
Rolf Carlson
Salmon Fisherman

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About me
I create insights from data and improve well-being and performance through AI | Data Scientist and Quantitative Developer | PhD, NLP, Graph Algorithms
Education

Clemson University College of Engineering, Computing and Applied Sciences
1988 - 1991Master of Science - MS MathematicsI taught differential and integral calculus and researched neural networking and control systems.

Clemson University College of Engineering, Computing and Applied Sciences
1991 - 1993Doctor of Philosophy - PhD MathematicsActivities and Societies: Clemson Cycling Team, Mountain biking I studied mathematics and neural networking. For my dissertation, I created an attractor neural network that finds hypergraph (0, f)-factor approximations to solve a consistent labeling problem. As an example from telecommunications, I solved a Crossbar Packet Switching problem in near constant time. My coursework covered computer science, graph algorithms, algebra, matrix analysis, probability, stochastic processes, and optimization. My research and assistantships at Clemson involved… Show more I studied mathematics and neural networking. For my dissertation, I created an attractor neural network that finds hypergraph (0, f)-factor approximations to solve a consistent labeling problem. As an example from telecommunications, I solved a Crossbar Packet Switching problem in near constant time. My coursework covered computer science, graph algorithms, algebra, matrix analysis, probability, stochastic processes, and optimization. My research and assistantships at Clemson involved scientific computing in Fortran, C, Pascal, and Matlab. Show less

St. Olaf College
1984 - 1988Bachelor of Arts - BA MathematicsActivities and Societies: Varsity Soccer and Wrestling I studied mathematics and computer science in a liberal arts context. The paracollege allowed me to investigate art, architecture, and mathematics outside the standard curriculum.

Albuquerque Academy
1980 - 1984High School DiplomaActivities and Societies: Varsity Wrestling and Soccer The Albuquerque Academy taught me to think critically and introduced me to philosophy and computer science.
Experience

Private Fishing Boat - Richard Isett
Jun 1984 - Aug 1984Salmon FishermanWe successfully harvested sockeye salmon from Southeast Alaska. I helped manage and maintain gillnetting equipment to ensure regulatory compliance and optimal catch.

BDM Corporation
Jun 1985 - Aug 1985Summer InternWe collected electromagnetic pulse data for signal processing to determine risks to computer hardware at electric power sites across the U.S. and Canada. At the time, the electric power industry was transitioning to digital control, and there was concern that an electromagnetic pulse could damage the digital circuits. We calibrated the EMP collection system and measured EMP at three sites over two months.

St. Olaf College
Jan 1986 - Jan 1986Computer MaintenanceContributed to the smooth operation of the campus VAX server by assisting in its backup and maintenance, ensuring data integrity and system reliability.

St. Olaf College
Jan 1987 - Jan 1987Weight Room MonitorI supervised the weight room at St. Olaf for several hours daily, maintaining a 0% injury rate for campus gym users and ensuring a safe and secure environment for all athletes and students.

Mikohn Gaming Corporation
Jun 1988 - Jul 1988Computer TechnicianSuccessfully built cables for slot machines and lighting systems in the gaming industry for Mikohn, Inc.

Clemson University College of Science
Aug 1988 - May 1989Assisted in developing and implementing an underwater acoustics model for Johns Hopkins Applied Physics Laboratory. Taught first and second-semester calculus. Data Structures, Matrix Analysis, Special Topics in Computational Analysis, Abstract Algebra I, Intro to Scientific Computing, Special Topics in Numerical ProcessingDuring my first year of the master's program, I was asked to join Serca Communications.
Scientific Computing Research Assistant
Jan 1989 - May 1989Calculus Instructor
Aug 1988 - May 1989Masters Student
Aug 1988 - May 1989

Serca Communication
Jun 1989 - Dec 1989Network Application DeveloperDeveloped AppleTalk networking software for a custom hardware Fax Server.

Clemson University College of Science
Jan 1990 - May 1993Doctoral Research, Stochastic Models in Operations Research I, Advanced Numerical Analysis I, Special Topics in Applied Mathematics (Neuroscience and Neural Networks), Select Topics in Analysis (Neural Networks), Applied Multivariate Analysis, Select Topics in Analysis.Carlson, R., Lee, C., & Rothermel, K., "Real-Time Neural Control of an Active Structure, Intelligent Engineering Systems through Artificial Neural Networks", Proceedings of the Artificial Neural Networks in Engineering Conference, November 15-18, 1992, St. Louis, MO., Vol. 2, pp. 623-628. Judged to be one of the top five papers in the category of Best Theoretical Paper.Carlson, Rolf, "Three Dynamical Systems for Hypergraph Factorization and Consistent Labeling" (1993). Archived Dissertations. 669. https://tigerprints.clemson.edu/arv_dissertations/669Carlson R., "The upper bound neural network and a class of consistent labeling problems," in IEEE Transactions on Neural Networks, vol. 6, no. 5, pp. 1132-1139, Sept. 1995, doi: 10.1109/72.410357. Show less * Computed the pressure field for a slider bearing.* Optimized caching on an IBM RS/6000 for efficient matrix multiplication in C and Fortran.* Developed several Macintosh applications illustrating the Memory Model neural network.* Simulated high-order neural networks and their applications.* Developed a hybrid statistical and neural network expert system for airborne radar tracking.* Recognized handwritten digits from a simulated computer vision system using an attractor neural network. Show less Linear Analysis, Mathematical Programming, Data Analysis, Calculus of Variations and Optimal Control, Probability, Graph Algorithms, Measure and Integration, Statistical Theory, Stochastic Processes, Probability Theory I ( Kai Lai Chung )Carlson, Rolf E., "A High Order Neural Network Applied to a Scanning Problem" (1991). Archived Theses. 291. https://tigerprints.clemson.edu/arv_theses/291Carlson, R., & Jeffries, C. (1991). Efficient Recognition with High Order Neural Networks. In Proceedings of the 1991 SPIE Conference, Applications of Artificial Neural Networks (Vol. 1469, pp. 684-696). Orlando, FL. Show less
Neural Networking Ph.D. Student
Aug 1991 - May 1993Scientific Computing Research Assistant
Jan 1992 - May 1992Scientific Computing Research Assistant
Jun 1991 - Aug 1991Scientific Computing Research Assistant
Jan 1990 - May 1991Mathematical Sciences Masters Student
Jan 1990 - May 1991

Sandia National Laboratories
May 1992 - Aug 1992Outstanding Student Summer Program* Integrated path planning code for robotic control into CimStation.* Investigated the applicability of neural networking to robotic control.

MarketSpace Financial, Inc.
Jan 1993 - Dec 1994* Successfully obtained NASD Series 2 and 65 certifications, demonstrating comprehensive knowledge of investment products and regulations, increasing client trust and satisfaction.* Engaged with clients to identify their unique financial goals, driving higher investment returns.* Maximized client returns by strategically buying and selling equities and mutual funds. We analyzed stocks, bonds, cash, and alternative investments, leading to profitable trades.Managed risk for $200 million in assets with proprietary methods and modern portfolio theory.
Registered Investment Advisor
Dec 1993 - Dec 1994Quantitative Analyst
Jan 1993 - Dec 1994

Spring Creek Technologies, Corp.
Jan 1995 - May 1997* Developed mathematical models and simulations for Mikohn Gaming Corp in Las Vegas, NV, to help a game pass regulation with the Gaming Commission in Atlantic City, NJ.* Based on my experience in the gaming industry, I developed the idea for the Universal Gaming Engine (UGE) as a foundation for regulated internet gaming.* I developed a Mathematica library, later called Technical Trader, to enable the creation of complex quantitative analytics and explore trading ideas from the intuition I gained at MarketSpace Financial. Show less
Mathematica Application Developer
May 1996 - May 1997Mathematical Consultant and Creative
Jan 1995 - Apr 1996

Wolfram
May 1996 - May 1997Financial Application Developer* Managed external developers and oversaw the Technical Trader production release.* Produced the financial advertising technical content, including for Technical Trader.

