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Algorithm for solving the quadratic programming problem from training SVMs
Sequential minimal optimization (SMO) is an algorithm for solving the quadratic programming (QP) problem that arises during the training of support-vector
Sequential minimal optimization
Sequential_minimal_optimization
Set of methods for supervised statistical learning
used in the kernel trick. Another common method is Platt's sequential minimal optimization (SMO) algorithm, which breaks the problem down into 2-dimensional
Support_vector_machine
Machine learning programming library
written in C++ though with a C API. LIBSVM implements the sequential minimal optimization (SMO) algorithm for kernelized support vector machines (SVMs)
LIBSVM
Topics referred to by the same term
monooxygenase, an enzyme Sequential minimal optimization, an algorithm for training support vector machines Social media optimization Solar Monitoring Observatory
SMO
American computer scientist (born 1963)
which he named after his mother. In 1998, Platt invented sequential minimal optimization, a widely used algorithm for speeding up the training of support
John Platt (computer scientist)
John_Platt_(computer_scientist)
List of notable software written in or for the C++ programming language
(API) for the SBML (Systems Biology Markup Language) LIBSVM — sequential minimal optimization (SMO) algorithm for kernelized support vector machines Libx
List of C++ software and tools
List_of_C++_software_and_tools
Feature to efficiently execute queries efficiently in DBMS softwares
optimization is a feature of many relational database management systems and other databases such as NoSQL and graph databases. The query optimizer attempts
Query_optimization
Set of machine learning methods
This optimization problem can then be solved by standard optimization methods. Adaptations of existing techniques such as the Sequential Minimal Optimization
Multiple_kernel_learning
Machine learning technique
therefore at risk of local minima. This is unlike the standard sequential minimal optimization (SMO)-based algorithms employed by SVMs, which are guaranteed
Relevance_vector_machine
Convex optimization Quadratic programming Linear least squares (mathematics) Total least squares Frank–Wolfe algorithm Sequential minimal optimization — breaks
List of numerical analysis topics
List_of_numerical_analysis_topics
Type of multi-objective optimization
Lexicographic optimization is a kind of multi-objective optimization. In general, multi-objective optimization deals with optimization problems with two
Lexicographic_optimization
Type of web page
Landing page optimization (LPO) is one part of a broader Internet marketing process called conversion optimization or conversion rate optimization (CRO), with
Landing_page
of decision trees for improved classification or regression Sequential minimal optimization – solver for training support vector machines Stochastic gradient
List_of_data_science_software
Overview of and topical guide to machine learning
embedding Sense Networks Sensorium Project Sequence labeling Sequential minimal optimization Shattered set Shogun (toolbox) Silhouette (clustering) SimHash
Outline_of_machine_learning
Optimization algorithm
numerous optimization tasks involving some sort of graph, e.g., vehicle routing and internet routing. As an example, ant colony optimization is a class
Ant colony optimization algorithms
Ant_colony_optimization_algorithms
of the kernel perceptron algorithm with regularization. The sequential minimal optimization (SMO) algorithm used to learn support vector machines can also
Kernel_perceptron
Optimization algorithm
Gradient descent is a method for unconstrained mathematical optimization. It is a first-order iterative algorithm for minimizing a differentiable multivariate
Gradient_descent
Multi-armed bandit sequential game
Best arm identification (BAI) is a sequential one-player game where the player has to find the best action (arm) among a list of actions (arms) by collecting
Best_arm_identification
Mathematical optimization problem restricted to integers
An integer programming, also known as integer optimization, problem is a mathematical optimization or feasibility program in which some or all of the variables
Integer_programming
System that manages the behavior of other systems
process variable output of the plant to the same value as the setpoint. For sequential and combinational logic, software logic, such as in a programmable logic
Control_system
Tendency of a processor to access nearby memory locations in space or time
then it can be used for performance optimization. There are several ways to benefit from locality using optimization techniques. Common techniques are:
Locality_of_reference
Taiwanese computer scientist
Award (2010), ACM SIGKDD Conference LIBSVM implements the sequential minimal optimization algorithm for kernelized support vector machines. LIBSVM Homepage
Chih-Jen_Lin
Collective behavior of decentralized, self-organized systems
Evolutionary algorithms (EA), particle swarm optimization (PSO), differential evolution (DE), ant colony optimization (ACO) and their variants dominate the field
Swarm_intelligence
Statistical methods to improve the quality of manufactured goods
and the flexibility of follow-up designs, sequential designs have great statistical efficiency. The sequential designs of response surface methodology require
Taguchi_methods
Statistical approach
production of a special substance by optimization of operational factors. Of late, for formulation optimization, the RSM, using proper design of experiments
Response_surface_methodology
Problem optimization method
sub-problems. In the optimization literature this relationship is called the Bellman equation. In terms of mathematical optimization, dynamic programming
Dynamic_programming
Mathematical method of assigning a prior probability to a given observation
induction and incorporates elements of reinforcement learning, optimization, and sequential decision-making. Inductive reasoning, the process of predicting
Algorithmic_probability
based on local information of the optimization problem (such as gradient information). Methods include * SQP (Sequential Quadratic Programming) * NLPQL *
Optimus_platform
Iterative method for minimizing convex functions
In mathematical optimization, the ellipsoid method is an iterative method for minimizing convex functions over convex sets. The ellipsoid method generates
Ellipsoid_method
Sequence of operations for a task
minimal spanning trees of graphs without negative cycles. Huffman Tree, Kruskal, Prim, Sollin are greedy algorithms that can solve this optimization problem
Algorithm
Subfield of convex optimization
field of optimization which is of growing interest for several reasons. Many practical problems in operations research and combinatorial optimization can be
Semidefinite_programming
Tree which includes all vertices of a graph
depth-first and breadth-first methods for constructing spanning trees on sequential computers are not well suited for parallel and distributed computers.
Spanning_tree
Ancient algorithm for generating prime numbers
prime. This is the sieve's key distinction from using trial division to sequentially test each candidate number for divisibility by each prime. Once all the
Sieve_of_Eratosthenes
Probabilistic optimization technique and metaheuristic
Specifically, it is a metaheuristic to approximate global optimization in a large search space for an optimization problem. For large numbers of local optima, SA
Simulated_annealing
very-high-dimensional spaces Newton's method in optimization Nonlinear optimization BFGS method: a nonlinear optimization algorithm Gauss–Newton algorithm: an algorithm
List_of_algorithms
Overview of and topical guide to statistics
Metropolis–Hastings algorithm Importance sampling Mathematical optimization Convex optimization Linear programming Linear matrix inequality Quadratic programming
Outline_of_statistics
Computer compiler optimization technique
Combinatorial Optimization, IPCO The Aussois Combinatorial Optimization Workshop Bosscher, Steven; and Novillo, Diego. GCC gets a new Optimizer Framework
Register_allocation
Computer program for the Boolean satisfiability problem
heuristics in the sequential solver. One drawback of parallel portfolios is the amount of duplicate work. If clause learning is used in the sequential solvers,
SAT_solver
Divide and conquer sorting algorithm
drive sort uses four tape drives. All I/O is sequential (except for rewinds at the end of each pass). A minimal implementation can get by with just two record
Merge_sort
Independent set which is not a subset of any other independent set
Between the totally sequential and the totally parallel algorithms, there is a continuum of algorithms that are partly sequential and partly parallel
Maximal_independent_set
NP-hard problem in combinatorial optimization
of the most intensively studied problems in optimization. It is used as a benchmark for many optimization methods. Even though the problem is computationally
Travelling_salesman_problem
Type of randomized algorithm
computational group theory. For algorithms that are a part of Stochastic Optimization (SO) group of algorithms, where probability is not known in advance and
Monte_Carlo_algorithm
Class of artificial neural network
networks, recurrent neural networks (RNNs) are designed for processing sequential data, such as text, speech, and time series, where the order of elements
Recurrent_neural_network
Layer of hardware-level instructions or data structures
writes) was controlled directly by combinational logic and rather minimal sequential state machine circuitry. While such hard-wired processors were very
Microcode
Numerical approximation algorithm
one works with the minimal residual method (MINRES). In the case of non-symmetric matrices, methods such as the generalized minimal residual method (GMRES)
Iterative_method
Relation specifying a rewrite for each object, compatible with a reduction relation
hdl:2066/17285. Antoy, Sergio; Middeldorp, Aart (September 1996). "A sequential reduction strategy" (PDF). Theoretical Computer Science. 165 (1): 75–95
Reduction_strategy
Algorithm to compute the maximum flow in a flow network
cut in the graph separating the source and the sink. There is only one minimal cut in this graph, partitioning the nodes into the sets { A , B , C , E
Edmonds–Karp_algorithm
Algorithm that arranges lists in order
original elements) of the input. Although some algorithms are designed for sequential access, the highest-performing algorithms assume data is stored in a data
Sorting_algorithm
Machine learning strategy
a contextual bandit problem. For example, Bouneffouf et al. propose a sequential algorithm named Active Thompson Sampling (ATS), which, in each round,
Active learning (machine learning)
Active_learning_(machine_learning)
Mathematical algorithm for eliminating variables from a system of linear inequalities
is minimal. Theorem (Imbert's first acceleration theorem). If the history H i {\displaystyle H_{i}} of an inequality i {\displaystyle i} is minimal, then
Fourier–Motzkin_elimination
Model that describes the programmable interface of a computer processor
