SlideShare a Scribd company logo
Modeling Online User Interactions and their
Offline Effects on Socio-Technical Platforms
Hitkul
PhD Comprehensive - Jan 03, 2023
1
Committee Members
2
Interactions
3
Interactions
💬
3
Interactions
💬 📢
3
Interactions
💬 💰
📢
3
Interactions
💬 💰
📢
✊
3
Interactions
💬 💰
📢
🙏
✊
3
Interactions
💬 💰
📢
🙏
✊ 🤝
3
Interactions
💬 💰
📢
🙏
✊ 🤝
4
Interactions
💬
💰
📢
🙏
✊
🤝
4
Interactions
💬
💰
📢
🙏
✊
🤝
5
Interactions
💬
💰
📢
🙏
✊
🤝
Individual Community Organizations
5
Interactions
💬
💰
📢
🙏
✊
🤝
Individual Community Organizations
6
Interactions
💬
💰
📢
🙏
✊
🤝
6
Interactions
💬
💰
📢
🙏
✊
🤝
7
Interactions
💬
💰
📢
🙏
✊
🤝
7
Interactions
💬
💰
📢
🙏
✊
🤝
8
Interactions
💬
💰
📢
🙏 ✊ 🤝
8
9
9
Interactions
10
Interactions
Online
10
Online Interactions
💬
💰
📢
🙏 ✊ 🤝
11
Online Interactions
💰
📢
🙏 ✊ 🤝
11
Online Interactions
💰
🙏 ✊ 🤝
11
Online Interactions
🙏 ✊ 🤝
11
Online Interactions
✊ 🤝
11
Online Interactions
🤝
11
Online Interactions
11
12
💬
💰
📢
🙏 ✊ 🤝
12
💬
💰
📢
🙏 ✊ 🤝
12
💬
💰
📢
🙏 ✊ 🤝
13
💬
💰
📢
🙏 ✊ 🤝
Over
fl
ow
13
Over
fl
ow
14
Over
fl
ow - Positive
14
Over
fl
ow - Positive
14
Over
fl
ow - Positive
14
Over
fl
ow - Positive
14
Over
fl
ow
15
Over
fl
ow - Negative
15
Over
fl
ow - Negative
15
Over
fl
ow - Negative
15
Over
fl
ow - Negative
15
Over
fl
ow - Negative
15
Over
fl
ow - Negative
15
Over
fl
ow - Negative
15
Over
fl
ow - Negative
15
RESEARCH
STATEMENT
Quantifying effects of online interactions
in of
fl
ine world and suggest implications
16
RESEARCH
STATEMENT
Quantifying effects of online interactions
in of
fl
ine world and suggest implications
17
Our Focus
18
Our Focus
19
Our Focus
Effects of popularity
shocks
19
Our Focus
Effects of popularity
shocks
Effects of drug
disclosures
19
Our Focus
Effects of popularity
shocks
Effects of drug
disclosures
RTO Detection for
E-Commerce
19
Our Focus
Effects of popularity
shocks
Effects of drug
disclosures
RTO Detection for
E-Commerce
19
Effect of Popularity Shocks
on User Behavior
ICWSM’ 22
Omkar Gurjar, Tanmay Bansal, Hitkul, Hemank Lamba, Ponnurangam Kumaraguru
20
What is Popularity Shock?
21
What is Popularity Shock?
Time
Views
21
What is Popularity Shock?
Time
Views
Past
trend
First
Shock
21
Why is Shock Interesting?
22
Why is Shock Interesting?
22
Why is Shock Interesting?
22
Why is Shock Interesting?
22
Why is Shock Interesting?
23
Why is Shock Interesting?
23
Why is Shock Interesting?
23
Why is Shock Interesting?
23
Why is Shock Interesting?
24
Why is Shock Interesting?
24
Why is Shock Interesting?
24
Related Work
25
Related Work
Social
Feedback
Content
Virality
Popularity Shock
25
Related Work
Social
Feedback
Content
Virality
Popularity Shock
Positive reinforcement
for improvements
Widely studied of
fl
ine
and online
Few online exceptions
25
Related Work
Social
Feedback
Content
Virality
Popularity Shock
Positive reinforcement
for improvements
Widely studied of
fl
ine
and online
Few online exceptions
Collaborative platforms -
Wikipedia, Github
Exogenous shocks
Changes in network
structures
25
Related Work
Social
Feedback
Content
Virality
Popularity Shock
Positive reinforcement
for improvements
Widely studied of
fl
ine
and online
Few online exceptions
Collaborative platforms -
Wikipedia, Github
Exogenous shocks
Changes in network
structures
Predicting Virality
Characterizing content
Information cascade
25
Research Questions
Economies of Online Cooperations
(Kollock et al. 1999)
26
Research Questions
Economies of Online Cooperations
(Kollock et al. 1999)
Do users increase their posting
frequency after receiving popularity
shocks?
26
Research Questions
Operant Conditioning
(Skinner, 1938)
27
Research Questions
Operant Conditioning
(Skinner, 1938)
Do users alter their content in
response the Popularity shock?
27
Research Questions
Longevity in Social Networks
28
Research Questions
Longevity in Social Networks
How long do effect of popularity
shocks last?
What leads to sustainability of
popularity?
28
Research Questions
Do users increase their posting frequency after
receiving popularity shocks?
Do users alter their content in response the
Popularity shock?
How long do effect of popularity shocks last?
What leads to sustainability of popularity?
29
Data Collection
30
Data Collection
Crawled
pro
fi
les &
fi
ltered
users with
<200 posts
14 Catogries 43 hashtags 21,224 users
sampling
33,490 users
Authors of
posts liked
4k posts
each #
30
Data Collection
Crawled
pro
fi
les &
fi
ltered
users with
<200 posts
14 Catogries 43 hashtags 21,224 users
sampling
33,490 users
Authors of
posts liked
4k posts
each #
30,969 users
30,969 users 20 million
Posts
First post: 07/01/2015
Last post: 31/12/2021
30
Detecting Shocks
31
Detecting Shocks
31
Detecting Shocks
32
Detecting Shocks
Z-Score
32
Detecting Shocks
Z-Score
Fb’s Prophet
32
Detecting Shocks
Z-Score
Fb’s Prophet
Proposed Time
Views
32
Detecting Shocks
Z-Score
Fb’s Prophet
Proposed Time
Views
θ η
32
Detecting Shocks
Z-Score
Fb’s Prophet
Proposed Time
Views
θ η
32
Detecting Shocks
33
Detecting Shocks
1,000
Samples
33
Detecting Shocks
1,000
Samples
3
Annotators
33
Detecting Shocks
1,000
Samples
3
Annotators
0.6
Fleiss Kappa
33
Detecting Shocks
1,000
Samples
3
Annotators
0.6
Fleiss Kappa
34
Detecting Shocks
34
Detecting Shocks
23.6%
42.5%
66.6%
35
Detecting Shocks
Z-Score
Fb’s Prophet
Proposed
23.6%
42.5%
66.6%
35
Detecting Shocks
Z-Score
Fb’s Prophet
Proposed
23.6%
42.5%
66.6%
35
Detecting Shocks
Z-Score
Fb’s Prophet
Proposed
23.6%
42.5%
66.6%
35
Detecting Shocks
Z-Score
Fb’s Prophet
Proposed
23.6%
42.5%
66.6%
35
Detecting Shocks
Z-Score
Fb’s Prophet
Proposed
23.6%
42.5%
66.6%
36
Detecting Shocks
Z-Score
Fb’s Prophet
Proposed
23.6%
42.5%
66.6%
36
Effect on Posting Frequency
37
Effect on Posting Frequency
Regression Discontinuity in Time
37
Effect on Posting Frequency
Regression Discontinuity in Time
37
Effect on Posting Frequency
Regression Discontinuity in Time
37
Effect on Posting Frequency
Regression Discontinuity in Time
38
Effect on Posting Frequency
Regression Discontinuity in Time
Control Variables: Age of User, and Intensity of user
38
Effect on Content
39
Effect on Content
Custom Doc2vec Embeddings
39
Effect on Content
Custom Doc2vec Embeddings
40
Effect on Content
Custom Doc2vec Embeddings
40
Effect on Content
Custom Doc2vec Embeddings
40
Effect on Content
Custom Doc2vec Embeddings
40
Effect on Content
Custom Doc2vec Embeddings
αpre αpost
βpre βpost
40
Effect on Content
Custom Doc2vec Embeddings
αpre αpost
βpre βpost
αpost > αpre
40
Effect on Content
Custom Doc2vec Embeddings
αpre αpost
βpre βpost
αpost > αpre βpost > βpre
40
Effect on Content
Custom Doc2vec Embeddings
αpre αpost
βpre βpost
αpost > αpre βpost > βpre βpost > αpost
40
Sustainability of Shock
41
Sustainability of Shock
Survival Analysis / CoX Regression
41
Sustainability of Shock
Survival Analysis / CoX Regression
42
Sustainability of Shock
Survival Analysis / CoX Regression
Popularity is generally short lived
42
Sustainability of Shock
Survival Analysis / CoX Regression
Popularity is generally short lived
42
Sustainability of Shock
Survival Analysis / CoX Regression
Popularity is generally short lived
Post
Frequency
Post
Frequency
42
Sustainability of Shock
Survival Analysis / CoX Regression
Popularity is generally short lived
Post
Frequency
Post
Frequency
Community
Engagement
42
Sustainability of Shock
Survival Analysis / CoX Regression
Popularity is generally short lived
Post
Frequency
Post
Frequency
Community
Engagement
Balance
Content Similarity
42
Implications
43
Implications
43
Implications
43
Implications
43
Contributions
44
Contributions
First paper to study user behaviour after popularity
shocks on short video platform
44
Contributions
First paper to study user behaviour after popularity
shocks on short video platform
Actionable insights for users to sustain popularity
44
Contributions
First paper to study user behaviour after popularity
shocks on short video platform
Actionable insights for users to sustain popularity
First dataset to provide posts and accompanying
metadata for a short video platform
44
Our Focus
Effects of popularity
shocks
Effects of drug
disclosures
RTO Detection for
E-Commerce
45
Our Focus
Effects of popularity
shocks
Effects of drug
disclosures
RTO Detection for
E-Commerce
45
Effect of Feedback on Drug Consumption
Disclosures on Social Media
R&R at a top tier conference
Hitkul, Rajiv Ratn Shah, Ponnurangam Kumaraguru
46
47
Drug Consumption Subreddits
48
Drug Consumption Disclosure
48
Drug Consumption Disclosure
Related Work
49
Related Work
Drug on
social media
Self-harm behavior
on social media
Causal inference
on social data
49
Related Work
Drug on
social media
Self-harm behavior
on social media
Causal inference
on social data
Addiction detection
Trend analysis
Forecast drug overdose,
abuse
49
Related Work
Drug on
social media
Self-harm behavior
on social media
Causal inference
on social data
Addiction detection
Trend analysis
Forecast drug overdose,
abuse
Simulating RCT using
online social data
Applications have been
shown in weight loss,
alcohol consumption,
content quality
49
Related Work
Drug on
social media
Self-harm behavior
on social media
Causal inference
on social data
Addiction detection
Trend analysis
Forecast drug overdose,
abuse
Simulating RCT using
online social data
Applications have been
shown in weight loss,
alcohol consumption,
content quality
Self-harm to improve
social standing
Online challenges e.g.
KiKi
Demographic features
49
Research Questions
50
Impression Management
(Goffman 1959)
(Leary et al. 1994)
(Hogan 2010)
Research Questions
What is the extent of content
indicating of
fl
ine drug consumption?
50
Impression Management
(Goffman 1959)
(Leary et al. 1994)
(Hogan 2010)
Research Questions
Primacy Effect
(Asch 1946)
(Murdock Jr 1962)
51
Research Questions
Primacy Effect
(Asch 1946)
(Murdock Jr 1962)
How does the community feedback
on
fi
rst drug consumption post affect
users' future drug consumption?
51
Research Questions
Operant Conditioning
(Skinner, 1938)
52
Research Questions
Operant Conditioning
(Skinner, 1938)
How does continuous positive
community feedback affect
users' future drug consumption?
52
Research Questions
What is the extent of content indicating of
fl
ine
drug consumption?
How does the community feedback on
fi
rst drug
consumption post affect users' future drug consumption?
How does continuous positive community feedback
affect users' future drug consumption?
Can we use Reddit textual data to classify between drug
consumption and non-drug consumption content?
53
Data
54
Data
54
10 Subreddits
Data
54
10 Subreddits 826,905 Posts
6.6M Comments
Data
54
493,906 Users
10 Subreddits 826,905 Posts
6.6M Comments
Data - User Study
55
Data - User Study
55
Anonymous
Data - User Study
55
Anonymous Likert Scale
Data - User Study
55
45 Participants
Anonymous Likert Scale
Detecting Drug Disclosure
56
Detecting Drug Disclosure
Deep Learning Classi
fi
er
56
Detecting Drug Disclosure
Deep Learning Classi
fi
er
57
Detecting Drug Disclosure
Deep Learning Classi
fi
er
57
4,000
Samples
Detecting Drug Disclosure
Deep Learning Classi
fi
er
57
4,000
Samples
3
Annotators
Detecting Drug Disclosure
Deep Learning Classi
fi
er
57
4,000
Samples
3
Annotators
0.7
Fleiss Kappa
Detecting Drug Disclosure
Deep Learning Classi
fi
er
57
Detecting Drug Disclosure
Deep Learning Classi
fi
er
58
Individual subreddit performance equally good
59
Extent of Drug Consumption
59
Extent of Drug Consumption
80%
indicate drug consumption
(84% in user study)
54%
Users Posts Comments
84%
indicate drug consumption indicate drug consumption
Effect of Community Feedback
60
Effect of Community Feedback
Propensity Score Matching
60
Effect of Community Feedback
Propensity Score Matching
60
Effect of Community Feedback
Propensity Score Matching
60
Effect of Community Feedback
Propensity Score Matching
61
Treatment Group
Control Group
Effect of Community Feedback
Propensity Score Matching
62
Treatment Group
Control Group
Effect of Community Feedback
