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CANNs 1.0.1 documentation
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CANNs 1.0.1 documentation

Languages / 语言:

  • English
    • Why CANNs?
    • Quick Starts
      • Installation Guide
      • How to Build a CANN Model?
      • How to Generate Task Data?
      • How to Analyze CANN Models?
      • How to Analyze Experimental Data?
      • How to Train Brain-Inspired Models?
    • Core Concepts
      • Design Philosophy & Architecture Overview
      • Model Collections
      • Task Generators
      • Analysis Methods
      • Brain-Inspired Training
    • Full Detail Tutorials
      • Scenario 1: CANN Modeling and Simulation
        • Tutorial 1: Building and Using CANN Models
        • Tutorial 2: Task Generation and CANN Simulation
        • Tutorial 3: Analysis and Visualization Methods
        • Tutorial 4: CANN Parameter Effects
        • Tutorial 5: Grid Cell Velocity-Based Path Integration and Spatial Representation Analysis
        • Tutorial 6: Hierarchical Path Integration Network
        • Tutorial 7: Theta Sweep in Head Direction and Grid Cell System
        • Tutorial 8: Theta Sweep Place Cell Network
      • Scenario 2: Data Analysis and Neural Decoding
        • Tutorial 1: ASA Pipeline: End-to-End Decoding of Experimental Data
        • Tutorial 2: 1D CANN: ROI Bump Fitting Tutorial
        • Tutorial 3: Cell Classification
        • Tutorial 4: RNN Fixed Point Analysis Tutorial: FlipFlop Task Example
      • Scenario 3: Brain-Inspired Learning
        • Tutorial: Pattern Storage and Recall with Hebbian Learning
      • Scenario 4: End-to-End Research Workflow
        • Tutorial 1: ASA GUI End-to-End Analysis Tutorial
        • Tutorial 2: End-to-End ASA TUI Analysis Tutorial (Legacy)
        • Tutorial 3: Model Gallery TUI Tutorial
    • References
    • GitHub Repository
    • GitHub Issues
    • Discussions
  • 中文
    • 为什么选择 CANNs?
    • 快速入门
      • 安装指南
      • 如何构建 CANN 模型？
      • 如何生成任务数据？
      • 如何分析 CANN 模型？
      • 如何分析实验数据？
      • 如何训练脑启发模型？
    • 核心概念
      • 设计哲学与架构概览
      • 模型集合
      • 任务生成器
      • 分析方法
      • 脑启发训练
    • 详细教程
      • 场景1: CANN建模与仿真
        • 教程 1：构建和使用 CANN 模型
        • 教程 2：任务生成与 CANN 仿真
        • 教程 3: 分析与可视化方法
        • 教程 4: CANN 参数效应
        • 教程 5：网格细胞的路径积分及其空间表征分析
        • 教程 6：层级化路径积分网络
        • 教程 7：头向细胞与网格细胞系统中的 Theta 扫描
        • 教程 8：Theta 扫过位置细胞网络
      • 场景2: 数据分析与神经解码
        • 教程1：ASA Pipeline：实验数据解码全流程
        • 教程2：1D CANN：ROI Bump 拟合教程
        • 教程3：Cell Classification（细胞分类）
        • 教程4：RNN 不动点分析教程：FlipFlop 任务示例
      • 场景3: 脑启发学习
        • 教程：使用赫布学习进行模式存储与回忆
      • 场景4: 端到端研究工作流
        • 教程1：ASA GUI 端到端分析教程
        • 教程2：ASA TUI 端到端分析教程（旧版）
        • 教程3：模型画廊 TUI 教程
    • 参考文献
    • GitHub 仓库
    • GitHub Issues
    • 讨论区
  • API Reference
    • canns
      • canns.__main__
      • canns.analyzer
        • canns.analyzer.data
          • canns.analyzer.data.asa
            • canns.analyzer.data.asa.coho
            • canns.analyzer.data.asa.cohomap
            • canns.analyzer.data.asa.cohomap_vectors
            • canns.analyzer.data.asa.cohospace
            • canns.analyzer.data.asa.cohospace_phase_centers
            • canns.analyzer.data.asa.cohospace_scatter
            • canns.analyzer.data.asa.config
            • canns.analyzer.data.asa.decode
            • canns.analyzer.data.asa.embedding
            • canns.analyzer.data.asa.fly_roi
            • canns.analyzer.data.asa.fr
            • canns.analyzer.data.asa.path
            • canns.analyzer.data.asa.plotting
            • canns.analyzer.data.asa.tda
            • canns.analyzer.data.asa.utils
          • canns.analyzer.data.cell_classification
            • canns.analyzer.data.cell_classification.core
              • canns.analyzer.data.cell_classification.core.btn
              • canns.analyzer.data.cell_classification.core.grid_cells
              • canns.analyzer.data.cell_classification.core.grid_modules_leiden
              • canns.analyzer.data.cell_classification.core.head_direction
              • canns.analyzer.data.cell_classification.core.spatial_analysis
            • canns.analyzer.data.cell_classification.io
              • canns.analyzer.data.cell_classification.io.matlab_loader
            • canns.analyzer.data.cell_classification.utils
              • canns.analyzer.data.cell_classification.utils.circular_stats
              • canns.analyzer.data.cell_classification.utils.correlation
              • canns.analyzer.data.cell_classification.utils.geometry
              • canns.analyzer.data.cell_classification.utils.image_processing
            • canns.analyzer.data.cell_classification.visualization
              • canns.analyzer.data.cell_classification.visualization.btn_plots
              • canns.analyzer.data.cell_classification.visualization.grid_plots
              • canns.analyzer.data.cell_classification.visualization.hd_plots
        • canns.analyzer.metrics
          • canns.analyzer.metrics.spatial_metrics
          • canns.analyzer.metrics.systematic_ratemap
          • canns.analyzer.metrics.utils
        • canns.analyzer.model_specific
          • canns.analyzer.model_specific.hopfield
        • canns.analyzer.slow_points
          • canns.analyzer.slow_points.checkpoint
          • canns.analyzer.slow_points.finder
