13. 13. autoritasAI4Trust-MIARFIDALC2019
  14. 14. autoritas Ambiguity!! AI4Trust-MIARFIDALC2019
  15. 15. autoritasAI4Trust-MIARFIDALC2019
  16. 16. autoritasAI4Trust-MIARFIDALC2019
  17. 17. autoritas In real time!! AI4Trust-MIARFIDALC2019
  18. 18. autoritasAI4Trust-MIARFIDALC2019
  19. 19. autoritas Approx. only 2% of contents are geotagged!! AI4Trust-MIARFIDALC2019
  20. 20. autoritas Language variety identification to improve geotagging AI4Trust-MIARFIDALC2019
  21. 21. autoritasAI4Trust-MIARFIDALC2019
  22. 22. autoritas I really want Cataluña to be #independent!! Is the following sentence positive, negative, neutral or none? AI4Trust-MIARFIDALC2019
  23. 23. autoritas I really want Cataluña 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. 24. autoritas I really want Cataluña 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
  25. 25. autoritasAI4Trust-MIARFIDALC2019
  26. 26. autoritasAI4Trust-MIARFIDALC2019
  27. 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
  28. 28. autoritas Cosmos AI4Trust-MIARFIDALC2019 SOCIAL MEDIA
  29. 29. autoritas Some examples of things we do for our customers... AI4Trust-MIARFIDALC2019
  30. 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. 31. autoritas What’s the profile of your organisation community? AI4Trust-MIARFIDALC2019
  32. 32. autoritas Is there something that squeaks? ? AI4Trust-MIARFIDALC2019
  33. 33. autoritas Political parties What’s the affinity among political parties and media? Media AI4Trust-MIARFIDALC2019
  34. 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. 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...
  36. 36. autoritasAI4Trust-MIARFIDALC2019
  37. 37. autoritasAI4Trust-MIARFIDALC2019
  38. 38. autoritasAI4Trust-MIARFIDALC2019
  39. 39. autoritas Some of our R&D projects... PRO2 FAKER PROACTIVE PROFILING OF FAKE NEWS SPREADERS AI4Trust-MIARFIDALC2019 In preparation...
  40. 40. Fake News - Real Cases
  41. 41. Fake News - Real Cases
  42. 42. Fake News - Real Cases
  43. 43. Fake News - Who is behind?
  44. 44. Troll Factories
  45. 45. Troll Factories 1st. Floor: ex journalists 4th. Floor: dept. focused on Twitter and Facebook (+bar)
  46. 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. 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. 48. Involved Technologies1 main product, multiple derived products
  49. 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. 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. ● Subtask A: Irony detection in Spanish tweets from Spain ● Subtask B: Irony detection in Spanish tweets from Mexico ● Subtask C: Irony detection in Spanish news comments from Cuba
  51. 51. autoritas IroSvA task at IberLEF@SEPLN 2019 AI4Trust-MIARFIDALC2018 ...with respect to a given context. SPAIN MEXICO CUBA Declaración Joan Tardà Conacyt Televisión digital cubana El Relator Comisión Reguladora Energía Escándalos deportivos Libro de Pedro Sánchez Desabasto gasolina ETECSA, calidad y servicios Exhumación de Franco Divorcio Enrique Peña Nieto ETECSA, Internet y datos móviles Grezzi Estancias infantiles Transporte, boteros, chóferes... Semáforos de la A5 Gobierno CDMX Nuevas tecnologías Tierraplanistas Comercio interior Programa Ven a Cenar Gobierno AMLO Economía: turismo y hoteles Campaña #yoconalbert Película Roma Ciencia, educación y cultura Pablo Iglesias en el Hormiguero Venezuela
  52. 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. 53. autoritasAI4Trust-MIARFIDALC2019 ● 10th February 2019, 23:00 UTC: Call for Participation and Website of the task. ● 30th March 2019, 23:00 UTC: Training set available. ● 16th April 2019, 23:00 UTC: Testing set available. ● 23rd April 2019, 23:00 UTC: Submission of runs. ● 30th April 2019, 23:00 UTC: Notification of results. ● 15th May 2019, 23:00 UTC: Submission of Working Notes by participants. ● 30th May 2019, 23:00 UTC: Reviews to participants (peer-reviews). ● 10th June 2019, 23:00 UTC: Camera-ready submissions due. ● 20th June 2019, 23:00 UTC: Submission of the camera-ready version of Working Notes. IroSvA task at IberLEF@SEPLN 2019 - Important Dates

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