Southampton, England, United Kingdom
Contact Info
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About
Experience & Education
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Publications
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Fine tuning run parameter values in rule-based machine learning
13th RuleML+RR 2019 Doctoral Consortium and Rule Challenge
Rule-based machine learning focuses on learning or evolving a set of rules that represents the knowledge captured by the system. Due to its inherent complexity, a certain amount of fine tuning is required before it can be applied to a particular problem. However, there is limited information available to researchers when it comes to setting the corresponding run parameter values. In this paper, we investigate the run parameters of Learning Classifier Systems (LCSs) as applied to single-step…
Rule-based machine learning focuses on learning or evolving a set of rules that represents the knowledge captured by the system. Due to its inherent complexity, a certain amount of fine tuning is required before it can be applied to a particular problem. However, there is limited information available to researchers when it comes to setting the corresponding run parameter values. In this paper, we investigate the run parameters of Learning Classifier Systems (LCSs) as applied to single-step problems. In particular, we study two LCS variants, XCS for reinforcement learning and UCS for supervised learning, and examine the effect that different parameter values have on enhancing the model prediction, increasing accuracy and reducing the resulting rule set size.
Other authorsSee publication
Honors & Awards
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IBM Tech 2023 Award
IBM
Dear Vasily,
I am excited and proud to invite you to IBM Tech 2023, the new technical recognition program that Arvind announced last month. You are one of IBM’s premier technical contributors, and this invitation is a testament to your hard work throughout 2022 to drive innovation, transform culture and accelerate growth.
IBM Tech 2023 is a moment for us to recognize your accomplishments and invest in your growth. In February, you and your fellow honorees will come together at one…Dear Vasily,
I am excited and proud to invite you to IBM Tech 2023, the new technical recognition program that Arvind announced last month. You are one of IBM’s premier technical contributors, and this invitation is a testament to your hard work throughout 2022 to drive innovation, transform culture and accelerate growth.
IBM Tech 2023 is a moment for us to recognize your accomplishments and invest in your growth. In February, you and your fellow honorees will come together at one of our local events in Dallas, Dubai or Chengdu to celebrate, learn and look ahead to your roles in helping build what’s next for IBM. You can learn more and register for your event on the IBM Tech 2023 site.
We have a fantastic agenda packed with speakers who are on the cutting edge of science and innovation, engaging interactive sessions, and opportunities to network with your colleagues and senior leaders. I think you’ll benefit greatly from attending. We look forward to your participation.
Sincerely,
Tom Rosamilia
Senior Vice President, IBM Software -
IBM Technical Advocate Award 2021
IBM
"As the Software Client Leader on Northern Trust I get to work and meet people from all over IBM. We have such a tremendous amount of knowledge and willingness to help a client in our organization that it always impresses the customer and me. The IBM Technical Advocate team is a prime of example of this behavior and I truly appreciate all they do on a daily basis. I was recently introduced to Vas, a Messaging technical advocate for Northern Trust, and was impressed how he just immediately…
"As the Software Client Leader on Northern Trust I get to work and meet people from all over IBM. We have such a tremendous amount of knowledge and willingness to help a client in our organization that it always impresses the customer and me. The IBM Technical Advocate team is a prime of example of this behavior and I truly appreciate all they do on a daily basis. I was recently introduced to Vas, a Messaging technical advocate for Northern Trust, and was impressed how he just immediately jumped in and started addressing all kinds of questions for the client - Vas got the client talking and explaining what was going on and then just started helping.
Vas is a tremendous help to the team working at Northern Trust. He has helped clear up some confusion for the customer in the beginning and now has turned that hard work into trust with the customer. In fact the customer is now looking to expand their MQ environment before year end. The opportunity he has helped us build is $$$K and we didn't even have it on the table before he got involved.
I was so impressed with how he handled, what I considered a tough customer, that when Northwestern Mutual also asked for an advocate, we got Vas on this account also. He fitted right in with this account. His knowledge, positive attitude and willingness to dig into the deep hard hitting painful questions all while smiling on a webex is exactly what this customer liked to see. He didn't let them off the hook on anything. Vas has taken us toward a path of growth in an account that was unsure on how they wanted to go forward. He has been fantastic!
I picked Vas because he stands out to me this year on everything he has been doing. He is an example to all of us at IBM on how we should be working with our customers. He makes my two customers think they are the most important accounts in the world when he speaks with them. THANK YOU VAS!!!!"
David Jones, IBM Software Client Leader, Northern Trust and Northwestern Mutual -
IBM Rising Star Award 2020
IBM
"Vasily has been recognised for his contribution to MQ. He has once again demonstrated a strong delivery record this year, with numerous items completed. He is a good team player, who is already well liked and respected by his peers. He is very professional and brings a natural enthusiasm to the role. He also has good communication skills and always keeps the team, and stakeholders up to date on progress. Vas is always prepared to invest his own time. He demonstrates a maturity way beyond his…
"Vasily has been recognised for his contribution to MQ. He has once again demonstrated a strong delivery record this year, with numerous items completed. He is a good team player, who is already well liked and respected by his peers. He is very professional and brings a natural enthusiasm to the role. He also has good communication skills and always keeps the team, and stakeholders up to date on progress. Vas is always prepared to invest his own time. He demonstrates a maturity way beyond his short IBM career."
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The Fivium Prize
Fivium & University of Surrey
Best overall performance by Final Year Computing student on the Level 6 module, Advanced Challenges in Web Technologies.
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Surrey's Top Achievers Recognised and Supported (STARS) - 2017
University of Surrey
Obtaining a score above 70% for my Second year results.
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Surrey's Top Achievers Recognised and Supported (STARS) - 2016
University of Surrey
Obtaining a score above 70% for my First year results.
Languages
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English
Native or bilingual proficiency
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Russian
Native or bilingual proficiency
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German
Full professional proficiency
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French
Limited working proficiency
Organizations
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BCS Chartered Institute for IT
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