Propensity Score Matching
62
Treatment Group
Control Group
All Pairs
Effect of Community Feedback
Propensity Score Matching
63
Treatment Group
Control Group
All Pairs
Effect of Community Feedback
Propensity Score Matching
63
Treatment Group
Control Group
All Pairs
Propensity
matching
Effect of Community Feedback
Propensity Score Matching
64
Treatment Group
Control Group
All Pairs
Propensity
matching
Effect of Community Feedback
Propensity Score Matching
64
Treatment Group
Control Group
All Pairs
Propensity
matching
Balance
Confounders
Effect of Community Feedback
Propensity Score Matching
65
Treatment Group
Control Group
All Pairs
Propensity
matching
Balance
Confounders
Treatment
Effect
Effect of Community Feedback
Propensity Score Matching
66
Treatment Group
Control Group
All Pairs
Propensity
matching
Balance
Confounders
Treatment
Effect
Effect of Community Feedback
Propensity Score Matching
66
Treatment Group
Control Group
All Pairs
Propensity
matching
Balance
Confounders
Treatment
Effect
Treatment
Threshold on # of comments
or scores
80% receive
< 1.1 ± 0.3 comments
< 2.9 ± 1.1 score
We experiment with [2,6]
Effect of Community Feedback
Propensity Score Matching
66
Treatment Group
Control Group
All Pairs
Propensity
matching
Balance
Confounders
Treatment
Effect
Treatment
Threshold on # of comments
or scores
80% receive
< 1.1 ± 0.3 comments
< 2.9 ± 1.1 score
We experiment with [2,6]
Text Propensity
Content text is a confounder
Text based propensity is a
developing
fi
eld
Keith et al. 2020, Roberts et al.
2020, Weld et al. 2022
RoBERTa based model
Effect of Community Feedback
Propensity Score Matching
66
Treatment Group
Control Group
All Pairs
Propensity
matching
Balance
Confounders
Treatment
Effect
Treatment
Threshold on # of comments
or scores
80% receive
< 1.1 ± 0.3 comments
< 2.9 ± 1.1 score
We experiment with [2,6]
Text Propensity
Content text is a confounder
Text based propensity is a
developing
fi
eld
Keith et al. 2020, Roberts et al.
2020, Weld et al. 2022
RoBERTa based model
Confounders
Past activity, Past feedback
SMD <0.25 to ensure balance
xtreatment − xcontrol
σ2
treatment + σ2
control
2
Effect of Community Feedback
Propensity Score Matching
66
Treatment Group
Control Group
All Pairs
Propensity
matching
Balance
Confounders
Treatment
Effect
Treatment
Threshold on # of comments
or scores
80% receive
< 1.1 ± 0.3 comments
< 2.9 ± 1.1 score
We experiment with [2,6]
Text Propensity
Content text is a confounder
Text based propensity is a
developing
fi
eld
Keith et al. 2020, Roberts et al.
2020, Weld et al. 2022
RoBERTa based model
Confounders
Past activity, Past feedback
SMD <0.25 to ensure balance
xtreatment − xcontrol
σ2
treatment + σ2
control
2
Effect Size
∑
N
i=1,j=1
(Yi(T = 1) − Yj(T = 0)) * 100
Yj(T = 0)
N
Effect of Community Feedback
Propensity Score Matching
67
Treatment Group
Control Group
All Pairs
Propensity
matching
Balance
Confounders
Treatment
Effect
Effect of Community Feedback
Propensity Score Matching
67
Treatment Group
Control Group
All Pairs
Propensity
matching
Balance
Confounders
Treatment
Effect
First and continues positive
feedback increased drug
consumption by upto 2x
Effect of Community Feedback
Propensity Score Matching
67
Treatment Group
Control Group
All Pairs
Propensity
matching
Balance
Confounders
Treatment
Effect
First and continues positive
feedback increased drug
consumption by upto 2x
User belief
Scores 2.2/5
Comments 2.5/5
(Little to Moderate impact)
“Illusion of control”
(Lyng 1990)
Implications
68
Implications
68
Feedback mechanisms
Implications
68
Feedback mechanisms Intervention
Implications
68
Feedback mechanisms Intervention Resource
Contributions
69
Contributions
First paper to study effect of community feedback
on drug consumption disclosure
69
Contributions
First paper to study effect of community feedback
on drug consumption disclosure
Actionable insights for moderators and platforms
69
Contributions
First paper to study effect of community feedback
on drug consumption disclosure
Actionable insights for moderators and platforms
First dataset to provide drug consumption indicative
posts and model checkpoints
69
Our Focus
Effects of popularity
shocks
Effects of drug
disclosures
RTO Detection for
E-Commerce
70
Our Focus
Effects of popularity
shocks
Effects of drug
disclosures
RTO Detection for
E-Commerce
70
Social Re-Identi
fi
cation Assisted RTO
Detection for E-Commerce
Under review at a top tier conference
Hitkul, Abinaya, Soham Saha, Satyajit Banerjee, M. Chellaiah, Ponnurangam Kumaraguru
In collaboration with
71
72
Return to Origin (RTO)
72
Return to Origin (RTO)
72
Return to Origin (RTO)
72
Return to Origin (RTO)
Order Cancelled
72
Return to Origin (RTO)
Order Return to Origin
72
Return to Origin (RTO)
Order Delivered
Order Return to Origin
73
Return to Origin (RTO)
74
Why Study RTO?
₹
₹
₹
₹
₹
₹
₹
₹
₹
₹
₹
₹
₹
74
Why Study RTO?
₹18 Cr. saved for 0.5
increase in recall
74
Why Study RTO?
75
Hypothesis
75
Hypothesis
FK user
75
Hypothesis
FK user Internal data
75
Hypothesis
FK user Internal data Encoded/derived features
75
Hypothesis
FK user Internal data Encoded/derived features
Model
θ
Perfromance
Metric
75
Hypothesis
FK user Internal data Encoded/derived features
Model
θ
Perfromance
Metric
Corresponding
social pro
fi
le
75
Hypothesis
FK user Internal data Encoded/derived features
Model
θ
Perfromance
Metric
Corresponding
social pro
fi
le
Social data
75
Hypothesis
FK user Internal data Encoded/derived features
Model
θ
Perfromance
Metric
Corresponding
social pro
fi
le
Social data Encoded/derived features
75
Hypothesis
FK user Internal data Encoded/derived features
Model
θ
Perfromance
Metric
Corresponding
social pro
fi
le
Social data Encoded/derived features
75
Hypothesis
FK user Internal data Encoded/derived features
Model
θ
Perfromance
Metric
Corresponding
social pro
fi
le
Social data Encoded/derived features
76
Motivation - Sociology
76
Motivation - Sociology
76
Motivation - Sociology
76
Motivation - Sociology
77
Motivation - CSS
77
Motivation - CSS
77
Motivation - CSS
78
Proposed Flow
Data collection Data validation Modeling
79
Proposed Flow
Data collection Data validation Modeling
80
Data Collection
80
Data Collection
<Name, Location>
80
Data Collection
API
<Name, Location>
80
Data Collection
API
<Name, Location>
80
Data Collection
API
<Name, Location>
Potential PII, platform
violations
80
Data Collection
API
<Name, Location>
Potential PII, platform
violations
Only public data
Academic use only
81
Data Collection
* November 2021 to April 2022, Only Lifestyle org
81
Data Collection
RTO
Users
* November 2021 to April 2022, Only Lifestyle org
81
Data Collection
RTO
Users
Review
Users
* November 2021 to April 2022, Only Lifestyle org
81
Data Collection
RTO
Users
Review
Users
* November 2021 to April 2022, Only Lifestyle org
Potential
Users
82
Data Collection
82
Data Collection
25,725 rows
6,052 users
82
Data Collection
25,725 rows
6,052 users
7,833 rows
2,460 users
Only
COD
82
Data Collection
25,725 rows
6,052 users
7,833 rows
2,460 users
6,881 rows
2,121 users
Only
COD
Available
publicly
82
Data Collection
25,725 rows
6,052 users
7,833 rows
2,460 users
6,881 rows
2,121 users
3,634 rows
1,091 users
Only
COD
Available
publicly
Possible
social
match
83
Data Source
80.89% 30.69% 10.37% 8.96%
83
Data Source
80.89% 30.69% 10.37% 8.96%
84
Proposed Flow
Data collection Data validation Modeling
85
Proposed Flow
Data collection Data validation Modeling
86
Re-Identification Validation
86
Re-Identification Validation
City intersection to
validate matches
87
Re-Identification Validation
87
FK user
Re-Identification Validation
87
FK user
Re-Identification Validation
{Bengaluru, Delhi,
Rewari, Jamshedpur}
87
FK user
Re-Identification Validation
{Bengaluru, Delhi,
Rewari, Jamshedpur}
87
FK user
Re-Identification Validation
{Bengaluru, New Delhi,
Tokyo, Jamshedpur}
{Bengaluru, Delhi,
Rewari, Jamshedpur}
87
FK user
Re-Identification Validation
{Bengaluru, New Delhi,
Tokyo, Jamshedpur}
{Bengaluru, Delhi,
Rewari, Jamshedpur}
∩
87
FK user
Re-Identification Validation
{Bengaluru, New Delhi,
Tokyo, Jamshedpur}
{Bengaluru, Delhi,
Rewari, Jamshedpur}
∩
{Bengaluru, Delhi,
Jamshedpur}
88
Re-Identification Validation
89
Proposed Flow
Data collection Data validation Modeling
90
Proposed Flow
Data collection Data validation Modeling
91
Features - Internal
91
Features - Internal
Past trends of 3 months and 1 year
Ratio of RTO/Total orders
User
Product
Seller
Product category
Pincode
Street name
City
Hour of the day
Day of the week
92
Features - Social
92
Features - Social
92
Features - Social
Is student
Is direct link available
92
Features - Social
Is student
Is direct link available
# of jobs
92
Features - Social
Is student
Is direct link available
# of jobs
# of educations
92
Features - Social
Is student
Is direct link available
# of jobs
# of educations
Years of jobs
92
Features - Social
Is student
Is direct link available
# of jobs
# of educations
Years of jobs
Years of education
92
Features - Social
Is student
Is direct link available
# of jobs
# of educations
Years of jobs
Years of education
# of skills
92
Features - Social
Is student
Is direct link available
# of jobs
# of educations
Years of jobs
Years of education
# of skills
# of connections
92
Features - Social
Is student
Is direct link available
# of jobs
# of educations
Years of jobs
Years of education
# of skills
# of connections
# of followers
93
Features - Language
93
Features - Language
Data Science Intern Flipkart
93
Features - Language
Data Science Intern Flipkart
Doctor of Philosophy
Indraprastha Institute of
Information Technology
93
Features - Language
Sentence
transformer
387
vector
Data Science Intern Flipkart
Doctor of Philosophy
Indraprastha Institute of
Information Technology
93
Features - Language
Sentence
transformer
387
vector
PCA
Reduced
vector
Data Science Intern Flipkart
Doctor of Philosophy
Indraprastha Institute of
Information Technology
94
Evaluation
Goodness =
P
P + N
−
P − PPred and True
P + N − PPred
× 104
FPR =
PPred − PPred and True
PPred
95
Results
95
Results
95
Results
96
Results
97
Proposed Flow
Data collection Data validation Modeling
98
Challenges & Future Scope
Data collection Data validation Modeling
98
Challenges & Future Scope
Data collection Data validation Modeling
Remove review intersection
dependency
Scale crawling setup
(potentially via VMs)
Collect data from platforms
apart from LinkedIn
98
Challenges & Future Scope
Data collection Data validation Modeling
Remove review intersection
dependency
Scale crawling setup
(potentially via VMs)
Collect data from platforms
apart from LinkedIn
Heuristics for edge
cases e.g. Chennai vs
Madras
Add other modalities of
validation
Language
Images
Network behaviour
98
Challenges & Future Scope
Data collection Data validation Modeling
Remove review intersection
dependency
Scale crawling setup
(potentially via VMs)
Collect data from platforms
apart from LinkedIn
Heuristics for edge
cases e.g. Chennai vs
Madras
Add other modalities of
validation
Language
Images
Network behaviour
More features
Finetuned language features
Nonlinear dimensionality
reduction (UMAP)
Categorical embeddings
Pre-trained tasks and vectors
Transfer learning to other
tasks
99
Effects of popularity
shocks
Effects of drug
disclosures
RTO Detection for
E-Commerce
100
Effects of popularity
shocks
Effects of drug
disclosures
RTO Detection for
E-Commerce
100
Effects of popularity
shocks
Effects of drug
disclosures
RTO Detection for
E-Commerce
Timeline
101
Timeline
101
Timeline
101
Timeline
Effects of drug
disclosures
RTO Detection for
E-Commerce
101
Timeline
Effects of drug
disclosures
RTO Detection for
E-Commerce
🦠
101
Timeline
Effects of drug
disclosures
RTO Detection for
E-Commerce
🦠
?
101
Timeline
Effects of drug
disclosures
RTO Detection for
E-Commerce
🦠
?
Acknowledgment
102
Thank You!
Do you have any
questions?
103
hitkuli@iiitd.ac.in
hitkuljangid
@Hitkul_

