PATENT CLAIM ANALYSIS

Application Number: 15885684
Application Type: Utility
Filing Date: 2018-01
Publication Date: 2018-06
Patent Classification: ["701", "515000"]

Abstract:
A system and method of confirming compliance with rules. A machine learning model is trained in multiple levels with data concerning basic interpretation of sensors and with discovery of interesting patterns related to the area of application of the rules. The model is downloaded to a second processor which further trains the model with sensor data gathered after the download. Additional sensor data along with data from a server or other sources may be used as an input to the model and the second or another processor evaluates the model with the inputs to create outputs which determine the state of compliance. Specific applications include determination of compliance with a dress code and determination of sobriety in traffic stop situations. Other typical applications include compliance with sports regulations such as the one requiring a specific geometry of a lacrosse stick head pocket as checked after each goal.

Claim (Index 14):
A device to determine granting of privileges in compliance with a physical standard comprising:\n (a) a first sensor to gather information concerning at least one of the characteristics of an object and of the behavior of a person, (b) a machine learning system implemented on a first processor with a machine learning model, wherein:\n the machine learning model has been pre-trained in a first step on a second processor with data concerning at least one of objects compliant with the physical standard and of behavior of persons compliant with the physical standard, \n the machine learning model has been transferred to the first processor subsequent to the first step, \n the machine learning model has been trained in a second step subsequent to the transfer with data gathered subsequent to the transfer by the first sensor concerning at least one of an object and of the behavior of a person, and \n (c) a processor with a memory containing a program to use the machine learning model to produce a determination of one of compliance and non-compliance with the physical standard wherein:\n the determination is based on data concerning at least one of an object or of behavior of a person where the data has been gathered subsequent to the second step of training by at least one of the first sensor and of a second sensor, and \n a privilege is to be granted contingent on the determination.

Metadata:
- Claim Count in Document: 15.0
- Percentile: 86.0
- Lexical Diversity: 1.7191
- Patent Class: 701.0
- Transitional Phrase Type: open
- Component Type: 1
- Foreign Priority: False
- Related Applications: ['15828629', '15864026', '15382092', '15866079', '14293855']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.4024031664711086
- 35 USC 102 Novelty (BERT): 0.4731335322317707
- Combined Prediction Score: 0.4094762030471748
- Mean Citation Score: 149.52418400000005
- Max Citation Score: 170.10634
- Similarity Product: 121.0277288364172

Labels:
- Claim Label 101: 1
- Claim Label 102: 1
- Claim Label 103: 0
- Claim Label 112: 0
- Combined Label: 1
- Label 101 Adjusted: 0

Dataset: test