Makar: a framework for multi-source studies based on unstructured data

•

0 likes•73 views

To perform various development and maintenance tasks, developers frequently seek information on various sources such as mailing lists, Stack Overflow (SO), and Quora. However, extracting and preprocessing unstructured data from various sources, building and maintaining a reusable dataset is often a time-consuming and iterative process. Additionally, the lack of tools for automating this data analysis process complicates the task to reproduce previous results or datasets. To address these concerns we propose Makar, which provides various data extraction and preprocessing methods to support researchers in conducting reproducible multi-source studies. Tool webpage: {https://github.com/maethub/makar}

Technology

Makar: A Framework for Multi-source
Studies Based on Unstructured Data

Mathias Birrer, Pooja Rani, Sebastiano Panichella, Oscar Nierstrasz
University of Bern, Switzerland

/** Code comments */
Do developers discuss code comments?
/** 
* TOD
O

*
/

public void log(String s)
{

System.out.println(s)
;

}
2

Developers use various discussion sources
3
Planning
Implementation
Releasing
Maintenance
Testing

4
Challenges
Planning
Implementation
Releasing
Maintenance
Testing
Extracting
Processing Querying Exploring

Makar
5
Makar: A tool for Multi-source Studies
https://github.com/maethub/makar
Planning
Implementation
Releasing
Maintenance
Testing
Extracting
Processing Querying Exploring

Features
Extract data from di
ff
erent sources 
e.g., Stack Over
fl
ow, Github, Mailing Lists

Support mapping and processing the data

Explore and perform ad-hoc searches

Extending the dataset easily
6

7
Makar Architecture
https://github.com/maethub/makar

8
Do developers ask questions
about comments?
Do the comment
related questions contain
code snippets?
Demo

10
Import adapters: Stack overflow, CSV, Apache mailing list

Preprocess the data:

Export adapters: CSV adapters
Case Study

11
Features: Import
A complete demo is available at Youtube

12
A complete demo is available at Youtube
Features: Search

13
Features: Collection
A complete demo is available at Youtube

14
Features: Transform
A complete demo is available at Youtube

15
Tool Comparison
Tool Extract Process Manage
Octoparse
Knime Extension
Rapidminer Limited Limited
ELKI
Keel
WEKA
TrifactaWrangler
Boa Limited
OpenRefine
Makar

16
Future work
Extension of data source adapters

Building a UI of the study pipeline

Development of analysis and visualisation components

Facilitation of more multi-source studies

Hosted on Github

https://github.com/maethub/makar

Demo at YouTube

https://youtu.be/Yqj1b4Bv-58

Replication Package at Zenodo

https://doi.org/10.5281/zenodo.4434822

Contact us

17
https://twitter.com/poojaruhal http://scg.unibe.ch/staff/Pooja-Rani
Makar: A Framework for Multi-source
Studies Based on Unstructured Data

Recently uploaded

Event-Driven Architecture Masterclass: Integrating Distributed Data Stores Ac...

ScyllaDB

الأمن السيبراني - ما لا يسع للمستخدم جهله

Mohamed Sweelam

Cyber Insurance - RalphGilot - Embry-Riddle Aeronautical University.pptx

MasterG

Join me in this session where I'll share our journey of building a fully serverless application that flawlessly managed check-ins for an event with a staggering 80 thousand registrations. We'll dive into three key strategies that made this possible. Firstly, by harnessing DynamoDB global tables, we ensured global service availability and data replication across regions, boosting performance and disaster recovery. Next, we'll explore how we seamlessly integrated real-time updates into the app using Appsync subscriptions, making the experience dynamic and engaging for users. Finally, I'll discuss how provisioned concurrency not only improved performance but also kept costs in check, highlighting the cost-effectiveness of serverless architectures. Through these strategies and the inherent scalability of serverless technology, our application effortlessly handled massive user loads without manual intervention. This session is a real world example to the power and efficiency of modern cloud-based solutions in enabling seamless scalability and robust performance with Serverless

How we scaled to 80K users by doing nothing!.pdf

Srushith Repakula

How to Check GPS Location with a Live Tracker in Pakistan

danishmna97

WebRTC and SIP not just audio and video @ OpenSIPS 2024

Lorenzo Miniero

Microsoft CSP Briefing Pre-Engagement - Questionnaire

Exakis Nelite

Frisco Automating Purchase Orders with MuleSoft IDP- May 10th, 2024.pptx.pdf

AnubhavMangla3

WebAssembly is Key to Better LLM Performance

Samy Fodil

Hyatt driving innovation and exceptional customer experiences with FIDO passw...

