Büşra Çalmaz | Clique Mining | Best Researcher Award

Mrs. Büşra Çalmaz | Clique Mining | Best Researcher Award

Research and Teaching Assistant at Izmir Institute of Technology, Turkey📖

Büşra Çalmaz is a dedicated Postdoctoral Research Fellow specializing in computer engineering with a focus on graph mining and k-clique counting algorithms. She has extensive experience in developing computational methodologies for analyzing large-scale networks, emphasizing applications in social network analysis, bioinformatics, and cybersecurity. Her innovative contributions include k-clique counting and frequent subgraph mining, techniques essential for uncovering complex patterns in extensive datasets. Büşra has published her work in high-impact journals and is committed to advancing graph-based methodologies through research and collaboration.

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Education Background🎓

Büşra is pursuing a Ph.D. in Computer Science at the Izmir Institute of Technology, Turkey, where her thesis focuses on “Graphlet Mining in Big Data” and is expected to be completed in 2024. She earned her M.Sc. in Computer Science from the same institution in 2018, with a thesis on analyzing social media data through frequent pattern mining methods. Her academic journey began with a B.Sc. in Computer Science from Selçuk University, Konya, Turkey, in 2015.

Professional Experience🌱

Since 2016, Büşra has served as a Research and Teaching Assistant in the Computer Engineering Department at the Izmir Institute of Technology. She contributes to various courses, including Data Structures, Computer Networks, and Distributed Information Management, and develops practical assignments and lab sessions to enhance learning. She also assists in grading, assessing student work, and collaborating with faculty to refine course content and teaching methodologies.

Research Interests🔬

Büşra’s research interests lie in graph mining, frequent subgraph mining, k-clique counting algorithms, and large-scale network analysis. She is passionate about using computational methodologies to solve real-world problems in fields like social network analysis, biological motif identification, and cybersecurity. Her recent work emphasizes enhancing algorithmic efficiency and scalability for analyzing complex networks, with a strong inclination toward integrating advanced tools like Apache Spark and Hadoop for distributed computing.

Author Metrics

Büşra has contributed to impactful research, including a survey on k-clique counting on large-scale graphs, accepted for publication in PeerJ Computer Science in 2024. Her notable works include “BDAC: Boundary-Driven Approximations of K-Cliques,” published in Symmetry, and a qualitative survey on frequent subgraph mining, published in Open Computer Science. Her publications showcase her expertise in computational efficiency, parallel computing, and data mining methodologies.

Publications Top Notes 📄

1. A Qualitative Survey on Frequent Subgraph Mining

  • Authors: B. Güvenoglu, B.E. Bostanoğlu
  • Published in: Open Computer Science, Volume 8, Issue 1, Pages 194-209
  • Year: 2018
  • DOI: https://doi.org/10.1515/comp-2018-0018
  • Abstract: This paper provides a comprehensive survey on frequent subgraph mining techniques, detailing methodologies, algorithmic advancements, and applications across domains such as bioinformatics, social networks, and cheminformatics. The authors emphasize the computational challenges of scalability and propose qualitative comparisons to guide researchers in selecting appropriate methods.
  • Citations: 15

2. BDAC: Boundary-Driven Approximations of K-Cliques

  • Authors: B. Çalmaz, B.E. Bostanoğlu
  • Published in: Symmetry, Volume 16, Issue 8, Article 983
  • Year: 2024
  • DOI: https://doi.org/10.3390/sym16080983
  • Abstract: This paper introduces the BDAC algorithm, a novel approach to approximate k-clique counts in large-scale networks using boundary-driven techniques. The method balances accuracy and computational efficiency, making it suitable for real-world applications in large datasets. Performance is evaluated against state-of-the-art algorithms, showcasing improvements in both runtime and memory usage.
  • Citations: 1

3. k-Clique Counting on Large Scale-Graphs: A Survey

  • Authors: B. Çalmaz, B.E. Bostanoğlu
  • Published in: PeerJ Computer Science, Volume 10, Article e2501
  • Year: 2024
  • Abstract: This survey explores the challenges and methodologies associated with k-clique counting in large-scale graphs, focusing on recent advancements in parallel computing and approximation algorithms. It highlights application areas, including community detection and fraud detection, and outlines open research challenges in the field.
  • Status: In press / Awaiting publication

4. Analyzing Social Media Data by Frequent Pattern Mining Methods

  • Author: B. Güvenoğlu
  • Published in: PQDT-Global
  • Year: 2018
  • Abstract: This study applies frequent pattern mining techniques to analyze social media data, extracting insights about user behavior and interaction patterns. The research demonstrates the utility of data mining in handling unstructured data from platforms like Twitter and Facebook, with implications for marketing and sentiment analysis.
  • Thesis publication: Based on M.Sc. thesis work

Conclusion

Mrs. Büşra Çalmaz is an outstanding candidate for the Best Researcher Award, with a strong portfolio of impactful publications and innovative contributions to graph mining and k-clique counting algorithms. Her dedication to solving complex computational problems, combined with her academic achievements and teaching experience, positions her as a leader in her field.