More Related Content

What's hot

Materi Training Motivasi Sukses Ujian Nasional 2016
Materi Training Motivasi Sukses Ujian Nasional 2016 Materi Training Motivasi Sukses Ujian Nasional 2016
Materi Training Motivasi Sukses Ujian Nasional 2016
Namin AB Ibnu Solihin
 
Kuliah2 pengertian isbd
Kuliah2 pengertian isbdKuliah2 pengertian isbd
Kuliah2 pengertian isbd
Afdal Zikri
 
Perkembangan Kepribadian
Perkembangan KepribadianPerkembangan Kepribadian
Perkembangan Kepribadian
pjj_kemenkes
 
Talha&amp;co (chartered accountant)experience letter
Talha&amp;co (chartered accountant)experience letterTalha&amp;co (chartered accountant)experience letter
Talha&amp;co (chartered accountant)experience letter
Hafiz Danial Baig
 
ARTICLE 370 PDF about the indian constitution.
ARTICLE 370 PDF about the  indian constitution.ARTICLE 370 PDF about the  indian constitution.
ARTICLE 370 PDF about the indian constitution.
tanughoshal0
 
القران الكريم و التربية الاسلامية
القران الكريم و التربية الاسلاميةالقران الكريم و التربية الاسلامية
القران الكريم و التربية الاسلامية
Ayad Haris Beden
 
Mengajarkan matematika untuk anak kelas 6
Mengajarkan matematika untuk anak kelas 6Mengajarkan matematika untuk anak kelas 6
Mengajarkan matematika untuk anak kelas 6
septi wulandani
 
Uzunluq ölçü vahidləri
Uzunluq ölçü vahidləriUzunluq ölçü vahidləri
Uzunluq ölçü vahidlərimimio_azerbaijan
 
Kognisi sosial
Kognisi sosialKognisi sosial
Kognisi sosial
elmakrufi
 
Tsunami
TsunamiTsunami
Tsunami
icanalg
 
21 tintin - vuelo 714 para sidney
21   tintin - vuelo 714 para sidney21   tintin - vuelo 714 para sidney
21 tintin - vuelo 714 para sidney
AlbertoBarreraLpez
 
Ee gate 2018 2291
Ee gate 2018 2291Ee gate 2018 2291
Ee gate 2018 2291
Sampurnanand Mishra
 
Basics of machine learning
Basics of machine learningBasics of machine learning
Basics of machine learning
Gopal Verma
 
Psikometri Bab a14
Psikometri Bab a14Psikometri Bab a14
Psikometri Bab a14
Universitas Negeri Makassar
 
Taksonomi Tujuan Pendidikan dan Hasil Evaluasi Belajar.pptx
Taksonomi Tujuan Pendidikan dan Hasil Evaluasi Belajar.pptxTaksonomi Tujuan Pendidikan dan Hasil Evaluasi Belajar.pptx
Taksonomi Tujuan Pendidikan dan Hasil Evaluasi Belajar.pptx
dikiarifhidayatullah
 
Ppt abnormal
Ppt abnormalPpt abnormal
Ppt abnormal
bkupstegal
 
Alleviating Publishing Pain Points At Their Source
Alleviating Publishing Pain Points At Their SourceAlleviating Publishing Pain Points At Their Source
Alleviating Publishing Pain Points At Their Source
bloevens
 
What Is Artificial Intelligence? | Artificial Intelligence For Beginners | Wh...
What Is Artificial Intelligence? | Artificial Intelligence For Beginners | Wh...What Is Artificial Intelligence? | Artificial Intelligence For Beginners | Wh...
What Is Artificial Intelligence? | Artificial Intelligence For Beginners | Wh...
Simplilearn
 
Kekerasan Seksual: Perspektif Psikologi
Kekerasan Seksual: Perspektif PsikologiKekerasan Seksual: Perspektif Psikologi
Kekerasan Seksual: Perspektif Psikologi
Juneman Abraham
 

What's hot (20)

Materi Training Motivasi Sukses Ujian Nasional 2016
Materi Training Motivasi Sukses Ujian Nasional 2016 Materi Training Motivasi Sukses Ujian Nasional 2016
Materi Training Motivasi Sukses Ujian Nasional 2016
 
Kuliah2 pengertian isbd
Kuliah2 pengertian isbdKuliah2 pengertian isbd
Kuliah2 pengertian isbd
 
Perkembangan Kepribadian
Perkembangan KepribadianPerkembangan Kepribadian
Perkembangan Kepribadian
 
Talha&amp;co (chartered accountant)experience letter
Talha&amp;co (chartered accountant)experience letterTalha&amp;co (chartered accountant)experience letter
Talha&amp;co (chartered accountant)experience letter
 
Məsələ həlli
Məsələ həlliMəsələ həlli
Məsələ həlli
 
ARTICLE 370 PDF about the indian constitution.
ARTICLE 370 PDF about the  indian constitution.ARTICLE 370 PDF about the  indian constitution.
ARTICLE 370 PDF about the indian constitution.
 
القران الكريم و التربية الاسلامية
القران الكريم و التربية الاسلاميةالقران الكريم و التربية الاسلامية
القران الكريم و التربية الاسلامية
 
Mengajarkan matematika untuk anak kelas 6
Mengajarkan matematika untuk anak kelas 6Mengajarkan matematika untuk anak kelas 6
Mengajarkan matematika untuk anak kelas 6
 
Uzunluq ölçü vahidləri
Uzunluq ölçü vahidləriUzunluq ölçü vahidləri
Uzunluq ölçü vahidləri
 
Kognisi sosial
Kognisi sosialKognisi sosial
Kognisi sosial
 
Tsunami
TsunamiTsunami
Tsunami
 
21 tintin - vuelo 714 para sidney
21   tintin - vuelo 714 para sidney21   tintin - vuelo 714 para sidney
21 tintin - vuelo 714 para sidney
 
Ee gate 2018 2291
Ee gate 2018 2291Ee gate 2018 2291
Ee gate 2018 2291
 
Basics of machine learning
Basics of machine learningBasics of machine learning
Basics of machine learning
 
Psikometri Bab a14
Psikometri Bab a14Psikometri Bab a14
Psikometri Bab a14
 
Taksonomi Tujuan Pendidikan dan Hasil Evaluasi Belajar.pptx
Taksonomi Tujuan Pendidikan dan Hasil Evaluasi Belajar.pptxTaksonomi Tujuan Pendidikan dan Hasil Evaluasi Belajar.pptx
Taksonomi Tujuan Pendidikan dan Hasil Evaluasi Belajar.pptx
 
Ppt abnormal
Ppt abnormalPpt abnormal
Ppt abnormal
 
Alleviating Publishing Pain Points At Their Source
Alleviating Publishing Pain Points At Their SourceAlleviating Publishing Pain Points At Their Source
Alleviating Publishing Pain Points At Their Source
 
What Is Artificial Intelligence? | Artificial Intelligence For Beginners | Wh...
What Is Artificial Intelligence? | Artificial Intelligence For Beginners | Wh...What Is Artificial Intelligence? | Artificial Intelligence For Beginners | Wh...
What Is Artificial Intelligence? | Artificial Intelligence For Beginners | Wh...
 