FIDO Alliance

Introduction To Iamnobody89757 the vast expanse of the online realm, where anonymity and individuality intertwine, a phenomenon has emerged that captivates the collective curiosity – Iamnobody89757. This enigmatic entity, once a mere username, has transcended its humble origins to become a symbol of the intricate dance between privacy and expression in the digital age. Through this exploration, we delve into the origins, evolution, and far-reaching implications of this intriguing moniker, shedding light on the profound questions it raises about our digital selves. The Origins of iamnobody89757 The origins of iamnobody89757 are shrouded in the virtual mists of the wide internet. The term gained popularity on a niche discussion group that examined the most puzzling puzzles on the internet. In this instance, iamnobody89757 surfaced as a mysterious character who captivated other users with a conversation that was both mysterious and perceptive. These initial interactions were nuanced, filled with veiled references and subtle hints that painted a picture of someone—or something—with an intricate understanding of the digital domain’s darker corners. Although initially dismissed by many as just another anonymous user, the accuracy of certain predictions shared by iamnobody89757 soon captured the collective imagination. The iamnobody89757 enigma began with this shift from an unnoticed commenter to a fascinating subject, laying the groundwork for a growing tale that would weave its way through the fabric of online communities. The Birth of a Digital Persona Tracing the Roots The inception of Iamnobody89757 can be traced back to the early days of online forums and chat rooms, where users sought a delicate balance between anonymity and connectivity. In a world where personal information was a coveted commodity, this seemingly random assemblage of words and numbers became a shield, protecting the user’s identity while allowing them to engage in discourse without fear of judgment or repercussions.

“Iamnobody89757” Understanding the Mysterious of Digital Identity.pdf

Muhammad Subhan

Introduction to FIDO Authentication and Passkeys.pptx

FIDO Alliance

In today's digital world, trust is key to customer relationships, but keeping it is a huge challenge. Customers are well-informed and empowered, quick to change brands if their trust is broken, even if it costs them more. This puts a lot of pressure on organizations to handle trust and safety issues with great care and transparency. The challenge, however, is real. Fragmented solutions have left privacy, legal, and security teams in a perpetual cycle of catch-up, struggling to update privacy notices, manage customer data rights, and answer lengthy security questionnaires—all while trying to prove ROI to the business. It's a thankless job, filled with repetition, tedious tasks, and constant interdepartmental coordination. Combine this with fast regulatory changes and the quick evolution of AI, and it becomes overwhelming. Join this webinar to learn more about TrustArc's new innovative solution Trust Center, the only unified, no-code online hub for trust and safety information built for privacy, security, compliance, and legal teams. Trust Center streamlines your path to compliance, shortens the pre-sales cycle, and reduces both legal and regulatory risks, saving time, effort, and cost. This webinar will review: - Why companies are building unified Trust Centers for a robust privacy program. - How unified Trust Centers streamline sales cycles, ensure regulatory compliance, and reduce operational bottlenecks. - How compliance, legal, security, GRC, and privacy teams benefit from a unified Trust Center in terms of needs, pains, and outcomes. - How TrustArc Trust Center saves time and work while reducing legal, reputational, and compliance risk by effectively managing policies, notices, terms, and disclosures, and providing real-time updates on subprocessors.

TrustArc Webinar - Unified Trust Center for Privacy, Security, Compliance, an...