While she could enhance her research through industry collaborations and community engagement, her existing strengths make her highly deserving of this recognition. Awarding her would not only acknowledge her significant achievements but also encourage further groundbreaking work in graph mining and large-scale network analysis.

Network Science Industry Trailblazer Award

Introduction of Network Science Industry Trailblazer Award

Welcome to the forefront of innovation in Network Science and Graph Analytics! The Network Science Industry Trailblazer Award recognizes pioneers who have made significant contributions to advancing the field. This prestigious accolade honors individuals whose groundbreaking work has shaped the landscape of network science and graph analytics.

Eligibility:

The Network Science Industry Trailblazer Award is open to professionals and researchers, aged 18 and above, who have demonstrated exceptional leadership and impact in the industry. No specific qualification requirements, encouraging a diverse range of contributors.

Evaluation Criteria:

Candidates will be evaluated based on the depth and breadth of their contributions to network science and graph analytics, industry impact, and demonstrated innovation. The evaluation process considers both qualitative and quantitative aspects of their work.

Submission Guidelines:

Nominees are invited to submit a comprehensive biography, abstract, and supporting files showcasing their achievements. All submissions must adhere to the specified format and include relevant publications, qualifications, and a clear overview of their community impact.

Recognition:

The recipient of the Network Science Industry Trailblazer Award will be recognized through a public announcement, featured on our platform, and offered opportunities for industry collaboration and speaking engagements. This recognition aims to highlight their exceptional contributions.

Community Impact:

Emphasis will be placed on nominees whose work has positively impacted the community, fostering collaboration, and advancing knowledge in network science and graph analytics.

Biography and Abstract:

Candidates should provide a detailed biography and abstract summarizing their journey, achievements, and the significance of their contributions to the industry.

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Introduction of  Outstanding Research Achievement Award in Network Science and Graph Analytics Welcome to the pinnacle of excellence in the realm of Network Science and Graph Analytics! The "Outstanding Research
Introduction of Academic Excellence Award in Network Science and Graph Analytics Welcome to the Academic Excellence Award in Network Science and Graph Analytics, recognizing outstanding achievements and contributions in the
Introduction of Industry Impact Award in Network Science and Graph Analytics Welcome to the Industry Impact Award in Network Science and Graph Analytics—an accolade honoring pioneers shaping the future of
Introduction of Leadership in Business Applications Award in Network Science and Graph Analytics Welcome to the forefront of innovation! The Leadership in Business Applications Award in Network Science and Graph
Introduction of Collaborative Achievement Award in Network Science and Graph Analytics Welcome to the Collaborative Achievement Award in Network Science and Graph Analytics—a prestigious recognition celebrating innovation and collaboration in
Introduction of Emerging Talent Award in Network Science and Graph Analytics Welcome to the future of Network Science and Graph Analytics! The Emerging Talent Award celebrates individuals who showcase exceptional
Introduction of Strategic Implementation Award in Network Science and Graph Analytics Welcome to the Strategic Implementation Award in Network Science and Graph Analytics—an accolade designed to recognize and honor outstanding
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Innovative Researcher Award in Network Science and Graph Analytics

Introduction of Innovative Researcher Award in Network Science and Graph Analytics

Welcome to the cutting edge of Network Science and Graph Analytics! The Innovative Researcher Award is a celebration of pioneers in these fields, recognizing outstanding individuals who push the boundaries of knowledge, uncover new frontiers, and pave the way for the future.

Award Eligibility:

This prestigious award is open to researchers and professionals worldwide, engaged in groundbreaking work within the realms of Network Science and Graph Analytics. There are no age limits, ensuring that talent and innovation are valued across all career stages.

Qualification and Publications:

Candidates must possess a background in network science or graph analytics, demonstrating excellence through a consistent body of high-impact research. A track record of influential publications and contributions to the field is essential.

Requirements and Evaluation Criteria:

Applicants will be evaluated based on the significance of their contributions, methodological innovation, and the impact of their research on advancing the understanding and application of network science and graph analytics.

Submission Guidelines:

Submit a detailed biography, an abstract of your research work, and relevant supporting files that showcase the impact of your contributions. Ensure all submissions meet the specified format guidelines for a comprehensive evaluation.

Recognition and Community Impact:

Recipients of the Innovative Researcher Award will gain recognition within the global scientific community, fostering collaboration and knowledge exchange. The award aims to highlight the broader impact of their work on society and industry.

Biography:

Provide a brief but insightful biography outlining your journey, key achievements, and your commitment to advancing network science and graph analytics.

Abstract and Supporting Files:

Include a detailed abstract summarizing your research and attach supporting files that substantiate the impact of your work.

