Online Social Media: Opportunities, Challenges, and Pitfalls

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Overview of Online Social Media. Talk give at the Summer Workshop on Online Social Media: Developer's Perspective.

Online Social Media:
Opportunities, Challenges,
and Pitfalls
Summer Workshop on Online Social Media: Developer’s Perspective
Keynote Address
IGDTUW, Delhi
June 6, 2016
Ponnurangam Kumaraguru (“PK”)
Associate Professor
ACM Distinguished Speaker
fb/ponnurangam.kumaraguru, @ponguru

Who am I?
 Associate Professor, IIIT-Delhi
 Ph.D. from School of Computer Science,
Carnegie Mellon University (CMU)
 Research interests
- Privacy, e-crime, online social media, and usable
security
 Founding Head, CERC@IIITD, cerc.iiitd.ac.in
 Co-ordinate and manage Precog,
precog.iiitd.edu.in
 ACM Distinguished Speaker, and ACM India
Eminent Speaker
2

Some reasons for being
here?
3

Growth! Cliché!
5

Non-trustworthy Content
FAKE
11
$
RUMORS

SocialCaller App
13
https://play.google.com/store/apps/details?id=com.ayush.socialcaller&hl=en

BLR City Police on OSM
15
Keep citizens informed
Typical Post Looks like

Other implications
17

Signing off Twitter
18

Perceptions!
19

Exciting / challenging problems!
20

Exciting things planned
 Understanding the frameworks
 Data collection
 Data analysis
 Data Visualization
 Building and making things live!
 …
21

22
https://onlinecourses.nptel.ac.in/noc16_cs07/

Thank you
pk@iiitd.ac.in
http://precog.iiitd.edu.in/
https://onlinecourses.nptel.ac.in/noc16_cs07/
fb/ponnurangam.kumaraguru
tw/ponguru

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The distribution of research efforts done in the field of Natural Language Processing (NLP) has not been uniform across all natural languages. It has been observed that there is a significant gap between the development of NLP tools in Indic languages (indic-NLP), and in European languages. We aim to explore different directions to develop an automatic question answering system for Indic languages. We built a FAQ-retrieval based chatbot for healthcare workers and young mothers of India. It supported Hindi language in either Devanagri script or Roman script. We observed that, in our FAQ database, if there exists a question similar to the query asked by the user, then the developed chatbot is able to find a relevant Question-Answer pair (QnA) among its top-3 suggestions 70% of the time. We also observed that performance of our chatbot is dependent on the diversity in the FAQ database. Since database creation requires substantial manual efforts, we decided to explore other ways to curate knowledge from raw text irrespective of domain. We developed an Open Information Extraction (OIE) tool for Indic languages. During the preprocessing, chunking of text is performed with our fine-tuned chunker, and the phrase-level dependency tree was constructed using the predicted chunks. In order to generate triples, various rules were handcrafted using the dependency relations in Indic languages. Our method performed better than other multilingual OIE tools on manual and automatic evaluations. The contextual embeddings used in this work does not take syntactic structure of sentence into consideration. Hence, we devised an architecture that takes the dependency tree of the sentence into consideration to calculate Dependency-aware Transformer (DaT) embeddings. Since the dependency tree is also a graph, we used Graph Convolution Network (GCN) to incorporate the dependency information into the contextual embeddings, thus producing DaT embeddings. We used a hate-speech detection task to evaluate the effectiveness of DaT embeddings. Our future plan is to evaluate the applicability of DaT embeddings for the task of chunking. Moreover, the broader aim for the future is to develop an end-to-end pronoun resolution model to improve the quality of triples and DaT embeddings. We also aim to explore the applicability of all our works to solve the problem of long-context question answering.