TrustArc

Webinar Recording: https://www.panagenda.com/webinars/alles-neu-macht-der-mai-wir-durchleuchten-den-verbesserten-notes-eigenschaftendialog/ Haben Sie sich schon einmal über den zu kleinen Eigenschaftendialog in Notes geärgert? Mussten Sie einen Agenten oder eine Aktion erstellen, um schnell mal ein Feld zu ändern? Haben Sie jedes mal endlos nach dem zu vergleichenden Feld gesucht, nachdem Sie ein neues Dokument ausgewählt haben? Wollten Sie das verdammte Ding einfach nur größer machen? Zum Glück gibt es dafür eine Lösung – und sie ist wahrscheinlich bereits installiert! Mit dem kostenlosen panagenda Document Properties (Pro) erhalten Sie den Eigenschaftendialog, den Sie schon immer haben wollten. Größer, anpassbar, und im Volltext durchsuchbar. Sehen Sie mehrere Dokumente gleichzeitig oder vergleichen Sie mit einem Diff-Viewer. Ändern Sie beliebige Felder und haben Sie endlich eine einfache Möglichkeit, Profildokumente für alle Benutzer zu verwalten. Entdecken Sie mit HCL Ambassador Marc Thomas, wie Document Properties Ihre Arbeit vereinfachen und Sie bei der täglichen Verwendung von Domino-Anwendungen unterstützen kann – im Client oder im Designer. Sie werden es nicht bereuen! Für Sie in diesem Webinar - Was Document Properties ist, welche Editionen es gibt und wo es in Notes und Domino Designer zu finden ist - Wie Sie nach einem beliebigen Feld suchen und es bearbeiten, Dokumente vergleichen oder alle Daten per CSV exportieren können - Suchen, Bearbeiten und auch Löschen von Profildokumenten - Welche Konfigurationseinstellungen verfügbar sind, um Funktionen anzupassen - Wie Ihre Endbenutzer davon profitieren - Sehen Sie alles in einer Live-Demo

Easier, Faster, and More Powerful – Alles Neu macht der Mai -Wir durchleuchte...

panagenda

Design and Development of a Provenance Capture Platform for Data Science

Paolo Missier

AI mind or machine power point presentation

yogeshlabana357357

Oauth 2.0 Introduction and Flows with MuleSoft

shyamraj55

At Skynet Technologies, our team of accessibility experts performs automated, semi-automated, and manual audits of websites and web applications as per WCAG 2.2 level AA, ADA, and section 508. Based on evaluations of the accessibility compliance level of the website’s UI, design, source code, navigation, interactive elements, and overall usability, we will provide a digital accessibility evaluation report with in-depth details of potential accessibility barriers and remediation recommendations. Get a manual website WCAG audit (2.0, 2.1, 2.2 level AA) for a small website: 10 pages: $2,500 within 7 business days 30 pages: $7,500 within 14 business days 50 pages: $12,500 within 28 business days For medium websites: 100 pages: $25,000 within 70 business days For larger websites or audits of all pages, please reach out hello@skynettechnologies.com.

Human Expert Website Manual WCAG 2.0 2.1 2.2 Audit - Digital Accessibility Au...

Skynet Technologies

Event-Driven Architecture Masterclass: Engineering a Robust, High-performance...

ScyllaDB

Welcome to this session on UiPath Manufacturing and AI. In this session, we will discuss the importance UiPath plays with technology in the manufacturing and we will do an overview of AI and Document Understanding. Please join us to hear from UiPath and Community experts on why you might consider leveraging UiPath in manufacturing. Topics covered Community team overview The importance of UiPath technology for manufacturing UiPath AI and Document Understanding overview What is Document Understanding? DU Process Studio Template Components of DU Framework Q&A Speakers: Sebastian Seutter, Senior Industry Practice Director, UiPath, Inc. Priya Darshini, UiPath MVP RPA Solutions Architect Dzmitry Belanovski, Account Executive, UiPath, Inc.

UiPath manufacturing technology benefits and AI overview

DianaGray10

Recently uploaded (20)

Event-Driven Architecture Masterclass: Integrating Distributed Data Stores Ac...

الأمن السيبراني - ما لا يسع للمستخدم جهله

Cyber Insurance - RalphGilot - Embry-Riddle Aeronautical University.pptx

How we scaled to 80K users by doing nothing!.pdf

How to Check GPS Location with a Live Tracker in Pakistan

WebRTC and SIP not just audio and video @ OpenSIPS 2024

Microsoft CSP Briefing Pre-Engagement - Questionnaire

Frisco Automating Purchase Orders with MuleSoft IDP- May 10th, 2024.pptx.pdf

WebAssembly is Key to Better LLM Performance

Hyatt driving innovation and exceptional customer experiences with FIDO passw...

“Iamnobody89757” Understanding the Mysterious of Digital Identity.pdf

Introduction to FIDO Authentication and Passkeys.pptx

TrustArc Webinar - Unified Trust Center for Privacy, Security, Compliance, an...

Easier, Faster, and More Powerful – Alles Neu macht der Mai -Wir durchleuchte...

Design and Development of a Provenance Capture Platform for Data Science

AI mind or machine power point presentation

Oauth 2.0 Introduction and Flows with MuleSoft

Human Expert Website Manual WCAG 2.0 2.1 2.2 Audit - Digital Accessibility Au...

