{"id":15716271,"url":"https://github.com/peterajhgraham/matlab_toolbox","last_synced_at":"2025-03-30T20:44:21.457Z","repository":{"id":253833231,"uuid":"844665344","full_name":"peterajhgraham/MATLAB_Toolbox","owner":"peterajhgraham","description":"MATLAB Tools that can be used for data analysis, algorithm development, modeling, and simulation.","archived":false,"fork":false,"pushed_at":"2024-08-25T20:16:24.000Z","size":17,"stargazers_count":0,"open_issues_count":0,"forks_count":0,"subscribers_count":1,"default_branch":"main","last_synced_at":"2025-03-30T20:44:17.376Z","etag":null,"topics":["matlab","matlab-deep-learning"],"latest_commit_sha":null,"homepage":"","language":"MATLAB","has_issues":true,"has_wiki":null,"has_pages":null,"mirror_url":null,"source_name":null,"license":null,"status":null,"scm":"git","pull_requests_enabled":true,"icon_url":"https://github.com/peterajhgraham.png","metadata":{"files":{"readme":"README.md","changelog":null,"contributing":null,"funding":null,"license":null,"code_of_conduct":null,"threat_model":null,"audit":null,"citation":null,"codeowners":null,"security":null,"support":null,"governance":null,"roadmap":null,"authors":null,"dei":null,"publiccode":null,"codemeta":null}},"created_at":"2024-08-19T18:13:07.000Z","updated_at":"2024-08-25T20:16:27.000Z","dependencies_parsed_at":"2024-08-25T21:46:12.848Z","dependency_job_id":null,"html_url":"https://github.com/peterajhgraham/MATLAB_Toolbox","commit_stats":null,"previous_names":["peterajhgraham/matlab_toolbox"],"tags_count":0,"template":false,"template_full_name":null,"repository_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/peterajhgraham%2FMATLAB_Toolbox","tags_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/peterajhgraham%2FMATLAB_Toolbox/tags","releases_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/peterajhgraham%2FMATLAB_Toolbox/releases","manifests_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories/peterajhgraham%2FMATLAB_Toolbox/manifests","owner_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners/peterajhgraham","download_url":"https://codeload.github.com/peterajhgraham/MATLAB_Toolbox/tar.gz/refs/heads/main","host":{"name":"GitHub","url":"https://github.com","kind":"github","repositories_count":246379377,"owners_count":20767694,"icon_url":"https://github.com/github.png","version":null,"created_at":"2022-05-30T11:31:42.601Z","updated_at":"2022-07-04T15:15:14.044Z","host_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub","repositories_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repositories","repository_names_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/repository_names","owners_url":"https://repos.ecosyste.ms/api/v1/hosts/GitHub/owners"}},"keywords":["matlab","matlab-deep-learning"],"created_at":"2024-10-03T21:44:49.322Z","updated_at":"2025-03-30T20:44:21.438Z","avatar_url":"https://github.com/peterajhgraham.png","language":"MATLAB","funding_links":[],"categories":[],"sub_categories":[],"readme":"# MATLAB Toolbox Overview\n\nA concise MATLAB toolbox for data analysis, algorithm development, modeling, and simulation.\n\n## Directory Structure\n```\nMATLAB_Toolbox/\n├── src/\n│   ├── data_analysis.m\n│   ├── algorithm_development.m\n│   ├── modeling.m\n│   ├── simulation.m\n│   └── Main.m\n│\n├── .gitignore\n└── README.md\n```\n\n## Usage\n\n### Data Analysis\nPerform data cleaning, statistical analysis, and PCA.\n```matlab\ndata = randn(100, 5);\n[cleanedData, stats, pcaResult] = data_analysis(data, true);\ndisp(stats);\n```\n\n### Algorithm Development\nDevelop predictive models using various algorithms.\n```matlab\nX = randn(100, 3);\ny = X(:, 1) + 2*X(:, 2) + randn(100, 1);\nmodel = algorithm_development(X, y, 'lasso');\ndisp(model);\n```\n\n### Modeling\nSimulate state-space models and compute eigenvalues for stability analysis.\n```matlab\nA = [0 1 0; 0 0 1; -1 -1 -1];\nB = [0; 0; 1];\nC = [1 0 0];\nD = 0;\ny0 = [1; 0; 0];\ntSpan = 0:0.01:10;\nu = ones(length(tSpan), 1);\n[t, y, eigenvalues] = modeling(A, B, C, D, u, y0, tSpan);\nplot(t, y);\n```\n\n### Simulation\nGenerate noisy signals and compute SNR.\n```matlab\nt = linspace(0, 1, 1000);\n[signal, noise, snr] = simulation(5, t, 0.1);\nplot(t, signal);\ndisp(['SNR: ', num2str(snr), ' dB']);\n```\n\n## Installation and Executing\n- git clone repo\n- change directory to src directory in repo\n- run `Main.m` (no dependencies needed)\n","project_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpeterajhgraham%2Fmatlab_toolbox","html_url":"https://awesome.ecosyste.ms/projects/github.com%2Fpeterajhgraham%2Fmatlab_toolbox","lists_url":"https://awesome.ecosyste.ms/api/v1/projects/github.com%2Fpeterajhgraham%2Fmatlab_toolbox/lists"}