Kekerasan Seksual: Perspektif Psikologi
Kekerasan Seksual: Perspektif PsikologiKekerasan Seksual: Perspektif Psikologi
Kekerasan Seksual: Perspektif Psikologi
 

Similar to Modeling Online User Interactions and their Offline effects on Socio-Technical Platforms

Socially-Aware Multimedia Authoring
Socially-Aware Multimedia AuthoringSocially-Aware Multimedia Authoring
Socially-Aware Multimedia Authoring
Rodrigo Laiola Guimarães
 
From User Needs to Community Health: Mining User Behaviour to Analyse Online ...
From User Needs to Community Health: Mining User Behaviour to Analyse Online ...From User Needs to Community Health: Mining User Behaviour to Analyse Online ...
From User Needs to Community Health: Mining User Behaviour to Analyse Online ...
Matthew Rowe
 
Social Media: A Practical Guide
Social Media: A Practical GuideSocial Media: A Practical Guide
Social Media: A Practical Guide
Mindshare
 
Social Media: A Practical Guide
Social Media:  A Practical GuideSocial Media:  A Practical Guide
Social Media: A Practical Guide
Mindshare
 
Can we predict your sentiments by listening to your peers?
Can we predict your sentiments by listening to your peers?Can we predict your sentiments by listening to your peers?
Can we predict your sentiments by listening to your peers?
International Federation for Information Technologies in Travel and Tourism (IFITT)
 
Anticipated Versus Actual Effects Of Platform Design Change A Case Study Of ...
Anticipated Versus Actual Effects Of Platform Design Change  A Case Study Of ...Anticipated Versus Actual Effects Of Platform Design Change  A Case Study Of ...
Anticipated Versus Actual Effects Of Platform Design Change A Case Study Of ...
Sean Flores
 
Introduction To Social Media MBA Class At Webster University
Introduction To Social Media MBA Class At Webster UniversityIntroduction To Social Media MBA Class At Webster University
Introduction To Social Media MBA Class At Webster University
Collin Condray
 
Monitoring real time public vaccine confidence through social media (Francesc...
Monitoring real time public vaccine confidence through social media (Francesc...Monitoring real time public vaccine confidence through social media (Francesc...
Monitoring real time public vaccine confidence through social media (Francesc...
Data Driven Innovation
 
Eric Kuhnen: The Role of Social Media in Technical Documentation
Eric Kuhnen: The Role of Social Media in Technical DocumentationEric Kuhnen: The Role of Social Media in Technical Documentation
Eric Kuhnen: The Role of Social Media in Technical Documentation
Jack Molisani
 
Election Debate Visualisation Project - PCRG Talk
Election Debate Visualisation Project - PCRG TalkElection Debate Visualisation Project - PCRG Talk
Election Debate Visualisation Project - PCRG Talk
EDV Project
 
USER BEHAVIOR IN MICROBLOGS WITH A CULTURAL EMPHASIS
USER BEHAVIOR IN MICROBLOGS WITH A CULTURAL EMPHASISUSER BEHAVIOR IN MICROBLOGS WITH A CULTURAL EMPHASIS
USER BEHAVIOR IN MICROBLOGS WITH A CULTURAL EMPHASIS
Ruth Garcia Gavilanes
 
Wave 5 The Socialisation of Brands
Wave 5 The Socialisation of BrandsWave 5 The Socialisation of Brands
Wave 5 The Socialisation of Brands
mediabrandsfrance
 
User behavior model & recommendation on basis of social networks
User behavior model & recommendation on basis of social networks User behavior model & recommendation on basis of social networks
User behavior model & recommendation on basis of social networks
Shah Alam Sabuj
 
Losing Control In Qualitative Research
Losing Control In Qualitative ResearchLosing Control In Qualitative Research
Losing Control In Qualitative Research
Latitude Insights
 
Immersive Recommendation
Immersive RecommendationImmersive Recommendation
Immersive Recommendation
承剛 謝
 
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
IJERA Editor
 
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
IJERA Editor
 
Sweeny smx-social-media-2014 with-notes
Sweeny smx-social-media-2014 with-notesSweeny smx-social-media-2014 with-notes
Sweeny smx-social-media-2014 with-notes
BrightEdge
 
Webometrics and Studies of Cultural Diffusion -Psy Gangnam Style on YouTube
Webometrics and Studies of Cultural Diffusion-Psy Gangnam Style on YouTubeWebometrics and Studies of Cultural Diffusion-Psy Gangnam Style on YouTube
Webometrics and Studies of Cultural Diffusion -Psy Gangnam Style on YouTube
Han Woo PARK
 
20151001 charles university prague - marc smith - node xl-picturing political...
20151001 charles university prague - marc smith - node xl-picturing political...20151001 charles university prague - marc smith - node xl-picturing political...
20151001 charles university prague - marc smith - node xl-picturing political...
Marc Smith
 

Similar to Modeling Online User Interactions and their Offline effects on Socio-Technical Platforms (20)

Socially-Aware Multimedia Authoring
Socially-Aware Multimedia AuthoringSocially-Aware Multimedia Authoring
Socially-Aware Multimedia Authoring
 
From User Needs to Community Health: Mining User Behaviour to Analyse Online ...
From User Needs to Community Health: Mining User Behaviour to Analyse Online ...From User Needs to Community Health: Mining User Behaviour to Analyse Online ...
From User Needs to Community Health: Mining User Behaviour to Analyse Online ...
 
Social Media: A Practical Guide
Social Media: A Practical GuideSocial Media: A Practical Guide
Social Media: A Practical Guide
 
Social Media: A Practical Guide
Social Media:  A Practical GuideSocial Media:  A Practical Guide
Social Media: A Practical Guide
 
Can we predict your sentiments by listening to your peers?
Can we predict your sentiments by listening to your peers?Can we predict your sentiments by listening to your peers?
Can we predict your sentiments by listening to your peers?
 
Anticipated Versus Actual Effects Of Platform Design Change A Case Study Of ...
Anticipated Versus Actual Effects Of Platform Design Change  A Case Study Of ...Anticipated Versus Actual Effects Of Platform Design Change  A Case Study Of ...
Anticipated Versus Actual Effects Of Platform Design Change A Case Study Of ...
 
Introduction To Social Media MBA Class At Webster University
Introduction To Social Media MBA Class At Webster UniversityIntroduction To Social Media MBA Class At Webster University
Introduction To Social Media MBA Class At Webster University
 
Monitoring real time public vaccine confidence through social media (Francesc...
Monitoring real time public vaccine confidence through social media (Francesc...Monitoring real time public vaccine confidence through social media (Francesc...
Monitoring real time public vaccine confidence through social media (Francesc...
 