Event-Driven Architecture Masterclass: Engineering a Robust, High-performance...

UiPath manufacturing technology benefits and AI overview

Featured

https://www.hubspot.com/state-of-marketing · Scaling relationships and proving ROI · Social media is the place for search, sales, and service · Authentic influencer partnerships fuel brand growth · The strongest connections happen via call, click, chat, and camera. · Time saved with AI leads to more creative work · Seeking: A single source of truth · TLDR; Get on social, try AI, and align your systems. · More human marketing, powered by robots

2024 State of Marketing Report – by Hubspot

Marius Sescu

ChatGPT is a revolutionary addition to the world since its introduction in 2022. A big shift in the sector of information gathering and processing happened because of this chatbot. What is the story of ChatGPT? How is the bot responding to prompts and generating contents? Swipe through these slides prepared by Expeed Software, a web development company regarding the development and technical intricacies of ChatGPT!

Everything You Need To Know About ChatGPT

Expeed Software

Product Design Trends in 2024 | Teenage Engineerings

Pixeldarts

Mental health has been in the news quite a bit lately. Dozens of U.S. states are currently suing Meta for contributing to the youth mental health crisis by inserting addictive features into their products, while the U.S. Surgeon General is touring the nation to bring awareness to the growing epidemic of loneliness and isolation. The country has endured periods of low national morale, such as in the 1970s when high inflation and the energy crisis worsened public sentiment following the Vietnam War. The current mood, however, feels different. Gallup recently reported that national mental health is at an all-time low, with few bright spots to lift spirits. To better understand how Americans are feeling and their attitudes towards mental health in general, ThinkNow conducted a nationally representative quantitative survey of 1,500 respondents and found some interesting differences among ethnic, age and gender groups. Technology For example, 52% agree that technology and social media have a negative impact on mental health, but when broken out by race, 61% of Whites felt technology had a negative effect, and only 48% of Hispanics thought it did. While technology has helped us keep in touch with friends and family in faraway places, it appears to have degraded our ability to connect in person. Staying connected online is a double-edged sword since the same news feed that brings us pictures of the grandkids and fluffy kittens also feeds us news about the wars in Israel and Ukraine, the dysfunction in Washington, the latest mass shooting and the climate crisis. Hispanics may have a built-in defense against the isolation technology breeds, owing to their large, multigenerational households, strong social support systems, and tendency to use social media to stay connected with relatives abroad. Age and Gender When asked how individuals rate their mental health, men rate it higher than women by 11 percentage points, and Baby Boomers rank it highest at 83%, saying it’s good or excellent vs. 57% of Gen Z saying the same. Gen Z spends the most amount of time on social media, so the notion that social media negatively affects mental health appears to be correlated. Unfortunately, Gen Z is also the generation that’s least comfortable discussing mental health concerns with healthcare professionals. Only 40% of them state they’re comfortable discussing their issues with a professional compared to 60% of Millennials and 65% of Boomers. Race Affects Attitudes As seen in previous research conducted by ThinkNow, Asian Americans lag other groups when it comes to awareness of mental health issues. Twenty-four percent of Asian Americans believe that having a mental health issue is a sign of weakness compared to the 16% average for all groups. Asians are also considerably less likely to be aware of mental health services in their communities (42% vs. 55%) and most likely to seek out information on social media (51% vs. 35%).

How Race, Age and Gender Shape Attitudes Towards Mental Health

ThinkNow

AI Trends in Creative Operations 2024 by Artwork Flow.pdf

marketingartwork

Skeleton Culture Code

Skeleton Technologies

PEPSICO Presentation to CAGNY Conference Feb 2024

Neil Kimberley

Content Methodology: A Best Practices Report (Webinar)