Introduction of Innovation Excellence Award in Network Science and Graph Analytics Welcome to the forefront of recognition in the realm of Network Science and Graph Analytics! The Innovation Excellence Award
Introduction of  Outstanding Research Achievement Award in Network Science and Graph Analytics Welcome to the pinnacle of excellence in the realm of Network Science and Graph Analytics! The "Outstanding Research
Introduction of Academic Excellence Award in Network Science and Graph Analytics Welcome to the Academic Excellence Award in Network Science and Graph Analytics, recognizing outstanding achievements and contributions in the
Introduction of Industry Impact Award in Network Science and Graph Analytics Welcome to the Industry Impact Award in Network Science and Graph Analytics—an accolade honoring pioneers shaping the future of
Introduction of Leadership in Business Applications Award in Network Science and Graph Analytics Welcome to the forefront of innovation! The Leadership in Business Applications Award in Network Science and Graph
Introduction of Collaborative Achievement Award in Network Science and Graph Analytics Welcome to the Collaborative Achievement Award in Network Science and Graph Analytics—a prestigious recognition celebrating innovation and collaboration in
Introduction of Emerging Talent Award in Network Science and Graph Analytics Welcome to the future of Network Science and Graph Analytics! The Emerging Talent Award celebrates individuals who showcase exceptional
Introduction of Strategic Implementation Award in Network Science and Graph Analytics Welcome to the Strategic Implementation Award in Network Science and Graph Analytics—an accolade designed to recognize and honor outstanding
Introduction of Pioneering Contribution Award in Network Science and Graph Analytics Welcome to the Pioneering Contribution Award in Network Science and Graph Analytics, celebrating the trailblazers shaping the future of
Introduction of Outstanding Contribution to Graph Analytics in Business Award Welcome to the pinnacle of recognition for leaders shaping the future of Graph Analytics in the business realm. The Outstanding

Industry Leadership Award in Network Science and Graph Analytics

Introduction of Industry Leadership Award in Network Science and Graph Analytics

Welcome to the pinnacle of recognition in the realm of Network Science and Graph Analytics – the Industry Leadership Award. This prestigious accolade honors outstanding individuals who have demonstrated exceptional leadership, innovation, and impact in advancing the fields of network science and graph analytics.

Award Eligibility:

The Industry Leadership Award is open to professionals, researchers, and visionaries who have made significant contributions to the industry. There are no age limits, ensuring that excellence is the sole criterion for consideration.

Qualifications:

Candidates should possess a proven track record of leadership in industry roles, showcasing expertise in network science and graph analytics. A minimum qualification of a relevant bachelor's degree is required.

Publications and Requirements:

Applicants should have a history of impactful publications and achievements in the field. The selection committee will consider the depth and breadth of contributions to network science and graph analytics.

Evaluation Criteria:

Candidates will be evaluated based on their leadership, innovation, and tangible contributions to advancing the understanding and application of network science and graph analytics.

Submission Guidelines:

To be considered for the Industry Leadership Award, submit a comprehensive application including a biography, abstract highlighting achievements, and relevant supporting files showcasing the impact of your work. Ensure all submissions adhere to the provided guidelines.

Recognition:

Recipients of the Industry Leadership Award will receive public recognition, a prestigious trophy, and the opportunity to present their insights at a distinguished industry event.

Community Impact:

Beyond personal recognition, the award aims to celebrate individuals whose work has had a positive impact on the community, fostering collaboration and growth in the field.

Biography:

Include a detailed biography highlighting your professional journey, key achievements, and your role in advancing network science and graph analytics.

Abstract and Supporting Files:

Craft a compelling abstract summarizing your contributions. Attach supporting files, such as publications, presentations, or project outcomes, to substantiate the impact of your work.

Introduction of Innovation Excellence Award in Network Science and Graph Analytics Welcome to the forefront of recognition in the realm of Network Science and Graph Analytics! The Innovation Excellence Award
Introduction of  Outstanding Research Achievement Award in Network Science and Graph Analytics Welcome to the pinnacle of excellence in the realm of Network Science and Graph Analytics! The "Outstanding Research
Introduction of Academic Excellence Award in Network Science and Graph Analytics Welcome to the Academic Excellence Award in Network Science and Graph Analytics, recognizing outstanding achievements and contributions in the
Introduction of Industry Impact Award in Network Science and Graph Analytics Welcome to the Industry Impact Award in Network Science and Graph Analytics—an accolade honoring pioneers shaping the future of
Introduction of Leadership in Business Applications Award in Network Science and Graph Analytics Welcome to the forefront of innovation! The Leadership in Business Applications Award in Network Science and Graph
Introduction of Collaborative Achievement Award in Network Science and Graph Analytics Welcome to the Collaborative Achievement Award in Network Science and Graph Analytics—a prestigious recognition celebrating innovation and collaboration in
Introduction of Emerging Talent Award in Network Science and Graph Analytics Welcome to the future of Network Science and Graph Analytics! The Emerging Talent Award celebrates individuals who showcase exceptional
Introduction of Strategic Implementation Award in Network Science and Graph Analytics Welcome to the Strategic Implementation Award in Network Science and Graph Analytics—an accolade designed to recognize and honor outstanding
Introduction of Pioneering Contribution Award in Network Science and Graph Analytics Welcome to the Pioneering Contribution Award in Network Science and Graph Analytics, celebrating the trailblazers shaping the future of
Introduction of Outstanding Contribution to Graph Analytics in Business Award Welcome to the pinnacle of recognition for leaders shaping the future of Graph Analytics in the business realm. The Outstanding