Sandia National Laboratories
Jun 1997 - Mar 2011* Program Manager for the High Surety SCADA (Supervisory Control and Data Acquisition) program at Sandia National Laboratories.* Technical lead for the High Surety SCADA program, setting technical direction and leading project teams.* Identified both cyber and physical security investment areas to improve SCADA security.* Developed or significantly contributed to funding proposals that secured over $1.5 MM in 2 years for the SCADA business area.* Managed up to 15 staff in a complex, matrixed organization involving cross-functional projects.* Presented on critical infrastructure security in the U.S. and internationally. I have also presented on SCADA security to visiting utilities, DOE, and DOD.* Authored and participated in studies predicting the social and economic consequences related to the disruption of critical infrastructures.* Led high-performance teams in the security assessment of information systems.* Asked by DOE to be part of a nationwide Information Assurance Outreach Program team to assess the security of a SCADA system at a major utility.* Led a team that improved web search at Sandia National Laboratories and met a DOE PEP objective by incorporating aggregated web behavior into a large-scale quadratic optimization problem in three months.* Implemented an algorithm that resides on the leading edge of an analysis pipeline in 12 months, resulting in a speedup of 1600%.* Developed a Hidden Markov Model of cyber and physical security, estimating the Markov Chain using dynamic programming.* Contributed towards the mathematical foundations for consequence based security assessment analysis, the assessment system that is used by Sandia to perform security analysis of complex systems worldwide.Rolf E. Carlson, Mark A. Turnquist, and Linda K. Nozick, "Expected Losses, Insurability, and Benefits from Reducing Vulnerability to Attacks", SAND2004-0742, Sandia National Laboratories, Unlimited Release, Printed March, 2004. Show less
Principal Member of Technical Staff
Jun 1997 - Mar 2011Technical Lead for the National SCADA Testbed
Jan 2001 - Jan 2004Cryptographic Researcher
Jun 1997 - Jan 2000
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IEC (International Electrotechnical Commission)
Jan 1999 - Jan 2001US and DOE RepresentativeInternational Electrotechnical Commission (IEC), Technical Committee 57, Working Group 15 (IEC TC57 WG 15) develops international security standards for utility information systems, including Supervisory Control and Data Acquisition (SCADA). WG 15 started as Ad Hoc Working Group 06 (AHWH06) and was formalized later into WG 15.* At DOE's request, I represented the U.S. Department of Energy (DOE) and the U.S. technical advisory group to the IEC TC57 AHWG06 and WG15.* I led the team in London that generated the AHWG06 report given in Kyoto, Japan. This report was based on consequence analysis for SCADA security and generated support for turning AHWG06 into WG15.* Attended AHWG06 and WG15 held meetings in the U.S. and various European countries.* Led the architectural subgroup of the IEC TC 57 WG15. Developed requirements, set direction for the security architecture, and identified best practices. Show less

Homeschool
Aug 2013 - Feb 2017Homeschool Mathematics and STEM Teacher* Taught visual programming, game design, animation, and robotics in 3 years.* Students developed their own Minecraft servers on Linux and Raspberry Pi in 2 months.* Mathematics proficiency for all students increased to at least one year above grade level.

Carlson Research, LLC
Mar 2017 - now* Priced equities using a proprietary AI system over fundamental, technical, and text data.* Extracted equities price information using natural language processing (NLP), employing classical classification and large language models (LLM) up to the size of DistilBERT.* Implemented machine learning (ML) workflows in Python on a custom microservices architecture. The workflows are directed graphs that allow cycles and implement the observer software design pattern.* Optimized portfolios using graph algorithms and linear programming.Estimated COVID-19 epidemiological parameters using Monte Carlo simulation under different treatment scenarios.* Discovered an error in the implementation of a classification algorithm and developed a correct implementation, which resulted in a 90% improvement in 2 months.* Implemented and tested the Course Approximation Linear Function machine learning algorithm in 3 months in Python, achieving a 10% speedup and a 10% accuracy improvement.* Developed and deployed the Course Approximation Linear Function, Mixed-Integer Linear Program (Calf-MILP) classifier in Python in 5 months using mixed integer programming.* Developed the Saddle Point Problem for AUC Maximization (SPPAM) classifier in 1 month in Python by approximating the solution to a nonlinear programming problem using linear programming.* Applied a large language model to classify healthcare outcomes in 1 week.* Optimized 12 Python machine-learning pipelines to evaluate the accuracy of healthcare diagnoses in 6 months. Improved execution time by over 100% through automation.* In 3 months, I used Pandas, NLTK, and Spacey to extract 73 million grammatically correct sentences from the Project Gutenberg text archive. Show less
Research Scientist
Aug 2020 - nowData Scientist / Quantitative Researcher
Mar 2017 - now
Licenses & Certifications

Series 2 - Non-Member General Securities Exam
FINRADec 1993
Series 65 – Uniform Investment Adviser Law Exam
FINRADec 1993
Passport
U.S. Department of StateNov 2016
Citizen
United States of America.webp)
Q Clearance
U.S. Department of Energy (DOE)Mar 1997.webp)
L Clearance
U.S. Department of Energy (DOE)Jun 1987
Honors & Awards
- Awarded to Rolf CarlsonDepartmental Distinction in Mathematics Department of Mathematics May 1988
- Awarded to Rolf CarlsonCaptain, Varsity Wrestling Team St. Olaf College Oct 1987
- Awarded to Rolf Carlson4th Place, National Collegiate Wrestling Championship - Division III, Heavyweight Class National Collegiate Athletic Association Feb 1987
- Awarded to Rolf CarlsonAcademic All Conference Award, In Recognition of Outstanding Academic Achievement while participating in Wrestling Minnesota Intercollegiate Athletic Conference Feb 1987
- Awarded to Rolf CarlsonAll American Academic Wrestling Team, Heavyweight class NCAA Division III Wrestling Coaches Association Feb 1987
- Awarded to Rolf CarlsonAll American Wrestling Team, Heavyweight class NCAA Division III Wrestling Coaches Association Feb 1987
- Awarded to Rolf CarlsonM.I.A.C Conference Award in Recognition of Outstanding Athletic Performance in Wrestling Minnesota Intercollegiate Athletic Conference (M.I.A.C) Jan 1987
- Awarded to Rolf CarlsonCaptain, Varsity Wrestling team - Oct 1986
- Awarded to Rolf CarlsonSilver Medalist, U.S. Olympic Festival, Greco-Roman Wrestling, 100 Kilogram Class United States Olympic Committee Jul 1986
- Awarded to Rolf Carlson5th Place, National Collegiate Wrestling Championship - Division III, Heavyweight Class National Collegiate Athletic Association Feb 1986
- Awarded to Rolf CarlsonAcademic All Conference Award, In Recognition of Outstanding Academic Achievement while participating in Wrestling Minnesota Intercollegiate Athletic Conference Feb 1986
- Awarded to Rolf CarlsonAll American Academic Wrestling Team, Unlimited class NCAA Division III Wrestling Coaches Association Feb 1986
- Awarded to Rolf CarlsonAll American Wrestling Team, Unlimited Class NCAA Division III Wrestling Coaches Association Feb 1986
- Awarded to Rolf CarlsonIndividual Wrestling Award for Outstanding Performance in the Heavyweight weight class College City Wrestling Classic, Carleton College, Northfield Minnesota Jan 1986
- Awarded to Rolf CarlsonM.I.A.C Conference Award in Recognition of Outstanding Athletic Performance Jan in Wrestling Minnesota Intercollegiate Athletic Conference (M.I.A.C) Jan 1986
- Awarded to Rolf CarlsonVarsity Wrestling Team, Winter Season - Oct 1985
- Awarded to Rolf CarlsonM.I.A.C Conference Award in Recognition of Outstanding Athletic Performance in Wrestling Minnesota Intercollegiate Athletic Conference (M.I.A.C) Jan 1985
- Awarded to Rolf CarlsonVarsity Wrestling Team, Winter Season - Dec 1984
- Awarded to Rolf CarlsonNational Collegiate Men's Soccer Championship, Division III National Collegiate Athletic Association Nov 1984
- Awarded to Rolf CarlsonVarsity Soccer Team, Fall Season - Nov 1984
- Awarded to Rolf CarlsonGatorade All-American High School Wrestling Team, In recognition of superlative performance and dedication to athletic excellence Scholastic Coach Magazine Jun 1984
- Awarded to Rolf CarlsonMost valuable soccer player award, Class of 1984 The Army College Fund in Cooperation with the National Soccer Coaches of America Jun 1984
- Awarded to Rolf CarlsonNew Mexico State Goalkeeper - May 1984
- Awarded to Rolf CarlsonCaptain, Varsity Soccer Team, Fall Season - Nov 1983
- Awarded to Rolf CarlsonState Champion in Wrestling, Heavyweight class - Feb 1983
- Awarded to Rolf CarlsonVarsity Soccer Team, Fall Season - May 1982
- Awarded to Rolf CarlsonState Champion in Wrestling - Feb 1982
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