A Framework for Automatic Question Answering in Indian Languages

A Framework for Automatic Question Answering in Indian Languages

A Framework for Automatic Question Answering in Indian Languages

Plus de IIIT Hyderabad (20)

Responsible & Safe AI Systems at ACM India ROCS at IIT Bombay

Responsible & Safe AI Systems at ACM India ROCS at IIT Bombay

Responsible & Safe AI Systems at ACM India ROCS at IIT Bombay

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International Collaboration: Experiences, Challenges, Success stories

International Collaboration: Experiences, Challenges, Success stories

Responsible & Safe AI: #LegalBias #Inconsistency #BiasinLLMs #MultiModalBias

Responsible & Safe AI: #LegalBias #Inconsistency #BiasinLLMs #MultiModalBias

Responsible & Safe AI: #LegalBias #Inconsistency #BiasinLLMs #MultiModalBias

Identify, Inspect and Intervene Multimodal Fake News

Identify, Inspect and Intervene Multimodal Fake News

Identify, Inspect and Intervene Multimodal Fake News

#ChatGPT #ResponsibleAI

#ChatGPT #ResponsibleAI

#ChatGPT #ResponsibleAI

Data Science for Social Good: #MentalHealth #CodeMix #LegalNLP #AISafety

Data Science for Social Good: #MentalHealth #CodeMix #LegalNLP #AISafety

Data Science for Social Good: #MentalHealth #CodeMix #LegalNLP #AISafety

It is our choices, Harry, that show what we truly are, far more than our abil...

It is our choices, Harry, that show what we truly are, far more than our abil...

It is our choices, Harry, that show what we truly are, far more than our abil...

Beyond the Surface: A Computational Exploration of Linguistic Ambiguity

Beyond the Surface: A Computational Exploration of Linguistic Ambiguity

Beyond the Surface: A Computational Exploration of Linguistic Ambiguity

Data Science for Social Good: #LegalNLP #AlgorithmicBias...

Data Science for Social Good: #LegalNLP #AlgorithmicBias...

Data Science for Social Good: #LegalNLP #AlgorithmicBias...

How to Write a (Good) Research Paper

How to Write a (Good) Research Paper

How to Write a (Good) Research Paper

Data Science for Social Good: #LegalNLP #AlgorithmicBias

Data Science for Social Good: #LegalNLP #AlgorithmicBias

Data Science for Social Good: #LegalNLP #AlgorithmicBias

Social Computing Research in India

Social Computing Research in India

Social Computing Research in India

Social Computing Research in India

Social Computing Research in India

Social Computing Research in India

Modeling Online User Interactions and their Offline effects on Socio-Technica...

Modeling Online User Interactions and their Offline effects on Socio-Technica...

Modeling Online User Interactions and their Offline effects on Socio-Technica...

Privacy. Winter School on “Topics in Digital Trust”. IIT Bombay

Privacy. Winter School on “Topics in Digital Trust”. IIT Bombay

Privacy. Winter School on “Topics in Digital Trust”. IIT Bombay

It is our choices, Harry, that show what we truly are, far more than our abil...

It is our choices, Harry, that show what we truly are, far more than our abil...

It is our choices, Harry, that show what we truly are, far more than our abil...

It is our choices, Harry, that show what we truly are, far more than our abil...

It is our choices, Harry, that show what we truly are, far more than our abil...

It is our choices, Harry, that show what we truly are, far more than our abil...

Leveraging Social Media for Financial Advice

Leveraging Social Media for Financial Advice

Leveraging Social Media for Financial Advice

Development of Stress Induction and Detection System to Study its Effect on B...

Development of Stress Induction and Detection System to Study its Effect on B...

Development of Stress Induction and Detection System to Study its Effect on B...

A Framework for Automatic Question Answering in Indian Languages

A Framework for Automatic Question Answering in Indian Languages

A Framework for Automatic Question Answering in Indian Languages

Dernier

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AKTU Computer Networks notes --- Unit 3.pdf

AKTU Computer Networks notes --- Unit 3.pdf

AKTU Computer Networks notes --- Unit 3.pdf

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Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...

Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...

Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...

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Online banking management system project.pdf

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Call for Papers - International Journal of Intelligent Systems and Applicatio...

Call for Papers - International Journal of Intelligent Systems and Applicatio...

Call for Papers - International Journal of Intelligent Systems and Applicatio...

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chapter 5.pptx: drainage and irrigation engineering

chapter 5.pptx: drainage and irrigation engineering

chapter 5.pptx: drainage and irrigation engineering

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data_management_and _data_science_cheat_sheet.pdf

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Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...

Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...

Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...

Intze Overhead Water Tank Design by Working Stress - IS Method.pdf

Intze Overhead Water Tank Design by Working Stress - IS Method.pdf

Intze Overhead Water Tank Design by Working Stress - IS Method.pdf

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UNIT - IV - Air Compressors and its Performance

UNIT - IV - Air Compressors and its Performance

UNIT - IV - Air Compressors and its Performance

Dernier (20)

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AKTU Computer Networks notes --- Unit 3.pdf

AKTU Computer Networks notes --- Unit 3.pdf

AKTU Computer Networks notes --- Unit 3.pdf

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Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...

Call for Papers - Educational Administration: Theory and Practice, E-ISSN: 21...

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Online banking management system project.pdf

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Call for Papers - International Journal of Intelligent Systems and Applicatio...

chapter 5.pptx: drainage and irrigation engineering

chapter 5.pptx: drainage and irrigation engineering

chapter 5.pptx: drainage and irrigation engineering

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data_management_and _data_science_cheat_sheet.pdf

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Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...

Call for Papers - African Journal of Biological Sciences, E-ISSN: 2663-2187, ...

Intze Overhead Water Tank Design by Working Stress - IS Method.pdf

Intze Overhead Water Tank Design by Working Stress - IS Method.pdf

Intze Overhead Water Tank Design by Working Stress - IS Method.pdf

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UNIT - IV - Air Compressors and its Performance

UNIT - IV - Air Compressors and its Performance

UNIT - IV - Air Compressors and its Performance

Online Social Media: Opportunities, Challenges, and Pitfalls

1. Online Social Media: Opportunities, Challenges, and Pitfalls Summer Workshop on Online Social Media: Developer’s Perspective Keynote Address IGDTUW, Delhi June 6, 2016 Ponnurangam Kumaraguru (“PK”) Associate Professor ACM Distinguished Speaker fb/ponnurangam.kumaraguru, @ponguru

2. Who am I?  Associate Professor, IIIT-Delhi  Ph.D. from School of Computer Science, Carnegie Mellon University (CMU)  Research interests - Privacy, e-crime, online social media, and usable security  Founding Head, CERC@IIITD, cerc.iiitd.ac.in  Co-ordinate and manage Precog, precog.iiitd.edu.in  ACM Distinguished Speaker, and ACM India Eminent Speaker 2

3. Some reasons for being here? 3

5. Growth! Cliché! 5

11. Non-trustworthy Content FAKE 11 $ RUMORS

13. SocialCaller App 13 https://play.google.com/store/apps/details?id=com.ayush.socialcaller&hl=en

15. BLR City Police on OSM 15 Keep citizens informed Typical Post Looks like

17. Other implications 17

18. Signing off Twitter 18

19. Perceptions! 19

20. Exciting / challenging problems! 20

21. Exciting things planned  Understanding the frameworks  Data collection  Data analysis  Data Visualization  Building and making things live!  … 21

22. 22 https://onlinecourses.nptel.ac.in/noc16_cs07/

23. Thank you pk@iiitd.ac.in http://precog.iiitd.edu.in/ https://onlinecourses.nptel.ac.in/noc16_cs07/ fb/ponnurangam.kumaraguru tw/ponguru

Notes de l'éditeur

Motivation of why it is important to study trust and credibility on Twitter
They have a face to organization too,