          • canns.analyzer.slow_points.fixed_points
          • canns.analyzer.slow_points.visualization
        • canns.analyzer.visualization
          • canns.analyzer.visualization.core
            • canns.analyzer.visualization.core.animation
            • canns.analyzer.visualization.core.backend
            • canns.analyzer.visualization.core.config
            • canns.analyzer.visualization.core.jupyter_utils
            • canns.analyzer.visualization.core.rendering
            • canns.analyzer.visualization.core.writers
          • canns.analyzer.visualization.energy_plots
          • canns.analyzer.visualization.spatial_plots
          • canns.analyzer.visualization.spike_plots
          • canns.analyzer.visualization.theta_sweep_plots
          • canns.analyzer.visualization.tuning_plots
      • canns.data
        • canns.data.datasets
        • canns.data.loaders
      • canns.models
        • canns.models.basic
          • canns.models.basic.cann
          • canns.models.basic.grid_cell
          • canns.models.basic.hierarchical_model
          • canns.models.basic.theta_sweep_model
        • canns.models.brain_inspired
          • canns.models.brain_inspired.hopfield
          • canns.models.brain_inspired.linear
          • canns.models.brain_inspired.spiking
        • canns.models.hybrid
      • canns.pipeline
        • canns.pipeline.__main__
        • canns.pipeline.asa
          • canns.pipeline.asa.__main__
          • canns.pipeline.asa.app
          • canns.pipeline.asa.runner
          • canns.pipeline.asa.screens
          • canns.pipeline.asa.state
          • canns.pipeline.asa.widgets
        • canns.pipeline.asa_gui
          • canns.pipeline.asa_gui.__main__
          • canns.pipeline.asa_gui.analysis_modes
            • canns.pipeline.asa_gui.analysis_modes.base
            • canns.pipeline.asa_gui.analysis_modes.batch_mode
            • canns.pipeline.asa_gui.analysis_modes.cohomap_mode
            • canns.pipeline.asa_gui.analysis_modes.cohospace_mode
            • canns.pipeline.asa_gui.analysis_modes.decode_mode
            • canns.pipeline.asa_gui.analysis_modes.fr_mode
            • canns.pipeline.asa_gui.analysis_modes.frm_mode
            • canns.pipeline.asa_gui.analysis_modes.gridscore_mode
            • canns.pipeline.asa_gui.analysis_modes.pathcompare_mode
            • canns.pipeline.asa_gui.analysis_modes.tda_mode
          • canns.pipeline.asa_gui.app
          • canns.pipeline.asa_gui.controllers
            • canns.pipeline.asa_gui.controllers.analysis_controller
            • canns.pipeline.asa_gui.controllers.preprocess_controller
          • canns.pipeline.asa_gui.core
            • canns.pipeline.asa_gui.core.cache
            • canns.pipeline.asa_gui.core.runner
            • canns.pipeline.asa_gui.core.state
            • canns.pipeline.asa_gui.core.worker
          • canns.pipeline.asa_gui.main_window
          • canns.pipeline.asa_gui.models
            • canns.pipeline.asa_gui.models.config
            • canns.pipeline.asa_gui.models.job
            • canns.pipeline.asa_gui.models.presets
          • canns.pipeline.asa_gui.resources
          • canns.pipeline.asa_gui.utils
            • canns.pipeline.asa_gui.utils.formatters
            • canns.pipeline.asa_gui.utils.io_adapters
            • canns.pipeline.asa_gui.utils.validators
          • canns.pipeline.asa_gui.views
            • canns.pipeline.asa_gui.views.help_content
            • canns.pipeline.asa_gui.views.pages
              • canns.pipeline.asa_gui.views.pages.analysis_page
              • canns.pipeline.asa_gui.views.pages.preprocess_page
            • canns.pipeline.asa_gui.views.panels
            • canns.pipeline.asa_gui.views.widgets
              • canns.pipeline.asa_gui.views.widgets.artifacts_tab
              • canns.pipeline.asa_gui.views.widgets.drop_zone
              • canns.pipeline.asa_gui.views.widgets.file_list
              • canns.pipeline.asa_gui.views.widgets.gridscore_tab
              • canns.pipeline.asa_gui.views.widgets.help_dialog
              • canns.pipeline.asa_gui.views.widgets.image_tab
              • canns.pipeline.asa_gui.views.widgets.image_viewer
              • canns.pipeline.asa_gui.views.widgets.log_box
              • canns.pipeline.asa_gui.views.widgets.pathcompare_tab
              • canns.pipeline.asa_gui.views.widgets.popup_combo
        • canns.pipeline.gallery
          • canns.pipeline.gallery.__main__
          • canns.pipeline.gallery.app
          • canns.pipeline.gallery.runner
          • canns.pipeline.gallery.state
        • canns.pipeline.launcher
      • canns.task
        • canns.task.closed_loop_navigation
        • canns.task.navigation_base
        • canns.task.open_loop_navigation
        • canns.task.tracking
      • canns.trainer
        • canns.trainer.bcm
        • canns.trainer.hebbian
        • canns.trainer.oja
        • canns.trainer.sanger
        • canns.trainer.stdp
        • canns.trainer.utils
      • canns.typing
      • canns.utils
        • canns.utils.benchmark
        • canns.utils.example_outputs
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canns.analyzer.data¶

Data analysis utilities for experimental and synthetic neural data.

Submodules¶

  • canns.analyzer.data.asa
  • canns.analyzer.data.cell_classification
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