cognitive/docs/templates/research_document.md

title	type	status	created	tags	semantic_relations
Research Document Template	template	stable	2024-02-07	template research documentation	type links template_for research_documents

[Research Topic]

Overview

Research Question

[Clear statement of the research question or hypothesis]

Significance

[Explanation of why this research is important]

Related Work

• paper1
• paper2
• paper3

Theoretical Framework

Core Concepts

• concept1
• concept2
• concept3

Mathematical Foundation

# Key mathematical formulations
def theoretical_framework():
    """
    Mathematical description of the framework.
    """
    pass

Methodology

Experimental Design

1. Hypothesis formulation
2. Variable identification
3. Control measures
4. Data collection methods

Implementation

# Core implementation
class ExperimentalSetup:
    def __init__(self, parameters):
        self.parameters = parameters
        
    def run_experiment(self):
        """
        Experimental procedure.
        """
        pass
        
    def collect_data(self):
        """
        Data collection.
        """
        pass

Validation Methods

• Method 1: [Description]
• Method 2: [Description]
• Method 3: [Description]

Results

Data Analysis

# Data analysis code
def analyze_results(data):
    """
    Analysis procedure.
    """
    pass

Key Findings

1. Finding 1: [Description]
2. Finding 2: [Description]
3. Finding 3: [Description]

Visualizations

def plot_results():
    """
    Visualization code.
    """
    pass

Discussion

Interpretation

• Interpretation 1: [Description]
• Interpretation 2: [Description]
• Interpretation 3: [Description]

Implications

1. Theoretical implications
2. Practical implications
3. Future research directions

Limitations

• Limitation 1: [Description]
• Limitation 2: [Description]
• Limitation 3: [Description]

Implementation Details

Environment Setup

# Setup commands
pip install -r requirements.txt
python setup.py develop

Dependencies

# Required packages
import numpy as np
import torch
import matplotlib.pyplot as plt

Configuration

# Experiment configuration
parameters:
  param1: value1
  param2: value2

Reproducibility

Code Repository

• Repository: [Link]
• Branch: [Name]
• Commit: [Hash]

Data

• Dataset: [Description]
• Format: [Specification]
• Access: [Instructions]

Environment

• Python version: [Version]
• Dependencies: [List]
• Hardware: [Specifications]

Extensions

Future Work

1. Extension 1: [Description]
2. Extension 2: [Description]
3. Extension 3: [Description]

Open Questions

• Question 1: [Description]
• Question 2: [Description]
• Question 3: [Description]

References

Academic References

1. [Reference 1]
2. [Reference 2]
3. [Reference 3]

Code References

• code1
• code2
• code3

Documentation

• doc1
• doc2
• doc3

Related Research

Prerequisites

• research1
• research2

Follow-up Work

• followup1
• followup2