contently

How to Prepare For a Successful Job Search for 2024

Albert Qian

A report by thenetworkone and Kurio. The contributing experts and agencies are (in an alphabetical order): Sylwia Rytel, Social Media Supervisor, 180heartbeats + JUNG v MATT (PL), Sharlene Jenner, Vice President - Director of Engagement Strategy, Abelson Taylor (USA), Alex Casanovas, Digital Director, Atrevia (ES), Dora Beilin, Senior Social Strategist, Barrett Hoffher (USA), Min Seo, Campaign Director, Brand New Agency (KR), Deshé M. Gully, Associate Strategist, Day One Agency (USA), Francesca Trevisan, Strategist, Different (IT), Trevor Crossman, CX and Digital Transformation Director; Olivia Hussey, Strategic Planner; Simi Srinarula, Social Media Manager, The Hallway (AUS), James Hebbert, Managing Director, Hylink (CN / UK), Mundy Álvarez, Planning Director; Pedro Rojas, Social Media Manager; Pancho González, CCO, Inbrax (CH), Oana Oprea, Head of Digital Planning, Jam Session Agency (RO), Amy Bottrill, Social Account Director, Launch (UK), Gaby Arriaga, Founder, Leonardo1452 (MX), Shantesh S Row, Creative Director, Liwa (UAE), Rajesh Mehta, Chief Strategy Officer; Dhruv Gaur, Digital Planning Lead; Leonie Mergulhao, Account Supervisor - Social Media & PR, Medulla (IN), Aurelija Plioplytė, Head of Digital & Social, Not Perfect (LI), Daiana Khaidargaliyeva, Account Manager, Osaka Labs (UK / USA), Stefanie Söhnchen, Vice President Digital, PIABO Communications (DE), Elisabeth Winiartati, Managing Consultant, Head of Global Integrated Communications; Lydia Aprina, Account Manager, Integrated Marketing and Communications; Nita Prabowo, Account Manager, Integrated Marketing and Communications; Okhi, Web Developer, PNTR Group (ID), Kei Obusan, Insights Director; Daffi Ranandi, Insights Manager, Radarr (SG), Gautam Reghunath, Co-founder & CEO, Talented (IN), Donagh Humphreys, Head of Social and Digital Innovation, THINKHOUSE (IRE), Sarah Yim, Strategy Director, Zulu Alpha Kilo (CA).

Social Media Marketing Trends 2024 // The Global Indie Insights

Kurio // The Social Media Age(ncy)

The search marketing landscape is evolving rapidly with new technologies, and professionals, like you, rely on innovative paid search strategies to meet changing demands. It’s important that you’re ready to implement new strategies in 2024. Check this out and learn the top trends in paid search advertising that are expected to gain traction, so you can drive higher ROI more efficiently in 2024. You’ll learn: - The latest trends in AI and automation, and what this means for an evolving paid search ecosystem. - New developments in privacy and data regulation. - Emerging ad formats that are expected to make an impact next year. Watch Sreekant Lanka from iQuanti and Irina Klein from OneMain Financial as they dive into the future of paid search and explore the trends, strategies, and technologies that will shape the search marketing landscape. If you’re looking to assess your paid search strategy and design an industry-aligned plan for 2024, then this webinar is for you.

Trends In Paid Search: Navigating The Digital Landscape In 2024

Search Engine Journal

From their humble beginnings in 1984, TED has grown into the world’s most powerful amplifier for speakers and thought-leaders to share their ideas. They have over 2,400 filmed talks (not including the 30,000+ TEDx videos) freely available online, and have hosted over 17,500 events around the world. With over one billion views in a year, it’s no wonder that so many speakers are looking to TED for ideas on how to share their message more effectively. The article “5 Public-Speaking Tips TED Gives Its Speakers”, by Carmine Gallo for Forbes, gives speakers five practical ways to connect with their audience, and effectively share their ideas on stage. Whether you are gearing up to get on a TED stage yourself, or just want to master the skills that so many of their speakers possess, these tips and quotes from Chris Anderson, the TED Talks Curator, will encourage you to make the most impactful impression on your audience. See the full article and more summaries like this on SpeakerHub here: https://speakerhub.com/blog/5-presentation-tips-ted-gives-its-speakers See the original article on Forbes here: http://www.forbes.com/forbes/welcome/?toURL=http://www.forbes.com/sites/carminegallo/2016/05/06/5-public-speaking-tips-ted-gives-its-speakers/&refURL=&referrer=#5c07a8221d9b

5 Public speaking tips from TED - Visualized summary

SpeakerHub

Everyone is in agreement that ChatGPT (and other generative AI tools) will shape the future of work. Yet there is little consensus on exactly how, when, and to what extent this technology will change our world. Businesses that extract maximum value from ChatGPT will use it as a collaborative tool for everything from brainstorming to technical maintenance. For individuals, now is the time to pinpoint the skills the future professional will need to thrive in the AI age. Check out this presentation to understand what ChatGPT is, how it will shape the future of work, and how you can prepare to take advantage.