Eric Kuhnen: The Role of Social Media in Technical Documentation
Eric Kuhnen: The Role of Social Media in Technical DocumentationEric Kuhnen: The Role of Social Media in Technical Documentation
Eric Kuhnen: The Role of Social Media in Technical Documentation
 
Election Debate Visualisation Project - PCRG Talk
Election Debate Visualisation Project - PCRG TalkElection Debate Visualisation Project - PCRG Talk
Election Debate Visualisation Project - PCRG Talk
 
USER BEHAVIOR IN MICROBLOGS WITH A CULTURAL EMPHASIS
USER BEHAVIOR IN MICROBLOGS WITH A CULTURAL EMPHASISUSER BEHAVIOR IN MICROBLOGS WITH A CULTURAL EMPHASIS
USER BEHAVIOR IN MICROBLOGS WITH A CULTURAL EMPHASIS
 
Wave 5 The Socialisation of Brands
Wave 5 The Socialisation of BrandsWave 5 The Socialisation of Brands
Wave 5 The Socialisation of Brands
 
User behavior model & recommendation on basis of social networks
User behavior model & recommendation on basis of social networks User behavior model & recommendation on basis of social networks
User behavior model & recommendation on basis of social networks
 
Losing Control In Qualitative Research
Losing Control In Qualitative ResearchLosing Control In Qualitative Research
Losing Control In Qualitative Research
 
Immersive Recommendation
Immersive RecommendationImmersive Recommendation
Immersive Recommendation
 
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
 
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
Evaluation the Impact of Human Interaction/Debate on Online News to Improve U...
 
Sweeny smx-social-media-2014 with-notes
Sweeny smx-social-media-2014 with-notesSweeny smx-social-media-2014 with-notes
Sweeny smx-social-media-2014 with-notes
 
Webometrics and Studies of Cultural Diffusion -Psy Gangnam Style on YouTube
Webometrics and Studies of Cultural Diffusion-Psy Gangnam Style on YouTubeWebometrics and Studies of Cultural Diffusion-Psy Gangnam Style on YouTube
Webometrics and Studies of Cultural Diffusion -Psy Gangnam Style on YouTube
 
20151001 charles university prague - marc smith - node xl-picturing political...
20151001 charles university prague - marc smith - node xl-picturing political...20151001 charles university prague - marc smith - node xl-picturing political...
20151001 charles university prague - marc smith - node xl-picturing political...
 

More from IIIT Hyderabad

Responsible & Safe AI Systems at ACM India ROCS at IIT Bombay
Responsible & Safe AI Systems at ACM India ROCS at IIT BombayResponsible & Safe AI Systems at ACM India ROCS at IIT Bombay
Responsible & Safe AI Systems at ACM India ROCS at IIT Bombay
IIIT Hyderabad
 
International Collaboration: Experiences, Challenges, Success stories
International Collaboration: Experiences, Challenges, Success storiesInternational Collaboration: Experiences, Challenges, Success stories
International Collaboration: Experiences, Challenges, Success stories
IIIT Hyderabad
 
Responsible & Safe AI: #LegalBias #Inconsistency #BiasinLLMs #MultiModalBias
Responsible & Safe AI: #LegalBias #Inconsistency #BiasinLLMs #MultiModalBiasResponsible & Safe AI: #LegalBias #Inconsistency #BiasinLLMs #MultiModalBias
Responsible & Safe AI: #LegalBias #Inconsistency #BiasinLLMs #MultiModalBias
IIIT Hyderabad
 
Identify, Inspect and Intervene Multimodal Fake News
Identify, Inspect and Intervene Multimodal Fake NewsIdentify, Inspect and Intervene Multimodal Fake News
Identify, Inspect and Intervene Multimodal Fake News
IIIT Hyderabad
 
#ChatGPT #ResponsibleAI
#ChatGPT #ResponsibleAI#ChatGPT #ResponsibleAI
#ChatGPT #ResponsibleAI
IIIT Hyderabad
 
Data Science for Social Good: #MentalHealth #CodeMix #LegalNLP #AISafety
Data Science for Social Good: #MentalHealth #CodeMix #LegalNLP #AISafetyData Science for Social Good: #MentalHealth #CodeMix #LegalNLP #AISafety
Data Science for Social Good: #MentalHealth #CodeMix #LegalNLP #AISafety
IIIT Hyderabad
 
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...
IIIT Hyderabad
 
Beyond the Surface: A Computational Exploration of Linguistic Ambiguity
Beyond the Surface: A Computational Exploration of Linguistic AmbiguityBeyond the Surface: A Computational Exploration of Linguistic Ambiguity
Beyond the Surface: A Computational Exploration of Linguistic Ambiguity
IIIT Hyderabad
 
Data Science for Social Good: #LegalNLP #AlgorithmicBias...
Data Science for Social Good:                      #LegalNLP #AlgorithmicBias...Data Science for Social Good:                      #LegalNLP #AlgorithmicBias...
Data Science for Social Good: #LegalNLP #AlgorithmicBias...
IIIT Hyderabad
 
How to Write a (Good) Research Paper
How to Write a (Good) Research Paper How to Write a (Good) Research Paper
How to Write a (Good) Research Paper
IIIT Hyderabad
 
Data Science for Social Good: #LegalNLP #AlgorithmicBias
Data Science for Social Good: #LegalNLP #AlgorithmicBiasData Science for Social Good: #LegalNLP #AlgorithmicBias
Data Science for Social Good: #LegalNLP #AlgorithmicBias
IIIT Hyderabad
 
Social Computing Research in India
Social Computing Research in IndiaSocial Computing Research in India
Social Computing Research in India
IIIT Hyderabad
 
Social Computing Research in India
Social Computing Research in IndiaSocial Computing Research in India
Social Computing Research in India
IIIT Hyderabad
 
Privacy. Winter School on “Topics in Digital Trust”. IIT Bombay
Privacy. Winter School on “Topics in Digital Trust”. IIT BombayPrivacy. Winter School on “Topics in Digital Trust”. IIT Bombay
Privacy. Winter School on “Topics in Digital Trust”. IIT Bombay
IIIT Hyderabad
 
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...
IIIT Hyderabad
 
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...
IIIT Hyderabad
 
Leveraging Social Media for Financial Advice
Leveraging Social Media for Financial AdviceLeveraging Social Media for Financial Advice
Leveraging Social Media for Financial Advice
IIIT Hyderabad
 
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...
Development of Stress Induction and Detection System to Study its Effect on B...
IIIT Hyderabad
 
A Framework for Automatic Question Answering in Indian Languages
A Framework for Automatic Question Answering in Indian LanguagesA Framework for Automatic Question Answering in Indian Languages
A Framework for Automatic Question Answering in Indian Languages
IIIT Hyderabad
 
A Framework For Automatic Question Answering in Indian Languages
A Framework For Automatic Question Answering in Indian LanguagesA Framework For Automatic Question Answering in Indian Languages
A Framework For Automatic Question Answering in Indian Languages
IIIT Hyderabad
 

