Prosecution Insights
Prosecution Insights
Tech Center 4100 • Art Units: 2125 2128 2482 2655 4100
This examiner grants 62% of resolved cases
Michael Christopher Lee is an examiner in Tech Center 4100 and Art Unit 2125. He has 159 resolved cases, providing a good sample size for analysis. His allowance rate is 62.3 percent, which is a solid metric for applicants. This 62.3 percent rate indicates that a majority of the applications he resolves result in a patent grant.
The interview lift for this examiner is 24.8 percent. This 24.8 percent figure is a significant increase, suggesting that interviews are a very effective strategy in Art Unit 2125. Practitioners should prioritize scheduling interviews to leverage this lift and improve their chances beyond the baseline. The 159 resolved cases show that he is receptive to the collaborative nature of the interview process.
The median days to allowance is 1212. This timeline is on the longer side, suggesting that prosecution typically takes a significant amount of time. Applicants should factor this 1212-day figure into their planning. While the 1212-day duration is long, the 24.8 percent interview lift offers a clear path to potentially ensuring a positive outcome in Tech Center 4100.
| App # | Title | Status | Assignee |
|---|---|---|---|
| 18168234 | INFORMATION PROCESSING METHOD, APPARATUS, ELECTRONIC DEVICE, STORAGE MEDIUM AND PROGRAM PRODUCT | Non-Final OA | Samsung Electronics Co., Ltd. |
| 17514840 | METHOD AND APPARATUS FOR ANALYZING NEURAL NETWORK PERFORMANCE | Final Rejection | SAMSUNG ELECTRONICS CO., LTD. |
| 18209183 | METHOD FOR TRAINING AT LEAST ONE ARTIFICIAL INTELLIGENCE MODEL FOR ESTIMATING THE WEIGHT OF AN AIRCRAFT DURING FLIGHT BASED ON USE DATA | Non-Final OA | AIRBUS HELICOPTERS |
| 18394200 | CLASSIFYING CUSTOMER EXPERIENCE SENTIMENT USING MACHINE LEARNING | Final Rejection | AMERICAN EXPRESS TRAVEL RELATED SERVICES COMPANY, INC. |
| 18677962 | RISK EVALUATION DEVICE, DATA PROTECTION DEVICE, AND RISK EVALUATION METHOD | Non-Final OA | NEC Corporation |
| 18289137 | INFORMATION PROCESSING APPARATUS, PREDICTION APPARATUS, MACHINE LEARNING METHOD, AND LEARNING PROGRAM | Non-Final OA | NEC Corporation |
| 17511383 | INTEGRATED CIRCUIT AND SENSOR DATA PROCESSING METHOD | Non-Final OA | HUAWEI TECHNOLOGIES CO.,LTD. |
| 17766616 | RE-RANKING RESULTS FROM SEMANTIC NATURAL LANGUAGE PROCESSING MACHINE LEARNING ALGORITHMS FOR IMPLEMENTATION IN VIDEO GAMES | Non-Final OA | GOOGLE LLC |
| 17571761 | SMART TEXT PARTITIONING FOR DETECTING SENSITIVE INFORMATION | Final Rejection | Capital One Services, LLC |
| 18109538 | METHOD AND SYSTEM FOR PROVIDING VIRTUAL ASSISTANT IN A MEETING | Non-Final OA | JPMorgan Chase Bank, N.A. |
| 17854482 | TIME-VARYING FEATURES VIA METADATA | Non-Final OA | Oracle International Corporation |
| 18623569 | FEDERATED LEARNING | Non-Final OA | Nokia Technologies Oy |
| 18311672 | MODEL DRIFT MANAGEMENT IN A MACHINE LEARNING ENVIRONMENT | Final Rejection | Microsoft Technology Licensing, LLC |
| 17819519 | SYSTEMS AND METHODS FOR A DEEP NEURAL NETWORK WITH COMBINED CROSS-ENTROPY AND FOCAL LOSS FOR COVID-19 DETECTION IN AUDIO SAMPLES | Non-Final OA | ARIZONA BOARD OF REGENTS ON BEHALF OF ARIZONA STATE UNIVERSITY |
| 18504214 | APPARATUS FOR NON-DETERMINISTIC FUTURE STATE PREDICTION USING TIME SERIES DATA AND OPERATION METHOD THEREOF | Non-Final OA | ELECTRONICS AND TELECOMMUNICATIONS RESEARCH INSTITUTE |
| 18623383 | UNLEARNING DATA FROM PRE-TRAINED MACHINE LEARNING MODELS WITHOUT CATASTROPHIC FORGETTING | Non-Final OA | International Business Machines Corporation |
| 18413927 | LARGE SCALE GENERATIVE ARTIFICIAL INTELLIGENCE FOR GENERATION OF CUSTOMIZED CONTENT | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 18103057 | RECTIFYING LABELS IN TRAINING DATASETS IN MACHINE LEARNING | Non-Final OA | INTERNATIONAL BUSINESS MACHINES CORPORATION |
| 17664249 | DETECTING NETWORK PATTERNS USING RANDOM WALKS | Final Rejection | International Business Machines Corporation |
| 17814535 | SYSTEM AND METHOD FOR CONTROLLING LARGE SCALE POWER DISTRIBUTION SYSTEMS USING REINFORCEMENT LEARNING | Final Rejection | Siemens Aktiengesellschaft |
| 18658899 | SYSTEMS AND METHODS FOR A UNIFIED TRAINING FRAMEWORK OF LARGE LANGUAGE MODELS | Non-Final OA | Salesforce, Inc. |
| 18433331 | METHOD AND SYSTEM FOR WORKFORCE ELASTICITY INDEXING | Non-Final OA | ADP, Inc. |
| 18747830 | MACHINE LEARNING DEVELOPMENT SUPPORT SYSTEM AND MACHINE LEARNING DEVELOPMENT SUPPORT METHOD | Non-Final OA | Hitachi, Ltd. |
| 18535061 | METHODS, APPARATUSES, AND SYSTEMS FOR MULTI-PARTY COLLABORATIVE MODEL UPDATING FOR PRIVACY PROTECTION | Final Rejection | Alipay (Hangzhou) Information Technology Co., Ltd. |
| 18596391 | KNOWLEDGE BASE ENTITY CLASSIFICATION | Non-Final OA | Roku, Inc. |
| 18623615 | METHOD OF SEARCHING FOR AN OPTIMAL COMBINATION OF HYPERPARAMETERS FOR A MACHINE LEARNING MODEL | Non-Final OA | STMicroelectronics International N.V. |
| 17992232 | PREDICTION OF INDOOR BIOAEROSOL CONCENTRATIONS FROM INDOOR AIR QUALITY SENSOR DATA BY ARTIFICIAL INTELLIGENCE MODELS | Non-Final OA | City University of Hong Kong |
| 18197746 | MODULARIZED PARAMETRIC VISUAL PROGRAM INDUCTION ALGORITHM, DEVICE, MEDIUM AND PRODUCT | Final Rejection | Tsinghua University |
| 18679924 | SYSTEMS AND METHODS FOR PREDICTING CONDITION OF AN ENTITY VIA MACHINE-LEARNING | Non-Final OA | Optum, Inc. |
| 17864206 | QUANTUM SIMULATOR NETWORK FOR SIMULATING A QUANTUM SERVICE | Final Rejection | Red Hat, Inc. |
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