built up by combining these simple instructions, which are executed sequentially, or as otherwise directed by control flow instructions. Examples of operations
Instruction_set_architecture
Measuring the time or resources used by a section of a computer program
compiler that provides profile-guided optimization. Profiling results can be used to guide the design and optimization of an individual algorithm; the Krauss
Profiling (computer programming)
Profiling_(computer_programming)
Mid-engined Italian sports car
exterior components in the car are used to optimize downforce and drag. The Huayra BC uses an Xtrac 7-speed sequential manual transmission. Pagani has stuck
Pagani_Huayra
Software optimization technique
programming language Normal order evaluation Short-circuit evaluation (minimal) Java lambda expressions are not exactly equivalent to anonymous classes
Lazy_evaluation
Data structure for query optimization in databases
overall speed of retrieval, but usually only where the data is accessed sequentially in the same or reverse order of the clustered index, or when a range
Database_index
Graphical method to simplify Boolean expressions
John Christopher Cunliffe (1977). "Section 2.3". Analysis and Design of Sequential Digital Systems. Macmillan Press. ISBN 0-33319266-4. (146 pages) Holder
Karnaugh_map
Single-winner electoral system
a set of alternatives, LiquidFeedback implements Clone-Proof Schwartz Sequential Dropping, known as the Schulze Method. See: "Inför primärvalen" [Before
Schulze_method
introduced as a visualization and analysis tool for information transfer in sequential systems. For two sequences X n {\displaystyle X^{n}} and Y n {\displaystyle
Directed_information
Graphics structure
space-filling curve and applying approximate clustering based on this sequential order. One example for this is the use of a Z-order curve (also known
Bounding_volume_hierarchy
Weakly optimal allocation of resources
harming other variables in the subject of multi-objective optimization (also termed Pareto optimization). Some economists consider the Pareto efficiency principle
Pareto_efficiency
Edges that hit all cycles in a graph
acyclic subgraph; weighted versions of these optimization problems are also used. If a feedback arc set is minimal, meaning that removing any edge from it
Feedback_arc_set
focusing SAU can be applied in two planes. Kortbek has put forward a sequential beamforming method to reduce the complexity and improve the simplicity
Synthetic_aperture_ultrasound
Machine learning and applied statistics
to model optimization via Bayesian sequential experimental design, seeking to obtain a sequence of observations yielding the most optimization progress
Probabilistic_numerics
Soviet Russian aerospace engineer and scientist
variational problems to which the optimization of space mission can be reduced: how the mission can achieve its target with the minimal total fuel consumption (possibly
Dmitry_Okhotsimsky
General-purpose programming language
three levels of possible optimization, as Fortran compiler developers had learned early on that the ability to turn off optimization was a necessity, since
Fortran
Study of abstract machines and automata
"algebraic decomposition theory" emerged, which dealt with the realization of sequential machines from smaller machines by interconnection. While any finite automaton
Automata_theory
Computer filing system
(or processes) access to various data on the disk without regard to the sequential location of the data. Examples include FAT (FAT12, FAT16, FAT32), exFAT
File_system
Search algorithm
predecessor, it belongs to the branch and bound class of algorithms. The optimization reduces the effective depth to slightly more than half that of simple
Alpha–beta_pruning
Software that translates code from one programming language to another
appears. In contrast, interprocedural optimization requires more compilation time and memory space, but enable optimizations that are only possible by considering
Compiler
2018 tactical shooter video game
graphics, and fluid animations, but criticized its technical issues and optimization, with some lamenting the cancellation of the planned story campaign.