More from IIIT Hyderabad (20)

Responsible & Safe AI Systems at ACM India ROCS at IIT Bombay
Responsible & Safe AI Systems at ACM India ROCS at IIT BombayResponsible & Safe AI Systems at ACM India ROCS at IIT Bombay
Responsible & Safe AI Systems at ACM India ROCS at IIT Bombay
 
International Collaboration: Experiences, Challenges, Success stories
International Collaboration: Experiences, Challenges, Success storiesInternational Collaboration: Experiences, Challenges, Success stories
International Collaboration: Experiences, Challenges, Success stories
 
Responsible & Safe AI: #LegalBias #Inconsistency #BiasinLLMs #MultiModalBias
Responsible & Safe AI: #LegalBias #Inconsistency #BiasinLLMs #MultiModalBiasResponsible & 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 NewsIdentify, Inspect and Intervene Multimodal Fake News
Identify, Inspect and Intervene Multimodal Fake News
 
#ChatGPT #ResponsibleAI
#ChatGPT #ResponsibleAI#ChatGPT #ResponsibleAI
#ChatGPT #ResponsibleAI
 
Data Science for Social Good: #MentalHealth #CodeMix #LegalNLP #AISafety
Data Science for Social Good: #MentalHealth #CodeMix #LegalNLP #AISafetyData 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...
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 AmbiguityBeyond 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...
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
How to Write a (Good) Research Paper
 
Data Science for Social Good: #LegalNLP #AlgorithmicBias
Data Science for Social Good: #LegalNLP #AlgorithmicBiasData Science for Social Good: #LegalNLP #AlgorithmicBias
Data Science for Social Good: #LegalNLP #AlgorithmicBias
 
Social Computing Research in India
Social Computing Research in IndiaSocial Computing Research in India
Social Computing Research in India
 
Social Computing Research in India
Social Computing Research in IndiaSocial Computing Research in India
Social Computing Research in India
 
Privacy. Winter School on “Topics in Digital Trust”. IIT Bombay
Privacy. Winter School on “Topics in Digital Trust”. IIT BombayPrivacy. 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...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 AdviceLeveraging 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...
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 LanguagesA 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
A Framework For Automatic Question Answering in Indian LanguagesA Framework For Automatic Question Answering in Indian Languages
A Framework For Automatic Question Answering in Indian Languages
 

Recently uploaded

6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)
ClaraZara1
 
132/33KV substation case study Presentation
132/33KV substation case study Presentation132/33KV substation case study Presentation
132/33KV substation case study Presentation
kandramariana6
 
Low power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniquesLow power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniques
nooriasukmaningtyas
 
Wearable antenna for antenna applications
Wearable antenna for antenna applicationsWearable antenna for antenna applications
Wearable antenna for antenna applications
Madhumitha Jayaram
 
Recycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part IIIRecycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part III
Aditya Rajan Patra
 
bank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdfbank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdf
Divyam548318
 
Modelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdfModelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdf
camseq
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
IJECEIAES
 
spirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptxspirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptx
Madan Karki
 
Exception Handling notes in java exception
Exception Handling notes in java exceptionException Handling notes in java exception
Exception Handling notes in java exception
Ratnakar Mikkili
 
DfMAy 2024 - key insights and contributions
DfMAy 2024 - key insights and contributionsDfMAy 2024 - key insights and contributions
DfMAy 2024 - key insights and contributions
gestioneergodomus
 
Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...
IJECEIAES
 
Properties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptxProperties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptx
MDSABBIROJJAMANPAYEL
 
CSM Cloud Service Management Presentarion
CSM Cloud Service Management PresentarionCSM Cloud Service Management Presentarion
CSM Cloud Service Management Presentarion
rpskprasana
 
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
awadeshbabu
 
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTCHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
jpsjournal1
 
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptxML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
JamalHussainArman
 
Swimming pool mechanical components design.pptx
Swimming pool  mechanical components design.pptxSwimming pool  mechanical components design.pptx
Swimming pool mechanical components design.pptx
yokeleetan1
 
International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...
gerogepatton
 
Understanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine LearningUnderstanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine Learning
SUTEJAS
 

Recently uploaded (20)

6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)6th International Conference on Machine Learning & Applications (CMLA 2024)
6th International Conference on Machine Learning & Applications (CMLA 2024)
 
132/33KV substation case study Presentation
132/33KV substation case study Presentation132/33KV substation case study Presentation
132/33KV substation case study Presentation
 
Low power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniquesLow power architecture of logic gates using adiabatic techniques
Low power architecture of logic gates using adiabatic techniques
 
Wearable antenna for antenna applications
Wearable antenna for antenna applicationsWearable antenna for antenna applications
Wearable antenna for antenna applications
 
Recycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part IIIRecycled Concrete Aggregate in Construction Part III
Recycled Concrete Aggregate in Construction Part III
 
bank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdfbank management system in java and mysql report1.pdf
bank management system in java and mysql report1.pdf
 
Modelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdfModelagem de um CSTR com reação endotermica.pdf
Modelagem de um CSTR com reação endotermica.pdf
 
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
Electric vehicle and photovoltaic advanced roles in enhancing the financial p...
 
spirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptxspirit beverages ppt without graphics.pptx
spirit beverages ppt without graphics.pptx
 
Exception Handling notes in java exception
Exception Handling notes in java exceptionException Handling notes in java exception
Exception Handling notes in java exception
 
DfMAy 2024 - key insights and contributions
DfMAy 2024 - key insights and contributionsDfMAy 2024 - key insights and contributions
DfMAy 2024 - key insights and contributions
 
Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...Advanced control scheme of doubly fed induction generator for wind turbine us...
Advanced control scheme of doubly fed induction generator for wind turbine us...
 
Properties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptxProperties Railway Sleepers and Test.pptx
Properties Railway Sleepers and Test.pptx
 
CSM Cloud Service Management Presentarion
CSM Cloud Service Management PresentarionCSM Cloud Service Management Presentarion
CSM Cloud Service Management Presentarion
 
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
[JPP-1] - (JEE 3.0) - Kinematics 1D - 14th May..pdf
 
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECTCHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
CHINA’S GEO-ECONOMIC OUTREACH IN CENTRAL ASIAN COUNTRIES AND FUTURE PROSPECT
 
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptxML Based Model for NIDS MSc Updated Presentation.v2.pptx
ML Based Model for NIDS MSc Updated Presentation.v2.pptx
 
Swimming pool mechanical components design.pptx
Swimming pool  mechanical components design.pptxSwimming pool  mechanical components design.pptx
Swimming pool mechanical components design.pptx
 
International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...International Conference on NLP, Artificial Intelligence, Machine Learning an...
International Conference on NLP, Artificial Intelligence, Machine Learning an...
 
Understanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine LearningUnderstanding Inductive Bias in Machine Learning
Understanding Inductive Bias in Machine Learning
 

Modeling Online User Interactions and their Offline effects on Socio-Technical Platforms