PATENT CLAIM ANALYSIS

Application Number: 16054871
Application Type: Utility
Filing Date: 2018-08
Publication Date: 2020-02
Patent Classification: ["null", "null"]

Abstract:
An online system receives content items from a third party content provider. For each content item, the online system inputs an image into a neural network and extracts a feature vector from a hidden layer of the neural network. The online system compresses each feature vector by assigning a label to each feature value representing whether the feature value was above a threshold value. The online system identifies a set of content items that the user has interacted with and determines a user feature vector by aggregating feature vectors of the set of content items. For a new set of content items, the online system compares the compressed feature vectors of the content item with the user feature vector. The online system selects one or more of the new content items based on the comparison and sends the selected content items to the user.

Claim (Index 20):
The non-transitory computer readable medium of  claim 19 , wherein aggregating the feature vectors to determine a user feature vector comprises:\n for each content item of the set of content items, identifying features from the compressed feature vector with a label indicating that the corresponding feature value was below the threshold value; and removing the identified features from the compressed feature vector; and for the remaining features, aggregating features common to all content items of the plurality into the user feature vector.

Metadata:
- Claim Count in Document: 42.0
- Percentile: 96.0
- Lexical Diversity: 2.375
- Patent Class: nan
- Transitional Phrase Type: none
- Component Type: 0
- Foreign Priority: False
- Related Applications: ['15905709', '15365899', '15273188', '15937708', '14586202']

Analysis Scores:
- 35 USC 101 Eligibility (BERT): 0.5513183706531302
- 35 USC 102 Novelty (BERT): 0.4969206587992406
- Combined Prediction Score: 0.5458785994677412
- Mean Citation Score: 210.285
- Max Citation Score: 239.82356
- Similarity Product: 171.89184174809216

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

Dataset: test