Difference between revisions of "Ravali Kruthiventi (Research Plan)"
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=== Project - Pattern Recognition on Patent Data through Machine Learning === | === Project - Pattern Recognition on Patent Data through Machine Learning === | ||
| − | *Data Source: | + | *Data Source: The patent database. |
| − | |||
** Plan: | ** Plan: | ||
***Technique | ***Technique | ||
| − | + | ****Determine research question to be asked | |
| + | ****Scrub data | ||
| + | ****Determine 3-4 mining\machine learning techniques to best extract patterns | ||
| + | ****Train the algorithms | ||
| + | ****Run the algos on sample dataset | ||
| + | ****Determine the algo with best results | ||
| + | ****Implement the | ||
** Known Issues: | ** Known Issues: | ||
| − | ** | + | ***Dataset to be cleaned, quality analyzed as specified above. |
| + | **Deliverables | ||
| + | ***Set of patterns to base further research on | ||
| + | ***Research paper (?) | ||
| + | ****Documentation - Wiki page | ||
** Time to implement: | ** Time to implement: | ||
** Priority: | ** Priority: | ||
| − | ** Teams waiting for it: | + | ** Teams waiting for it: None |
** Deadline: | ** Deadline: | ||
Revision as of 12:35, 15 July 2016
Contents
Project - USPTO Assignees, Patent and Citation Data
Assignees Data
- Data source: patent database (merged data from patent_2015 and patentdata databases)
- Issues: citations data contains non numeric patent numbers (likely application numbers, etc)
- Solution:
- Segregate into smaller tables so that Amir and Marcela can identify patterns
- link back to appropriate patent numbers from the patent table
- Time to implement: 1 day
- Priority:
- Teams waiting for it:
- Marcela and Amir
- Project : Patent data analysis
- Jake and James, potentially could need this down the line
- Project : LBO data
- Marcela and Amir
- Deadline:
- Data Source: USPTO Bulk Data repository
- Issues:
- The script inserts copies of data into the tables.
- Analysis required on the data to make sure the data was inserted correctly from the XML files.
- Analysis is also required to determine whether this data is better than the data we have in the patent database right now.
- Action owners : Amir and Marcela
- Solution:
- Amir and Marcela and/or I need to look at the data to determine quality
- If they find that any of this data is better than the data we currently have, I will have to figure out a way to integrate this data into our data model for patent data.
- Amir and Marcela and/or I will need to delete the copies
- Amir and Marcela and/or I need to look at the data to determine quality
- Issues:
- Time to implement:
- Priority:
- Teams waiting for it:
- Deadline:
Project - Lex Machina Data
- Data Source:
- Issues:
- Solution:
- Time to implement:
- Priority:
- Teams waiting for it:
- Deadline:
Project - Pattern Recognition on Patent Data through Machine Learning
- Data Source: The patent database.
- Plan:
- Technique
- Determine research question to be asked
- Scrub data
- Determine 3-4 mining\machine learning techniques to best extract patterns
- Train the algorithms
- Run the algos on sample dataset
- Determine the algo with best results
- Implement the
- Technique
- Known Issues:
- Dataset to be cleaned, quality analyzed as specified above.
- Deliverables
- Set of patterns to base further research on
- Research paper (?)
- Documentation - Wiki page
- Time to implement:
- Priority:
- Teams waiting for it: None
- Deadline:
- Plan:
