Algorithm Implementation Service

Algorithm Examples

Here are some examples of technologies we have handled in the past. We can also handle algorithms not listed here.

Image Recognition / Image Analysis

• Template Matching
• Motion Detection
• Texture Analysis
• Segmentation
• Energy Minimizing Matching
• Level-set Method
• Particle Filter
• AKAZE Features
• AdaBoost
• Distance Image Alignment
• Stereo Image Analysis
• 3D Image Analysis
• SVM
• Kernel Methods
• Optical Volume Crossing Method
• Bayesian Inference Super-resolution
• Parametric Eigenspace Method
• Linear Dynamics Model
• Epipolar Geometry
• Stochastic Hough Transform

Machine Learning / Data Mining

• Process Mining
• Self-Organization
• Deep Learning
• Hyperbolic SOM
• Symbolic Probabilistic Inference
• Duplicate Task GA Algorithm
• Parikh Language-based Region Algorithm
• Bootstrap Methods
• Reinforcement Learning
• Expert System
• Case-based Reasoning
• Bayesian Networks
• Neural Networks
• Fuzzy Control
• Evolutionary Computations
• Parallel Branch Limited Graph Search
• Inductive Logic System

Statistical Analysis

• Markov-Chain Monte Carlo Methods (MCMC)
• Hierarchical Bayesian Model
• Bayesian Discriminant Analysis
• Random Forest
• Kernel Canonical Correlation Analysis
• Manifold Distance Dimension Reduction
• Reproducing Kernels
• Bayesian Information Criterion
• Categorical Data Analysis
• Log-Linear Model
• Structural Equation Modeling
• Graphical Modeling
• Sparse Structure Estimation
• Additive Model
• Multivariate Adaptive Spline
• Rank Tests
• Sensory Analysis

Mathematical Optimization / Combinatorial Optimization

• Gradient Methods
• Subgradient Methods
• Nearest Neighbor Search
• Dynamic Programming
• Levenberg-Marquardt Method
• Local Search Methods
• Sequential Quadratic Programming
• Primal-Dual Interior-Point Methods
• Chaos Optimization
• Simplex Method
• Karmarker Method
• Path-Following Method
• Lagrangian Relaxation Method
• ADMM Method
• Genetic Algorithm
• Nelder-Mead Method
• Exact Penalty Method
• Multi-constraint Knapsack Problem
• Metaheuristics
• Capacity Scaling
• MIP Neighbor Local Search

Time Series Analysis

• Local Stationary AR Model
• Partial Autocorrelation Analysis
• Chaos Time Series Analysis
• Fractal Dimension Analysis
• Lyapunov Spectrum Analysis
• Surrogate Data Methods
• Long-term Memory Process Analysis
• Kalman Filter
• Generalized Moment Method
• Granger Causality Test
• Non-parametric Regression
• Smoothing Spline
• LOESS
• Adaptive Local Regression Model

Signal Processing / Sound Processing

• Cohen Kernel Function Method
• Complex Energy Spectrum
• Spectrogram Rearrangement Method
• Markov Suffix Tree Method
• Negentropy Minimization Method
• Cumulant Tensor Eigenvalue Decomposition Method
• SVR Spectral Method
• Matrix Algebra Separation Method
• Cumulant Harmonic Decomposition Method
• Independent Component Analysis
• Tensor Simultaneous Diagonalization
• Wavelet CART Tree Threshold Method
• Discrete Total Pole Model Analysis
• Auditory Psychology Model
• HMM Adaptation
• MLLR Method
• Second Generation Wavelet
• Various Digital Filters

Numerical Computation / Numerical Analysis

• Block Lanczos Method
• Generalized Eigenvalue Problem
• Moore-Penrose Generalized Inverse
• Arnoldi Method
• Chebyshev Iterative Method
• Fretcher-Powell Method
• Hamiltonian Monte Carlo method
• Simulated Annealing Method
• Splitting Schur Algorithm
• Probability Density Approximation
• Fixed-Point Iteration Method
• Steffensen Method
• Newton-Horner Method
• Rayleigh-Ritz Method
• Various Random Number Generation
• Computational Geometry
• Numerical solutions of Partial Differential Equations
• Numerical solution of Stochastic Differential Equations
• Fluid Analysis
• Number theory algorithms such as Elliptic Functions

Natural Language Processing

• Machine Translation
• Domain-Adaptive Pre-Learning
• Abstract-type Summarization
• Grammar Error Correction
• Natural Language Model Lexical Extension
• Sentiment Analysis
• Text Classification
• Statistical Machine Translation
• Topic Model
• Implication Relation Recognition
• Keyword Extraction
• Prompt-Learning
• word2vec
• Named Entity Recognition
• Latent Dirichlet Allocation
• MMR-MD Summarization
• Query Extension