Innovative Algorithm Slashes Time to Solve Massive Optimization Problems
27 Januar 2025 - 2:30PM
Business Wire
Research paper by Bjørnar Luteberget and
Giorgio Sartor wins 2024 FICO® Xpress Best Paper Award; the
algorithm is now in FICO® Xpress Solver
FICO (NYSE: FICO): Global analytics software leader FICO
today announced that the 2024 FICO® Xpress Best Paper Award went to
a team that developed an algorithm for finding solutions to
difficult optimization problems with millions of variables and
constraints in just a few seconds. The paper from Bjørnar
Luteberget and Giorgio Sartor of SINTEF, one of Europe’s largest
independent research institutes, presents the “Feasibility Jump”
algorithm that accelerates the time for finding a first feasible
solution to a massive optimization problem. The algorithm has been
integrated into FICO® Xpress Solver.
More information:
https://community.fico.com/s/blog-post/a5QQi000002rzAfMAI/fico5205
“When solving a very large computational problem, optimization
solvers can require significant computational time to find a first
feasible solution,” said Dr. Timo Berthold, director of
Mixed-Integer Optimization at FICO who co-manages the contest.
“The innovative work done by Luteberget and Sartor is a heuristic
algorithm for Mixed-Integer Programming (MIP) problems that ‘jumps’
past the need to first develop a Linear Programming solution to the
problem. It is a Lagrangian relaxation heuristic that can be very
effective in quickly producing feasible solutions to large-scale,
complex MIP problems.”
Feasibility Jump was initially developed for the MIP 2022
Computational Computation, which challenged participants to develop
LP-free MIP heuristics. After winning the competition, a question
was left hanging in the air: How does Feasibility Jump compare with
state-of-the-art commercial solvers, and can it be used to
complement them? This is where the FICO® Xpress Solver entered the
picture.
“One of Feasibility Jump's main features is its efficiency: with
a modern laptop, it can perform up to a million variable
assignments per second,” said Giorgio Sartor, one of the paper’s
co-authors. “This can represent the difference between
obtaining the first feasible solution in seconds instead of
minutes. The high customization capabilities and low-level control
possibilities of FICO Xpress Solver were essential to properly
integrate and rigorously test Feasibility Jump inside a
cutting-edge MIP solver.”
Torkel Andreas Haufmann, research manager at SINTEF,
adds: “At SINTEF we take pride in transforming research findings
into real-world, practical solutions. This work is a great example
of groundbreaking research combined with an application-oriented
mindset!”
“We at FICO congratulate Bjørnar and Giorgio on winning the 2024
FICO Xpress Best Paper Award,” said Berthold. “Amidst numerous
strong contenders, their remarkable research stood out prominently.
The award jury was impressed by its originality and practical
relevance. The awarded paper significantly contributed to the
development of MIP technology and showed remarkable results in
challenging instances.”
The winning paper was published in Mathematical Programming
Computation 15.2 (2023): Luteberget, Bjørnar, and Giorgio Sartor.
"Feasibility Jump: an LP-free Lagrangian MIP heuristic."
In 2022, the FICO® Xpress Best Paper Award was introduced to
acknowledge exceptional research in mathematical optimization,
operations research and related fields. Nominations for the 2025
award are due by January 31.
Recognized as one of the fastest and most powerful optimization
solvers, FICO® Xpress Solver gives business users, data scientists
and researchers greater power and flexibility when solving complex
problems in supply chain optimization, energy, pricing and many
other applications.
About FICO
FICO (NYSE: FICO) powers decisions that help people and
businesses around the world prosper. Founded in 1956, the company
is a pioneer in the use of predictive analytics and data science to
improve operational decisions. FICO holds more than 200 US and
foreign patents on technologies that increase profitability,
customer satisfaction and growth for businesses in financial
services, insurance, telecommunications, health care, retail and
many other industries. Using FICO solutions, businesses in more
than 80 countries do everything from protecting 4 billion payment
cards from fraud, to improving financial inclusion, to increasing
supply chain resiliency. The FICO® Score, used by 90% of top US
lenders, is the standard measure of consumer credit risk in the US
and has been made available in over 40 other countries, improving
risk management, credit access and transparency. Learn more at
www.fico.com.
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version on businesswire.com: https://www.businesswire.com/news/home/20250127791814/en/
Julie Huang press@fico.com
Fair Isaac (NYSE:FICO)
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