Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 2142 2147 2148 2172 2174 2176 3629 4100
This examiner grants 39% of resolved cases
Mohamed Abou El Seoud operates within Tech Center 4100 and Art Unit 2142, where he has managed 219 resolved cases. His allowance rate of 39.3% indicates the frequency of grants for applications under his review. This baseline rate suggests that securing a patent requires a specific prosecution strategy.
The data shows an interview lift of 37.3%. This figure implies that direct communication with the examiner is a strategy for overcoming rejections. Practitioners should consider scheduling interviews to potentially improve the likelihood of a favorable outcome. The median days to allowance stands at 1534. This duration reflects the timeline for successful applications under this examiner's review.
Given the combination of the allowance rate and the time to grant, applicants should prepare for the prosecution cycle. The 219 resolved cases provide the statistical foundation for these observations. The 39.3% allowance rate and 37.3% interview lift are the primary metrics for planning.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18206859 | SYSTEM AND METHOD FOR PROVIDING PERSONAL MACHINE LEARNING MODELS | Final Rejection | SAMSUNG ELECTRONICS CO., LTD. |
| 18658815 | CONTEXT-SENSITIVE HANDLING OF INTERRUPTIONS | Final Rejection | Apple Inc. |
| 18387984 | PROVIDING RESPONSES AMONG A PLURALITY OF USER INTERFACES BASED ON STRUCTURE OF USER INPUT | Final Rejection | Wells Fargo Bank, N.A. |
| 18521763 | METHOD AND COMPUTER SYSTEM FOR TRAINING A NEURAL NETWORK MODEL | Non-Final OA | HUAWEI TECHNOLOGIES CO., LTD. |
| 18206644 | LEARNING DEVICE AND LEARNING METHOD | Final Rejection | HONDA MOTOR CO., LTD. |
| 17681864 | GESTURE RECOGNITION APPARATUS, MOBILE OBJECT, GESTURE RECOGNITION METHOD, AND STORAGE MEDIUM | Final Rejection | HONDA MOTOR CO., LTD. |
| 18688006 | METHOD AND SYSTEM FOR CONFIGURING THE NEURAL NETWORKS OF A SET OF NODES OF A COMMUNICATION NETWORK | Non-Final OA | Orange |
| 18159197 | MULTIVARIATE OUTLIER DETECTION FOR DATA PRIVACY PROTECTION | Non-Final OA | Siemens Healthineers AG |
| 17615368 | INFORMATION PROCESSING METHOD AND INFORMATION PROCESSING DEVICE | Final Rejection | SONY GROUP CORPORATION |
| 18302084 | STORAGE MEDIUM, ESTIMATION DEVICE, AND ESTIMATION METHOD | Non-Final OA | FUJITSU LIMITED |
| 18579475 | EXECUTION OF A MACHINE LEARNING MODEL BY A SYSTEM OF RESOURCE NODES | Non-Final OA | TELEFONAKTIEBOLAGET LM ERICSSON (PUBL) |
| 18688908 | ESTIMATION APPARATUS, ESTIMATION METHOD, AND PROGRAM | Non-Final OA | NIPPON TELEGRAPH AND TELEPHONE CORPORATION |
| 18516937 | Test Case Generation Through Reinforcement Learning With Static Code Quality Rewards | Non-Final OA | MICROSOFT TECHNOLOGY LICENSING, LLC. |
| 18231064 | CONTEXT-AWARE AND DYNAMIC VISUALIZATIONS IN APPLICATIONS | Non-Final OA | Microsoft Technology Licensing, LLC |
| 18338671 | OUTLIER DETECTION WITH TRANSFER LEARNING | Final Rejection | International Business Machines Corporation |
| 18176779 | COMPUTATIONAL ESTIMATION OF A CHARACTERISTIC OF A POSTERIOR DISTRIBUTION | Final Rejection | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 17655523 | MACHINE LEARNING MODEL TRAINING WITH EMPHASIS ON FEATURE IMPORTANCE | Final Rejection | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18149348 | SYSTEMS AND METHODS FOR TRAINING AND DEPLOYING A NEURAL NETWORK | Final Rejection | Truist Bank |
| 16888052 | Optimized User Interface Delivery | Final Rejection | Comcast Cable Communications, LLC |
| 18115231 | SPECIAL PURPOSE QUANTUM RESOURCES INTEGRATION | Final Rejection | SAP SE |
| 17487852 | CONVOLUTIONAL NEURAL NETWORK-BASED FILTER FOR VIDEO CODING | Final Rejection | Lemon Inc. |
| 17055996 | FRAUD ESTIMATION SYSTEM, FRAUD ESTIMATION METHOD AND PROGRAM | Final Rejection | RAKUTEN GROUP, INC. |
| 17497243 | SYSTEM AND METHOD FOR AUTOMATED DETECTION AND PREDICTION OF MACHINE FAILURES USING ONLINE MACHINE LEARNING | Final Rejection | Aktiebolaget SKF |
| 17976203 | GRAPHICAL USER INTERFACE AND DATA TRANSFER METHODS IN A CONTROLLING DEVICE | Final Rejection | Universal Electronics Inc. |
| 17951778 | GRAPHICAL USER INTERFACE AND DATA TRANSFER METHODS IN A CONTROLLING DEVICE | Non-Final OA | Universal Electronics Inc. |
| 17465569 | TRAINING A SENSING SYSTEM TO DETECT REAL-WORLD ENTITIES USING DIGITALLY STORED ENTITIES | Non-Final OA | Arm Limited |
| 18190461 | SYSTEM AND METHOD FOR SELECTING COLLECTING DIAGNOSTIC DATA BASED ON DIAGNOSTIC DATA UTILITY | Final Rejection | Dell Products L.P. |
| 17761182 | METHODS AND SYSTEMS FOR UNSTRUCTURED PRUNING OF A NEURAL NETWORK | Final Rejection | LightMetrics Technologies Pvt. Ltd. |
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