ChatGPT and the Future of Work - Clark Boyd

Clark Boyd

Getting into the tech field. what next

Tessa Mero

Google's Just Not That Into You: Understanding Core Updates & Search Intent

Lily Ray

How to have difficult conversations

Rajiv Jayarajah, MAppComm, ACC

Introduction to Data Science

Christy Abraham Joy

Time Management & Productivity - Best Practices

Vit Horky

The six step guide to practical project management If you think managing projects is too difficult, think again. We’ve stripped back project management processes to the basics – to make it quicker and easier, without sacrificing the vital ingredients for success. “If you’re looking for some real-world guidance, then The Six Step Guide to Practical Project Management will help.” Dr Andrew Makar, Tactical Project Management

The six step guide to practical project management

MindGenius

Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...

RachelPearson36

Featured (20)

2024 State of Marketing Report – by Hubspot

Everything You Need To Know About ChatGPT

Product Design Trends in 2024 | Teenage Engineerings

How Race, Age and Gender Shape Attitudes Towards Mental Health

AI Trends in Creative Operations 2024 by Artwork Flow.pdf

Skeleton Culture Code

PEPSICO Presentation to CAGNY Conference Feb 2024

Content Methodology: A Best Practices Report (Webinar)

How to Prepare For a Successful Job Search for 2024

Social Media Marketing Trends 2024 // The Global Indie Insights

Trends In Paid Search: Navigating The Digital Landscape In 2024

5 Public speaking tips from TED - Visualized summary

ChatGPT and the Future of Work - Clark Boyd

Getting into the tech field. what next

Google's Just Not That Into You: Understanding Core Updates & Search Intent

How to have difficult conversations

Introduction to Data Science

Time Management & Productivity - Best Practices

The six step guide to practical project management

Beginners Guide to TikTok for Search - Rachel Pearson - We are Tilt __ Bright...

Makar: a framework for multi-source studies based on unstructured data

1. Makar: A Framework for Multi-source Studies Based on Unstructured Data Mathias Birrer, Pooja Rani, Sebastiano Panichella, Oscar Nierstrasz University of Bern, Switzerland

2. /** Code comments */ Do developers discuss code comments? /**  * TOD O * / public void log(String s) { System.out.println(s) ; } 2

3. Developers use various discussion sources 3 Planning Implementation Releasing Maintenance Testing

4. 4 Challenges Planning Implementation Releasing Maintenance Testing Extracting Processing Querying Exploring

5. Makar 5 Makar: A tool for Multi-source Studies https://github.com/maethub/makar Planning Implementation Releasing Maintenance Testing Extracting Processing Querying Exploring

6. Features Extract data from di ff erent sources  e.g., Stack Over fl ow, Github, Mailing Lists Support mapping and processing the data Explore and perform ad-hoc searches Extending the dataset easily 6

7. 7 Makar Architecture https://github.com/maethub/makar

8. 8 Do developers ask questions about comments? Do the comment related questions contain code snippets? Demo

9. 9 Case Study

10. 10 Import adapters: Stack overflow, CSV, Apache mailing list Preprocess the data: Export adapters: CSV adapters Case Study

11. 11 Features: Import A complete demo is available at Youtube

12. 12 A complete demo is available at Youtube Features: Search

13. 13 Features: Collection A complete demo is available at Youtube

14. 14 Features: Transform A complete demo is available at Youtube

15. 15 Tool Comparison Tool Extract Process Manage Octoparse Knime Extension Rapidminer Limited Limited ELKI Keel WEKA TrifactaWrangler Boa Limited OpenRefine Makar

16. 16 Future work Extension of data source adapters Building a UI of the study pipeline Development of analysis and visualisation components Facilitation of more multi-source studies

17. Hosted on Github https://github.com/maethub/makar Demo at YouTube https://youtu.be/Yqj1b4Bv-58 Replication Package at Zenodo https://doi.org/10.5281/zenodo.4434822 Contact us 17 https://twitter.com/poojaruhal http://scg.unibe.ch/staff/Pooja-Rani Makar: A Framework for Multi-source Studies Based on Unstructured Data

Makar: a framework for multi-source studies based on unstructured data

Recommended

Recommended

More Related Content

Recently uploaded

Recently uploaded (20)

Featured

Featured (20)

Makar: a framework for multi-source studies based on unstructured data