Insurgency:_Sandstorm
Subdivision of vertices into disjoint sets
recursive multilevel bisection and includes sequential as well as parallel partitioning techniques. Jostle is a sequential and parallel graph partitioning solver
Graph_partition
to find representative SNPs - the goal of the algorithm is to find the minimal subset of tag SNPs selected with maximum informativeness between each tag
Tag_SNP
Population models of evolutionary algorithms
differs in many ways from traditional EAs. Moreover, they can run on both sequential and parallel platforms, which highlights the fact that model and implementation
Population model (evolutionary algorithm)
Population_model_(evolutionary_algorithm)
Sequence of program instructions invokable by other software
difficult – indeed, undecidable by virtue of Rice's theorem. So, while this optimization is safe in a purely functional programming language, a compiler for a
Function (computer programming)
Function_(computer_programming)
Algorithms for matrix decomposition
one finds that higher-rank solutions are less likely to plateau. The sequential construction of NMF components (W and H) was firstly used to relate NMF
Non-negative matrix factorization
Non-negative_matrix_factorization
Random-access memory with processing elements integrated on the same chip
such as bitwise operations on an entire memory row (e.g., DRISA) or sequential processing of the memory row using a single-world ALU (e.g., Fulcrum)
Computational_RAM
Switch between processes or tasks on a computer
calculated and written in R1 as the final answer. This operation only requires sequential reads and writes, and there're no waits for function calls used, hence
Context_switch
How software progresses through its implementation
machine code and an imperative programming language, control progresses sequentially (to the command located immediately after the currently executing command)
Control_flow
how much any particular volume will grow. Instead, block growth becomes sequential: physical storage capacity on the array is dedicated only when data is
Thin_provisioning
Functional programming language
convenient. Another notable change in early versions was the moving of the "sequential evaluation" operation seq (which creates a data dependency between values
Haskell
Algorithm for measuring similarity between temporal sequences
Warping in Linear Time and Space. KDD Workshop on Mining Temporal and Sequential Data, pp. 70–80, 2004. Meinard Müller, Henning Mattes, and Frank Kurth
Dynamic_time_warping
Management of the flow of resources
or movable), cantilever racks and gravity racks. Order processing is a sequential process involving: processing withdrawal list, picking (selective removal
Logistics
Algorithmic problem on pairs of sequences
before ... In the best-case scenario, a sequence with no changes, this optimization would eliminate the need for the C matrix. In the worst-case scenario
Longest_common_subsequence
Method of sex-determination
current conditions and resource availability to optimize fitness each flowering season. But sequential hermaphroditism and environmental sex determination
Environmental sex determination
Environmental_sex_determination
Engineered component of a biological cell
An artificial cell, synthetic cell or minimal cell is an engineered particle that mimics one or many functions of a biological cell. Often, artificial
Artificial_cell
Mathematical and computational problem
interested in the optimization variant, which asks for the smallest possible value of K {\displaystyle K} . A solution is optimal if it has minimal K {\displaystyle
Bin_packing_problem
Type of data visualization for geographic regions
color progressions used in choropleth (and other thematic) maps include: Sequential progression represents variable values as color value Grayscale progression
Choropleth_map
that relies on combinatorial optimization principles to quantify drug interactions and efficacies to develop optimized combination therapies to treat
Phenotypic_response_surfaces
Kernel that provides fewer services than a traditional kernel
procedure call (RPC) type fashion by a client invoking a server. Another optimization, called lazy scheduling, avoids traversing scheduling queues during IPC
Microkernel
Branch of mathematics
are many dualities in convex optimization, often expressed in terms of the convex conjugate, which allow an optimization problem to be paired with a dual
Mathematical_analysis
Concept in theoretical physics
Standard Model suggesting the possibility of additional new physics, such as sequential heavy Higgs bosons.[citation needed] In string theory, conformal invariance
Renormalization_group
Abstract data type in computer science
to the priority queue interface. The reason for such changes is that a sequential update usually only has O ( 1 ) {\textstyle O(1)} or O ( log n ) {\textstyle
Priority_queue
Asynchronous circuit design methodology
the sender and receiver communicate using certain protocols and the sequential triggering of communication actions from one process to the next is modeled
Quasi-delay-insensitive circuit
Quasi-delay-insensitive_circuit
Measure of algorithmic complexity
minimal length (i.e., using the fewest bits), it is called a minimal description of s, and the length of d(s) (i.e. the number of bits in the minimal
Kolmogorov_complexity
Dialect of Lisp
scope and the first to require implementations to perform tail-call optimization, giving stronger support for functional programming and associated techniques
Scheme_(programming_language)
Game where groups of players may enforce cooperative behaviour
Submodular and supermodular set functions are also studied in combinatorial optimization. Many of the results in (Shapley 1971) have analogues in (Edmonds 1970)
Cooperative_game_theory
Algorithm that estimates unknowns from a series of measurements over time
robotic motion planning and control, and can be used for trajectory optimization. Kalman filtering also works for modeling the central nervous system's
Kalman_filter
Method by which work is assigned
operating systems: The Single Sequential Scheduler option, also known as the Primary Control Program (PCP) provided sequential execution of a single stream
Scheduling_(computing)
Optimization problem in computer science
Nearest neighbor search (NNS), as a form of proximity search, is the optimization problem of finding the point in a given set that is closest (or most
Nearest_neighbor_search
Motor vehicle
Motor Show, the Esperante followed up on the company's first model, the minimal Roadster. The company designed the Esperante to be easy to manufacture
Panoz_Esperante
SEQUENTIAL MINIMAL-OPTIMIZATION
SEQUENTIAL MINIMAL-OPTIMIZATION
Boy/Male
Hindu
Girl/Female
Muslim
Precious gem, Stone
Boy/Male
Hindu, Indian, Punjabi, Sikh, Tamil
Great Speech
Girl/Female
Hindu
Full of jewel
Girl/Female
Native American
Fruit.
Girl/Female
Gujarati, Hindu, Indian, Kannada, Tamil
Fish Eyes; Lighting
Girl/Female
Hindu
Precious gem, Stone
Girl/Female
Indian, Telugu
Animal
Girl/Female
Muslim
To reach your destination
Girl/Female
Hindu, Indian
Mineral
Girl/Female
Muslim/Islamic
To reach your destination
Girl/Female
Danish, German, Nigerian
Calmness
Girl/Female
English, Hindu, Indian, Marathi
Small Daughter
Girl/Female
Indian, Tamil
Sweet
Girl/Female
Hindu, Indian
Knowledge
Girl/Female
Gujarati, Hindu, Indian, Kannada, Malayalam, Marathi, Sanskrit, Sindhi, Tamil, Telugu, Traditional
A String of Pearls
Girl/Female
Arabic, Australian, Muslim
To Reach Your Destination
Boy/Male
Gujarati, Hindu, Indian
Rich; Maladar
Girl/Female
Indian
Pray of Lord Shiva
Girl/Female
Arabic, Muslim
Beautiful Flowers
SEQUENTIAL MINIMAL-OPTIMIZATION
SEQUENTIAL MINIMAL-OPTIMIZATION
Boy/Male
Indian, Tamil
Lord Murugan
Girl/Female
Japanese
Truth child.
Female
Japanese
(清å) Japanese name KIYOKO means "pure child."
Girl/Female
Australian, Latin, Spanish
Free; From France
Girl/Female
Hindu, Indian, Telugu, Traditional
Culture; Traditional
Male
Scottish
Variant spelling of Scottish Gaelic Diarmad, DERMID means "without envy."
Boy/Male
Bengali, Hindu, Indian
Sun
Boy/Male
Biblical
A healer; a releaser.
Girl/Female
Gaelic American Irish
Dever.
Girl/Female
Muslim/Islamic
Soft to the touch
SEQUENTIAL MINIMAL-OPTIMIZATION
SEQUENTIAL MINIMAL-OPTIMIZATION
SEQUENTIAL MINIMAL-OPTIMIZATION
SEQUENTIAL MINIMAL-OPTIMIZATION
SEQUENTIAL MINIMAL-OPTIMIZATION
v. i.
Anything which is neither animal nor vegetable, as in the most general classification of things into three kingdoms (animal, vegetable, and mineral).
pl.
of Minimus
a.
Comprising or representing sentences; sentential.
n.
Anything very minute; as, the minims of existence; -- applied to animalcula; and the like.
a.
Of or pertaining to minerals; consisting of a mineral or of minerals; as, a mineral substance.
a.
Partaking of the nature both of vegetable and animal matter; -- a term sometimes applied to vegetable albumen and gluten, from their resemblance to similar animal products.
a.
Of or pertaining to a sentence, or full period; as, a sentential pause.
pl.
of Minimum
a.
Of or pertaining to a sequestrum.
a.
Consisting of the flesh of animals; as, animal food.
a.
Of or pertaining to a sine; employing, or founded upon, sines; as, a sinical quadrant.
adv.
In a sentential manner.
n.
The little finger; the fifth digit, or that corresponding to it, in either the manus or pes.
a.
Comprising sentences; as, a sentential translation.
n.
One skilled in coining, or in coins; a coiner.
a.
Of or relating to animals; as, animal functions.
a.
Succeeding or following in order.
a.
Impregnated with minerals; as, mineral waters.
a.
Pertaining to the merely sentient part of a creature, as distinguished from the intellectual, rational, or spiritual part; as, the animal passions or appetites.